conversations
listlengths 11
17
|
|---|
[
{
"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"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 4 users pieces of information whose duration of sessions per week is strictly less than 42 and strictly greater than 23 and put to use sorting by city title in asc order as well as show me only 2 entries."
},
{
"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{\"81290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-22 14:55:45.000000+00:00\", \"2019-11-12 22:25:28.000000+00:00\"], \"session_ids\": [\"9d6f0e10-ac3e-46e5-81e0-91c5daa52217\", \"4b32db2f-5b1a-42cb-b857-73d056b48d48\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 19.2}, \"45700\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 8, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-03-14 11:48:46.000000+00:00\", \"2022-06-21 16:11:47.000000+00:00\"], \"session_ids\": [\"b88efd8e-da9c-4682-9b91-72944c09a218\", \"c9c3c6b2-f73d-43a5-8076-fcb2e1606bf8\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.573}, \"59165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-28 04:46:15.000000+00:00\", \"2022-08-05 03:59:13.000000+00:00\", \"2020-12-23 18:25:12.000000+00:00\"], \"session_ids\": [\"bc51d708-c977-4fae-a870-780176c91a06\", \"df023eba-d3fb-4a94-a088-81eff7ec75d7\", \"c093fcf6-ddfb-41b7-ac12-d3fcde3581b8\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 3.464}, \"84541\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-15 00:03:14.000000+00:00\", \"2021-01-06 23:05:42.000000+00:00\"], \"session_ids\": [\"a8a4adbd-11ad-4bf9-a8ee-0a1c0768ec08\", \"27df3895-c097-4790-8fdd-83945414bcaf\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 3.625}, \"55176\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-22 16:36:32.000000+00:00\", \"2019-12-14 18:31:00.000000+00:00\", \"2023-04-29 01:42:52.000000+00:00\", \"2022-12-22 23:52:12.000000+00:00\", \"2020-08-05 22:09:13.000000+00:00\", \"2019-02-23 20:51:40.000000+00:00\", \"2020-11-26 18:25:00.000000+00:00\", \"2020-02-07 23:08:36.000000+00:00\"], \"session_ids\": [\"f345c664-3199-4cdd-8805-29dba61ca99c\", \"88eabfd6-9ed0-4da4-abba-4b3964546cf8\", \"5ac16e5d-8aaf-4db6-a147-8bffabd6b7cb\", \"2bc730e2-b3bc-4967-abb2-8d0cc1d66153\", \"09baa2fc-10f5-4146-929e-a0f2f61a5215\", \"b316a33c-3cc7-442f-bfe5-b092aef1a4b1\", \"3dd4cd1f-d4b8-4644-b692-ef8f5400e460\", \"0d5f47de-ad05-491e-b45e-36da06189c93\"], \"total_duration\": 12647.0, \"total_sessions\": 8, \"mean_week_duration\": 58.014}, \"15268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-16 18:42:43.000000+00:00\", \"2022-05-11 07:36:09.000000+00:00\", \"2022-07-11 13:21:46.000000+00:00\", \"2023-01-24 10:09:44.000000+00:00\", \"2020-05-01 20:27:09.000000+00:00\", \"2021-01-02 01:24:10.000000+00:00\", \"2020-02-22 07:14:46.000000+00:00\", \"2020-08-19 14:37:31.000000+00:00\"], \"session_ids\": [\"092fc688-a89e-4a71-bf90-7bc9634fbdad\", \"daf66a62-7812-4fe1-8bf5-3f5197b60004\", \"547ecf31-5f27-4c7e-9654-57c47c931453\", \"2297f5d1-ee08-47f4-a002-5246fd9fc4ab\", \"ae53252c-3d86-4091-b3e9-4246b889b39c\", \"453cca6c-5674-4ac8-a04b-fc4cbf873f72\", \"0e29cbb4-0093-41c6-b189-36355c549360\", \"83d544cd-828d-43b2-9cc2-f989bf088d3a\"], \"total_duration\": 439.0, \"total_sessions\": 8, \"mean_week_duration\": 2.323}, \"65660\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-28 01:20:25.000000+00:00\", \"2021-11-05 03:34:03.000000+00:00\"], \"session_ids\": [\"aee8f8a1-a54f-454c-9e22-858c1e407f5d\", \"086d59d2-4f02-46d7-8ee1-2f653879cfeb\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}, \"51508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-18 07:52:22.000000+00:00\", \"2019-10-19 06:13:22.000000+00:00\"], \"session_ids\": [\"c1b51dd7-7045-4f06-bdc9-e82b3d100386\", \"43018306-b959-4908-b712-53daaffef121\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 83.0}, \"95994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-16 06:18:53.000000+00:00\", \"2022-07-18 08:04:51.000000+00:00\", \"2023-02-05 02:10:17.000000+00:00\"], \"session_ids\": [\"19c1c593-f6e1-4f30-8c9e-3b31b3a97fc8\", \"b3e03996-b100-44e8-b708-102876a93a60\", \"eecb6a17-96fb-4c22-84c4-9787d381bddb\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.442}, \"49340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-07 10:57:48.000000+00:00\", \"2019-05-08 09:55:25.000000+00:00\"], \"session_ids\": [\"4d697a21-5bff-44d0-b8bc-e4188a1f6611\", \"d3a4cf5c-5797-457c-a5dd-042ef3d5238b\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.763}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 23 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\": [[23, 42]]}}}\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": "Please offer data on user whose total_sessions is strictly smaller than 3 and bigger than 9 , moreover do sorting by total sessoins count descending , get rid of all records, except 4."
},
{
"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{\"90485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-01-18 10:51:04.000000+00:00\", \"2020-09-16 16:44:24.000000+00:00\"], \"session_ids\": [\"f27448bd-48e0-49d4-af41-a619b4f5ba47\", \"051fb826-ef8d-4e46-89eb-2dc5629866d4\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.287}, \"82196\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-18 04:59:24.000000+00:00\", \"2021-08-05 11:30:20.000000+00:00\", \"2023-01-24 15:32:00.000000+00:00\", \"2021-05-11 07:29:09.000000+00:00\", \"2021-09-16 21:12:27.000000+00:00\", \"2021-05-14 02:36:31.000000+00:00\", \"2020-12-13 22:00:55.000000+00:00\"], \"session_ids\": [\"6e89d821-fdd1-41f1-9435-ac4308d829d4\", \"bb383f5d-1221-4f7f-9ca5-acb602c6e5c3\", \"b3f9b08b-57fe-412f-bbd7-c70e5cbe7f70\", \"995ef135-2383-446a-bb05-9fb8c48f7c9f\", \"c4575546-2749-4c40-b8a9-8da526e9a50b\", \"f8359483-400b-4c80-8158-4d9b974f68fa\", \"4f4d2c71-c7ec-412d-9327-66b696200920\"], \"total_duration\": 440.0, \"total_sessions\": 7, \"mean_week_duration\": 3.577}, \"30695\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-21 01:29:30.000000+00:00\", \"2022-02-12 17:59:59.000000+00:00\"], \"session_ids\": [\"59f623cf-cae7-4b54-81a4-ec6c5637a277\", \"3c910b3e-eeb9-4f83-b3c4-8577ac2e3a14\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.467}, \"85798\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-07 03:11:03.000000+00:00\", \"2021-11-09 06:06:34.000000+00:00\", \"2019-12-07 15:33:36.000000+00:00\", \"2022-01-13 00:04:05.000000+00:00\", \"2022-02-01 11:38:11.000000+00:00\", \"2020-07-27 06:52:50.000000+00:00\"], \"session_ids\": [\"d62d054a-4785-40c6-9081-16c673ef5856\", \"433f38c2-2bd5-488b-9637-7d2029d2ba27\", \"1ddce5ee-06b1-4f30-b667-fdf26be275e7\", \"3de203f1-e0ea-4f9d-b7ae-f8d72fe3a8cd\", \"32a15afd-fa54-45c0-99df-c73b4a0baa8d\", \"8448ac39-6646-4cbb-9337-5c5d263bde73\"], \"total_duration\": 649.0, \"total_sessions\": 6, \"mean_week_duration\": 5.32}, \"1761\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-28 22:06:37.000000+00:00\", \"2021-11-13 23:29:04.000000+00:00\"], \"session_ids\": [\"36ac3f64-d80c-4b3b-832e-e115b6ebf3db\", \"e7ebdc57-89a4-4fcf-b09b-d52d74cfb5c2\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}, \"13341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-07-23 09:54:59.000000+00:00\", \"2019-01-14 01:13:17.000000+00:00\"], \"session_ids\": [\"254c40fe-2fc7-4227-80b9-14a900d841f9\", \"d6300372-2460-4229-a844-3035890106c1\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}, \"81718\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-11 13:43:00.000000+00:00\", \"2019-11-12 03:53:58.000000+00:00\", \"2020-08-22 10:48:28.000000+00:00\", \"2022-08-27 18:26:20.000000+00:00\", \"2021-03-30 07:30:24.000000+00:00\"], \"session_ids\": [\"8d0733f5-f45a-489a-9be2-f924734c4cbc\", \"020ea87a-8169-4dfd-883c-8ab623d7f5ad\", \"5bd4c445-3a98-4f41-9f41-35d02bd41d6c\", \"0fe8aa9b-1806-4af1-932d-9de241c0b637\", \"9f96df45-e5aa-4ab1-9403-cd7569317a53\"], \"total_duration\": 1906.0, \"total_sessions\": 5, \"mean_week_duration\": 10.768}, \"46929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-09-01 16:52:28.000000+00:00\", \"2022-10-07 01:13:45.000000+00:00\", \"2020-06-07 14:01:56.000000+00:00\"], \"session_ids\": [\"02b7aa12-5b8b-4928-abce-5d384ad90357\", \"0309ec5b-6596-4b44-bedd-a38c69f2f71f\", \"5e135493-b54a-49a8-9fe1-1113dc477d02\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.336}, \"93635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-06-19 21:00:49.000000+00:00\", \"2023-02-02 17:41:10.000000+00:00\"], \"session_ids\": [\"42e72d0b-1f57-43fc-9689-1a2d498ca25b\", \"a85c4444-0742-4c9b-a6cf-cdfa954fdccb\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}, \"32686\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-23 11:52:27.000000+00:00\", \"2019-04-13 09:13:33.000000+00:00\"], \"session_ids\": [\"7f5d3d36-03cd-4c58-a8a1-8dd0521e8b08\", \"6a80b871-b563-4976-aaaa-01a04b051a41\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 8.378}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are less than 3 and are equal or greater than 9"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-01-18 10:51:04.000000+00:00\", \"2020-09-16 16:44:24.000000+00:00\"], \"session_ids\": [\"f27448bd-48e0-49d4-af41-a619b4f5ba47\", \"051fb826-ef8d-4e46-89eb-2dc5629866d4\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.287}, \"30695\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-21 01:29:30.000000+00:00\", \"2022-02-12 17:59:59.000000+00:00\"], \"session_ids\": [\"59f623cf-cae7-4b54-81a4-ec6c5637a277\", \"3c910b3e-eeb9-4f83-b3c4-8577ac2e3a14\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.467}, \"1761\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-28 22:06:37.000000+00:00\", \"2021-11-13 23:29:04.000000+00:00\"], \"session_ids\": [\"36ac3f64-d80c-4b3b-832e-e115b6ebf3db\", \"e7ebdc57-89a4-4fcf-b09b-d52d74cfb5c2\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}, \"13341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-07-23 09:54:59.000000+00:00\", \"2019-01-14 01:13:17.000000+00:00\"], \"session_ids\": [\"254c40fe-2fc7-4227-80b9-14a900d841f9\", \"d6300372-2460-4229-a844-3035890106c1\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}, \"93635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-06-19 21:00:49.000000+00:00\", \"2023-02-02 17:41:10.000000+00:00\"], \"session_ids\": [\"42e72d0b-1f57-43fc-9689-1a2d498ca25b\", \"a85c4444-0742-4c9b-a6cf-cdfa954fdccb\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}, \"32686\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-23 11:52:27.000000+00:00\", \"2019-04-13 09:13:33.000000+00:00\"], \"session_ids\": [\"7f5d3d36-03cd-4c58-a8a1-8dd0521e8b08\", \"6a80b871-b563-4976-aaaa-01a04b051a41\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 8.378}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-01-18 10:51:04.000000+00:00\", \"2020-09-16 16:44:24.000000+00:00\"], \"session_ids\": [\"f27448bd-48e0-49d4-af41-a619b4f5ba47\", \"051fb826-ef8d-4e46-89eb-2dc5629866d4\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.287}}, {\"30695\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-21 01:29:30.000000+00:00\", \"2022-02-12 17:59:59.000000+00:00\"], \"session_ids\": [\"59f623cf-cae7-4b54-81a4-ec6c5637a277\", \"3c910b3e-eeb9-4f83-b3c4-8577ac2e3a14\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.467}}, {\"1761\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-28 22:06:37.000000+00:00\", \"2021-11-13 23:29:04.000000+00:00\"], \"session_ids\": [\"36ac3f64-d80c-4b3b-832e-e115b6ebf3db\", \"e7ebdc57-89a4-4fcf-b09b-d52d74cfb5c2\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}}, {\"13341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-07-23 09:54:59.000000+00:00\", \"2019-01-14 01:13:17.000000+00:00\"], \"session_ids\": [\"254c40fe-2fc7-4227-80b9-14a900d841f9\", \"d6300372-2460-4229-a844-3035890106c1\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}}, {\"93635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-06-19 21:00:49.000000+00:00\", \"2023-02-02 17:41:10.000000+00:00\"], \"session_ids\": [\"42e72d0b-1f57-43fc-9689-1a2d498ca25b\", \"a85c4444-0742-4c9b-a6cf-cdfa954fdccb\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}}, {\"32686\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-23 11:52:27.000000+00:00\", \"2019-04-13 09:13:33.000000+00:00\"], \"session_ids\": [\"7f5d3d36-03cd-4c58-a8a1-8dd0521e8b08\", \"6a80b871-b563-4976-aaaa-01a04b051a41\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 8.378}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-01-18 10:51:04.000000+00:00\", \"2020-09-16 16:44:24.000000+00:00\"], \"session_ids\": [\"f27448bd-48e0-49d4-af41-a619b4f5ba47\", \"051fb826-ef8d-4e46-89eb-2dc5629866d4\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.287}}, {\"30695\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-21 01:29:30.000000+00:00\", \"2022-02-12 17:59:59.000000+00:00\"], \"session_ids\": [\"59f623cf-cae7-4b54-81a4-ec6c5637a277\", \"3c910b3e-eeb9-4f83-b3c4-8577ac2e3a14\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.467}}, {\"1761\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-28 22:06:37.000000+00:00\", \"2021-11-13 23:29:04.000000+00:00\"], \"session_ids\": [\"36ac3f64-d80c-4b3b-832e-e115b6ebf3db\", \"e7ebdc57-89a4-4fcf-b09b-d52d74cfb5c2\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}}, {\"13341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-07-23 09:54:59.000000+00:00\", \"2019-01-14 01:13:17.000000+00:00\"], \"session_ids\": [\"254c40fe-2fc7-4227-80b9-14a900d841f9\", \"d6300372-2460-4229-a844-3035890106c1\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}}]\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[{\"90485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-01-18 10:51:04.000000+00:00\", \"2020-09-16 16:44:24.000000+00:00\"], \"session_ids\": [\"f27448bd-48e0-49d4-af41-a619b4f5ba47\", \"051fb826-ef8d-4e46-89eb-2dc5629866d4\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.287}}, {\"30695\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-21 01:29:30.000000+00:00\", \"2022-02-12 17:59:59.000000+00:00\"], \"session_ids\": [\"59f623cf-cae7-4b54-81a4-ec6c5637a277\", \"3c910b3e-eeb9-4f83-b3c4-8577ac2e3a14\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.467}}, {\"1761\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-28 22:06:37.000000+00:00\", \"2021-11-13 23:29:04.000000+00:00\"], \"session_ids\": [\"36ac3f64-d80c-4b3b-832e-e115b6ebf3db\", \"e7ebdc57-89a4-4fcf-b09b-d52d74cfb5c2\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}}, {\"13341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-07-23 09:54:59.000000+00:00\", \"2019-01-14 01:13:17.000000+00:00\"], \"session_ids\": [\"254c40fe-2fc7-4227-80b9-14a900d841f9\", \"d6300372-2460-4229-a844-3035890106c1\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}}]\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 user who has the biggest value of sum of duration in addition apply sorting by mean week duration form the highest value to the lowest value."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"22598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-05 05:33:09.000000+00:00\", \"2020-01-18 12:34:25.000000+00:00\", \"2023-03-22 00:04:03.000000+00:00\"], \"session_ids\": [\"c0017888-05e0-4aa7-b2d0-55f63bfdf776\", \"8fc369a7-fa15-47b8-9085-9cd3d5226511\", \"d3f87baa-cad0-48bc-bda0-3c2d466a77a8\"], \"total_duration\": 901.0, \"total_sessions\": 3, \"mean_week_duration\": 4.438}, \"21489\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-18 00:04:05.000000+00:00\", \"2023-02-03 01:58:53.000000+00:00\", \"2021-05-04 07:05:11.000000+00:00\"], \"session_ids\": [\"2369c238-3307-4108-ab00-850101a30f80\", \"64409282-2114-4faa-a0a8-cf35abc4e302\", \"8e5e4f6f-9b7f-4917-9282-895085281fc3\"], \"total_duration\": 542.0, \"total_sessions\": 3, \"mean_week_duration\": 4.883}, \"3734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-02-26 00:48:21.000000+00:00\", \"2022-11-09 10:47:56.000000+00:00\"], \"session_ids\": [\"cda4bd83-d6ef-4b1a-8e42-b33714cc5465\", \"6e59d1ab-c1f2-4ccf-8450-4d7fcb51132e\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 1.464}, \"14145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-27 05:39:45.000000+00:00\", \"2021-09-30 16:16:52.000000+00:00\"], \"session_ids\": [\"ab590c59-b7ea-4fd8-bcc4-000b270fd714\", \"29634d87-f7bf-47ea-962c-8916c14e3653\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 2.547}, \"63678\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-11 12:19:14.000000+00:00\", \"2020-09-04 01:37:34.000000+00:00\", \"2020-05-17 07:21:32.000000+00:00\", \"2019-03-26 04:29:09.000000+00:00\", \"2023-03-16 03:05:33.000000+00:00\", \"2019-08-05 07:33:06.000000+00:00\", \"2021-06-22 07:32:00.000000+00:00\"], \"session_ids\": [\"04376495-efa7-40d9-a370-64a0210ce880\", \"47bd0307-34c7-4967-b79b-11f2eec4056f\", \"94dd9b15-c076-408c-885c-fe2404904889\", \"2e3a0b0b-77ba-45fc-a26b-e33d1858fecc\", \"6ec499ad-ba4e-4dce-ac3a-7f0bc3afd279\", \"58fd5581-a579-41bb-9c0c-526a35dfe99d\", \"b8985ab4-85cc-476a-b4f3-15d4eae38bb6\"], \"total_duration\": 2171.0, \"total_sessions\": 7, \"mean_week_duration\": 10.438}, \"59366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-21 06:02:54.000000+00:00\", \"2019-09-19 04:54:58.000000+00:00\"], \"session_ids\": [\"776fbe07-8de4-4fd0-b3fb-70dcd18eb9e5\", \"bc3e5291-0b45-4121-85c0-df013613abfe\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}, \"48717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 23:19:52.000000+00:00\", \"2020-04-03 14:51:27.000000+00:00\", \"2022-04-27 16:28:16.000000+00:00\", \"2023-06-13 07:26:34.000000+00:00\", \"2022-10-05 19:46:14.000000+00:00\", \"2019-06-08 19:53:03.000000+00:00\"], \"session_ids\": [\"abc6abe1-9cbd-4aea-91c3-ee0fd6ca348e\", \"72bba331-b8ce-4715-a79c-1b3d7413d9bd\", \"ae6c7600-f897-4df0-8520-bf9a03a3f2e5\", \"922d2e7f-51ff-4ed9-a680-26c48d7c269c\", \"9c0665f5-a73d-4af7-85e7-a5c1a07f466d\", \"a0bd6be2-10c4-4efc-a620-c0e21c45ba94\"], \"total_duration\": 1698.0, \"total_sessions\": 6, \"mean_week_duration\": 8.086}, \"63333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 09:51:00.000000+00:00\", \"2021-06-04 19:41:16.000000+00:00\", \"2019-10-30 14:34:06.000000+00:00\"], \"session_ids\": [\"ba19e6d1-0a88-479c-a87d-e6c6b71bd698\", \"729a9118-059c-4ee2-a2c5-9c010db0cd78\", \"8f25e7b2-49ea-40ff-82e4-b71a4f010f34\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 1.024}, \"92957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-04-13 04:11:04.000000+00:00\", \"2022-02-25 23:04:34.000000+00:00\", \"2021-07-26 18:44:47.000000+00:00\"], \"session_ids\": [\"a0f15305-9e91-45f2-8463-eae781958138\", \"8231e2a4-702f-4b84-8e27-9ed979af95cb\", \"d2501943-3401-4064-9f54-b24dd3e92a53\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 4.283}, \"35751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-13 01:21:44.000000+00:00\", \"2019-05-05 22:32:09.000000+00:00\"], \"session_ids\": [\"b10bdf7d-5cbf-4a25-b67c-819603cce839\", \"2dc1e175-e56d-4a0e-83e6-07d35395a370\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 83.25}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 1 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"63678\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-11 12:19:14.000000+00:00\", \"2020-09-04 01:37:34.000000+00:00\", \"2020-05-17 07:21:32.000000+00:00\", \"2019-03-26 04:29:09.000000+00:00\", \"2023-03-16 03:05:33.000000+00:00\", \"2019-08-05 07:33:06.000000+00:00\", \"2021-06-22 07:32:00.000000+00:00\"], \"session_ids\": [\"04376495-efa7-40d9-a370-64a0210ce880\", \"47bd0307-34c7-4967-b79b-11f2eec4056f\", \"94dd9b15-c076-408c-885c-fe2404904889\", \"2e3a0b0b-77ba-45fc-a26b-e33d1858fecc\", \"6ec499ad-ba4e-4dce-ac3a-7f0bc3afd279\", \"58fd5581-a579-41bb-9c0c-526a35dfe99d\", \"b8985ab4-85cc-476a-b4f3-15d4eae38bb6\"], \"total_duration\": 2171.0, \"total_sessions\": 7, \"mean_week_duration\": 10.438}}, {\"48717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 23:19:52.000000+00:00\", \"2020-04-03 14:51:27.000000+00:00\", \"2022-04-27 16:28:16.000000+00:00\", \"2023-06-13 07:26:34.000000+00:00\", \"2022-10-05 19:46:14.000000+00:00\", \"2019-06-08 19:53:03.000000+00:00\"], \"session_ids\": [\"abc6abe1-9cbd-4aea-91c3-ee0fd6ca348e\", \"72bba331-b8ce-4715-a79c-1b3d7413d9bd\", \"ae6c7600-f897-4df0-8520-bf9a03a3f2e5\", \"922d2e7f-51ff-4ed9-a680-26c48d7c269c\", \"9c0665f5-a73d-4af7-85e7-a5c1a07f466d\", \"a0bd6be2-10c4-4efc-a620-c0e21c45ba94\"], \"total_duration\": 1698.0, \"total_sessions\": 6, \"mean_week_duration\": 8.086}}, {\"22598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-05 05:33:09.000000+00:00\", \"2020-01-18 12:34:25.000000+00:00\", \"2023-03-22 00:04:03.000000+00:00\"], \"session_ids\": [\"c0017888-05e0-4aa7-b2d0-55f63bfdf776\", \"8fc369a7-fa15-47b8-9085-9cd3d5226511\", \"d3f87baa-cad0-48bc-bda0-3c2d466a77a8\"], \"total_duration\": 901.0, \"total_sessions\": 3, \"mean_week_duration\": 4.438}}]\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[{\"63678\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-11 12:19:14.000000+00:00\", \"2020-09-04 01:37:34.000000+00:00\", \"2020-05-17 07:21:32.000000+00:00\", \"2019-03-26 04:29:09.000000+00:00\", \"2023-03-16 03:05:33.000000+00:00\", \"2019-08-05 07:33:06.000000+00:00\", \"2021-06-22 07:32:00.000000+00:00\"], \"session_ids\": [\"04376495-efa7-40d9-a370-64a0210ce880\", \"47bd0307-34c7-4967-b79b-11f2eec4056f\", \"94dd9b15-c076-408c-885c-fe2404904889\", \"2e3a0b0b-77ba-45fc-a26b-e33d1858fecc\", \"6ec499ad-ba4e-4dce-ac3a-7f0bc3afd279\", \"58fd5581-a579-41bb-9c0c-526a35dfe99d\", \"b8985ab4-85cc-476a-b4f3-15d4eae38bb6\"], \"total_duration\": 2171.0, \"total_sessions\": 7, \"mean_week_duration\": 10.438}}, {\"48717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 23:19:52.000000+00:00\", \"2020-04-03 14:51:27.000000+00:00\", \"2022-04-27 16:28:16.000000+00:00\", \"2023-06-13 07:26:34.000000+00:00\", \"2022-10-05 19:46:14.000000+00:00\", \"2019-06-08 19:53:03.000000+00:00\"], \"session_ids\": [\"abc6abe1-9cbd-4aea-91c3-ee0fd6ca348e\", \"72bba331-b8ce-4715-a79c-1b3d7413d9bd\", \"ae6c7600-f897-4df0-8520-bf9a03a3f2e5\", \"922d2e7f-51ff-4ed9-a680-26c48d7c269c\", \"9c0665f5-a73d-4af7-85e7-a5c1a07f466d\", \"a0bd6be2-10c4-4efc-a620-c0e21c45ba94\"], \"total_duration\": 1698.0, \"total_sessions\": 6, \"mean_week_duration\": 8.086}}, {\"22598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-05 05:33:09.000000+00:00\", \"2020-01-18 12:34:25.000000+00:00\", \"2023-03-22 00:04:03.000000+00:00\"], \"session_ids\": [\"c0017888-05e0-4aa7-b2d0-55f63bfdf776\", \"8fc369a7-fa15-47b8-9085-9cd3d5226511\", \"d3f87baa-cad0-48bc-bda0-3c2d466a77a8\"], \"total_duration\": 901.0, \"total_sessions\": 3, \"mean_week_duration\": 4.438}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"63678\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-11 12:19:14.000000+00:00\", \"2020-09-04 01:37:34.000000+00:00\", \"2020-05-17 07:21:32.000000+00:00\", \"2019-03-26 04:29:09.000000+00:00\", \"2023-03-16 03:05:33.000000+00:00\", \"2019-08-05 07:33:06.000000+00:00\", \"2021-06-22 07:32:00.000000+00:00\"], \"session_ids\": [\"04376495-efa7-40d9-a370-64a0210ce880\", \"47bd0307-34c7-4967-b79b-11f2eec4056f\", \"94dd9b15-c076-408c-885c-fe2404904889\", \"2e3a0b0b-77ba-45fc-a26b-e33d1858fecc\", \"6ec499ad-ba4e-4dce-ac3a-7f0bc3afd279\", \"58fd5581-a579-41bb-9c0c-526a35dfe99d\", \"b8985ab4-85cc-476a-b4f3-15d4eae38bb6\"], \"total_duration\": 2171.0, \"total_sessions\": 7, \"mean_week_duration\": 10.438}}]\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[{\"63678\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-11 12:19:14.000000+00:00\", \"2020-09-04 01:37:34.000000+00:00\", \"2020-05-17 07:21:32.000000+00:00\", \"2019-03-26 04:29:09.000000+00:00\", \"2023-03-16 03:05:33.000000+00:00\", \"2019-08-05 07:33:06.000000+00:00\", \"2021-06-22 07:32:00.000000+00:00\"], \"session_ids\": [\"04376495-efa7-40d9-a370-64a0210ce880\", \"47bd0307-34c7-4967-b79b-11f2eec4056f\", \"94dd9b15-c076-408c-885c-fe2404904889\", \"2e3a0b0b-77ba-45fc-a26b-e33d1858fecc\", \"6ec499ad-ba4e-4dce-ac3a-7f0bc3afd279\", \"58fd5581-a579-41bb-9c0c-526a35dfe99d\", \"b8985ab4-85cc-476a-b4f3-15d4eae38bb6\"], \"total_duration\": 2171.0, \"total_sessions\": 7, \"mean_week_duration\": 10.438}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on user who has sum of duration of sessions per week larger than 1 inclusive additionaly implement sorting by number of sessions from the smallest value to the largest 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{\"24369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-29 11:49:40.000000+00:00\", \"2021-09-07 11:32:29.000000+00:00\"], \"session_ids\": [\"2f99ca54-22f7-40f8-bc55-e8eca7e03067\", \"878bb9fb-ce52-4fd3-a4bd-24ce73fda503\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 6.324}, \"16361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-09 17:44:14.000000+00:00\", \"2021-09-05 06:59:54.000000+00:00\", \"2022-05-01 07:32:19.000000+00:00\", \"2019-05-12 18:21:26.000000+00:00\", \"2021-08-31 04:57:58.000000+00:00\"], \"session_ids\": [\"7a311c63-6651-4805-a022-02de3ebbf0d7\", \"5f7880aa-42b2-49e7-8017-9e30353ab338\", \"aba1b406-8ce1-4e75-85e5-b7e35405a3a2\", \"7a82ef2c-bc1d-4e81-9979-6c01e2670845\", \"0eda7eb6-581f-4299-a15d-75d8db4fee17\"], \"total_duration\": 60.0, \"total_sessions\": 5, \"mean_week_duration\": 0.387}, \"55404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-24 00:38:13.000000+00:00\", \"2019-02-25 02:43:53.000000+00:00\", \"2019-03-06 22:55:16.000000+00:00\", \"2022-01-13 10:59:32.000000+00:00\", \"2022-06-19 18:52:23.000000+00:00\", \"2021-05-17 14:27:33.000000+00:00\", \"2022-09-15 07:27:24.000000+00:00\", \"2020-07-26 09:54:24.000000+00:00\"], \"session_ids\": [\"f699576b-23fe-4b27-baa9-08e8f0bbeace\", \"ab2024b9-5bd6-4d47-8793-bb82240b0aef\", \"34c11f14-51bd-49b2-a73e-a4b712695ad0\", \"017ee579-61be-4d0b-8778-720e1dbf3350\", \"b0949869-281a-49f5-9b22-6f288f981afb\", \"189d401d-34ce-4ee3-ae3f-0da299749b93\", \"93137ec1-9be1-4e62-86f9-c6bdb3c68bab\", \"5341e1b7-227f-434d-8779-65ac9b57aa56\"], \"total_duration\": 969.0, \"total_sessions\": 8, \"mean_week_duration\": 4.75}, \"64517\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-04 08:21:06.000000+00:00\", \"2022-01-23 05:05:31.000000+00:00\", \"2022-06-22 06:45:03.000000+00:00\"], \"session_ids\": [\"999ae510-9929-416f-921c-d4387e0189ea\", \"454cc22b-e47b-4912-a844-cf06e9d32f8c\", \"0c4690c4-e07b-4c67-bacd-c7a207d42584\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.233}, \"56402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-09 01:27:44.000000+00:00\", \"2021-10-08 01:30:45.000000+00:00\"], \"session_ids\": [\"1baa0edb-9a92-4100-a419-58b6b63aea2b\", \"7b70237d-c3a0-438c-8603-b02813dff8f6\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.981}, \"38167\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 04:49:16.000000+00:00\", \"2022-03-10 06:15:04.000000+00:00\", \"2019-06-26 19:25:45.000000+00:00\", \"2023-04-04 15:36:59.000000+00:00\", \"2019-08-24 10:52:21.000000+00:00\"], \"session_ids\": [\"d4ab3f4d-2560-4b28-932e-e009764886c2\", \"e93378ca-78a8-4d0e-8ef0-1a810b2d20b3\", \"2d2125a9-1c20-4477-b505-473d6fcf5f11\", \"fe49fbf0-2080-4cd2-ab03-eb452a9f407e\", \"f9f726e6-366d-4b46-83aa-145f80377166\"], \"total_duration\": 498.0, \"total_sessions\": 5, \"mean_week_duration\": 2.528}, \"83865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-07-17 02:14:14.000000+00:00\", \"2020-09-03 05:45:28.000000+00:00\", \"2021-05-03 02:14:05.000000+00:00\"], \"session_ids\": [\"1c40a1c6-7c03-4b9a-987a-4c9c411201e6\", \"da079f37-8e73-4c1a-81bf-53fc182ff313\", \"b24eaf92-c1a1-412b-a174-f783ed4ac3c4\"], \"total_duration\": 811.0, \"total_sessions\": 3, \"mean_week_duration\": 8.276}, \"46182\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-06 18:13:12.000000+00:00\", \"2019-10-28 23:18:53.000000+00:00\"], \"session_ids\": [\"63144ef2-39f8-44c1-9b1d-b06c0fe3e965\", \"e3a55abf-54b9-4567-b238-ea5da0c4b92f\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.588}, \"49580\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-31 09:31:19.000000+00:00\", \"2022-02-21 16:10:18.000000+00:00\", \"2020-06-01 17:30:15.000000+00:00\"], \"session_ids\": [\"f9ed0fc1-9c3b-40d7-998a-03913180fc9b\", \"9f89c1fa-1a78-425a-bc8c-855a804dbe94\", \"673b2f30-20bd-44cb-a794-45cc6a631cb3\"], \"total_duration\": 739.0, \"total_sessions\": 3, \"mean_week_duration\": 8.211}, \"86145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-02 00:24:20.000000+00:00\", \"2022-10-16 07:55:14.000000+00:00\", \"2021-05-17 21:04:14.000000+00:00\"], \"session_ids\": [\"1a3325f2-a228-48c4-b799-321faee2e39f\", \"d043e9d4-c9b5-43fc-b664-7152eb8802c4\", \"2ec0e8f2-b9cd-4c83-88c8-0ca9465db182\"], \"total_duration\": 800.0, \"total_sessions\": 3, \"mean_week_duration\": 10.811}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 1"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 27]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"24369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-29 11:49:40.000000+00:00\", \"2021-09-07 11:32:29.000000+00:00\"], \"session_ids\": [\"2f99ca54-22f7-40f8-bc55-e8eca7e03067\", \"878bb9fb-ce52-4fd3-a4bd-24ce73fda503\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 6.324}, \"55404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-24 00:38:13.000000+00:00\", \"2019-02-25 02:43:53.000000+00:00\", \"2019-03-06 22:55:16.000000+00:00\", \"2022-01-13 10:59:32.000000+00:00\", \"2022-06-19 18:52:23.000000+00:00\", \"2021-05-17 14:27:33.000000+00:00\", \"2022-09-15 07:27:24.000000+00:00\", \"2020-07-26 09:54:24.000000+00:00\"], \"session_ids\": [\"f699576b-23fe-4b27-baa9-08e8f0bbeace\", \"ab2024b9-5bd6-4d47-8793-bb82240b0aef\", \"34c11f14-51bd-49b2-a73e-a4b712695ad0\", \"017ee579-61be-4d0b-8778-720e1dbf3350\", \"b0949869-281a-49f5-9b22-6f288f981afb\", \"189d401d-34ce-4ee3-ae3f-0da299749b93\", \"93137ec1-9be1-4e62-86f9-c6bdb3c68bab\", \"5341e1b7-227f-434d-8779-65ac9b57aa56\"], \"total_duration\": 969.0, \"total_sessions\": 8, \"mean_week_duration\": 4.75}, \"56402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-09 01:27:44.000000+00:00\", \"2021-10-08 01:30:45.000000+00:00\"], \"session_ids\": [\"1baa0edb-9a92-4100-a419-58b6b63aea2b\", \"7b70237d-c3a0-438c-8603-b02813dff8f6\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.981}, \"38167\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 04:49:16.000000+00:00\", \"2022-03-10 06:15:04.000000+00:00\", \"2019-06-26 19:25:45.000000+00:00\", \"2023-04-04 15:36:59.000000+00:00\", \"2019-08-24 10:52:21.000000+00:00\"], \"session_ids\": [\"d4ab3f4d-2560-4b28-932e-e009764886c2\", \"e93378ca-78a8-4d0e-8ef0-1a810b2d20b3\", \"2d2125a9-1c20-4477-b505-473d6fcf5f11\", \"fe49fbf0-2080-4cd2-ab03-eb452a9f407e\", \"f9f726e6-366d-4b46-83aa-145f80377166\"], \"total_duration\": 498.0, \"total_sessions\": 5, \"mean_week_duration\": 2.528}, \"83865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-07-17 02:14:14.000000+00:00\", \"2020-09-03 05:45:28.000000+00:00\", \"2021-05-03 02:14:05.000000+00:00\"], \"session_ids\": [\"1c40a1c6-7c03-4b9a-987a-4c9c411201e6\", \"da079f37-8e73-4c1a-81bf-53fc182ff313\", \"b24eaf92-c1a1-412b-a174-f783ed4ac3c4\"], \"total_duration\": 811.0, \"total_sessions\": 3, \"mean_week_duration\": 8.276}, \"49580\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-31 09:31:19.000000+00:00\", \"2022-02-21 16:10:18.000000+00:00\", \"2020-06-01 17:30:15.000000+00:00\"], \"session_ids\": [\"f9ed0fc1-9c3b-40d7-998a-03913180fc9b\", \"9f89c1fa-1a78-425a-bc8c-855a804dbe94\", \"673b2f30-20bd-44cb-a794-45cc6a631cb3\"], \"total_duration\": 739.0, \"total_sessions\": 3, \"mean_week_duration\": 8.211}, \"86145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-02 00:24:20.000000+00:00\", \"2022-10-16 07:55:14.000000+00:00\", \"2021-05-17 21:04:14.000000+00:00\"], \"session_ids\": [\"1a3325f2-a228-48c4-b799-321faee2e39f\", \"d043e9d4-c9b5-43fc-b664-7152eb8802c4\", \"2ec0e8f2-b9cd-4c83-88c8-0ca9465db182\"], \"total_duration\": 800.0, \"total_sessions\": 3, \"mean_week_duration\": 10.811}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-29 11:49:40.000000+00:00\", \"2021-09-07 11:32:29.000000+00:00\"], \"session_ids\": [\"2f99ca54-22f7-40f8-bc55-e8eca7e03067\", \"878bb9fb-ce52-4fd3-a4bd-24ce73fda503\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 6.324}}, {\"56402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-09 01:27:44.000000+00:00\", \"2021-10-08 01:30:45.000000+00:00\"], \"session_ids\": [\"1baa0edb-9a92-4100-a419-58b6b63aea2b\", \"7b70237d-c3a0-438c-8603-b02813dff8f6\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.981}}, {\"83865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-07-17 02:14:14.000000+00:00\", \"2020-09-03 05:45:28.000000+00:00\", \"2021-05-03 02:14:05.000000+00:00\"], \"session_ids\": [\"1c40a1c6-7c03-4b9a-987a-4c9c411201e6\", \"da079f37-8e73-4c1a-81bf-53fc182ff313\", \"b24eaf92-c1a1-412b-a174-f783ed4ac3c4\"], \"total_duration\": 811.0, \"total_sessions\": 3, \"mean_week_duration\": 8.276}}, {\"49580\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-31 09:31:19.000000+00:00\", \"2022-02-21 16:10:18.000000+00:00\", \"2020-06-01 17:30:15.000000+00:00\"], \"session_ids\": [\"f9ed0fc1-9c3b-40d7-998a-03913180fc9b\", \"9f89c1fa-1a78-425a-bc8c-855a804dbe94\", \"673b2f30-20bd-44cb-a794-45cc6a631cb3\"], \"total_duration\": 739.0, \"total_sessions\": 3, \"mean_week_duration\": 8.211}}, {\"86145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-02 00:24:20.000000+00:00\", \"2022-10-16 07:55:14.000000+00:00\", \"2021-05-17 21:04:14.000000+00:00\"], \"session_ids\": [\"1a3325f2-a228-48c4-b799-321faee2e39f\", \"d043e9d4-c9b5-43fc-b664-7152eb8802c4\", \"2ec0e8f2-b9cd-4c83-88c8-0ca9465db182\"], \"total_duration\": 800.0, \"total_sessions\": 3, \"mean_week_duration\": 10.811}}, {\"38167\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 04:49:16.000000+00:00\", \"2022-03-10 06:15:04.000000+00:00\", \"2019-06-26 19:25:45.000000+00:00\", \"2023-04-04 15:36:59.000000+00:00\", \"2019-08-24 10:52:21.000000+00:00\"], \"session_ids\": [\"d4ab3f4d-2560-4b28-932e-e009764886c2\", \"e93378ca-78a8-4d0e-8ef0-1a810b2d20b3\", \"2d2125a9-1c20-4477-b505-473d6fcf5f11\", \"fe49fbf0-2080-4cd2-ab03-eb452a9f407e\", \"f9f726e6-366d-4b46-83aa-145f80377166\"], \"total_duration\": 498.0, \"total_sessions\": 5, \"mean_week_duration\": 2.528}}, {\"55404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-24 00:38:13.000000+00:00\", \"2019-02-25 02:43:53.000000+00:00\", \"2019-03-06 22:55:16.000000+00:00\", \"2022-01-13 10:59:32.000000+00:00\", \"2022-06-19 18:52:23.000000+00:00\", \"2021-05-17 14:27:33.000000+00:00\", \"2022-09-15 07:27:24.000000+00:00\", \"2020-07-26 09:54:24.000000+00:00\"], \"session_ids\": [\"f699576b-23fe-4b27-baa9-08e8f0bbeace\", \"ab2024b9-5bd6-4d47-8793-bb82240b0aef\", \"34c11f14-51bd-49b2-a73e-a4b712695ad0\", \"017ee579-61be-4d0b-8778-720e1dbf3350\", \"b0949869-281a-49f5-9b22-6f288f981afb\", \"189d401d-34ce-4ee3-ae3f-0da299749b93\", \"93137ec1-9be1-4e62-86f9-c6bdb3c68bab\", \"5341e1b7-227f-434d-8779-65ac9b57aa56\"], \"total_duration\": 969.0, \"total_sessions\": 8, \"mean_week_duration\": 4.75}}]\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[{\"24369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-29 11:49:40.000000+00:00\", \"2021-09-07 11:32:29.000000+00:00\"], \"session_ids\": [\"2f99ca54-22f7-40f8-bc55-e8eca7e03067\", \"878bb9fb-ce52-4fd3-a4bd-24ce73fda503\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 6.324}}]\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[{\"24369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-29 11:49:40.000000+00:00\", \"2021-09-07 11:32:29.000000+00:00\"], \"session_ids\": [\"2f99ca54-22f7-40f8-bc55-e8eca7e03067\", \"878bb9fb-ce52-4fd3-a4bd-24ce73fda503\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 6.324}}]\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 with a time in app per week that is higher than 20, exclusive 20 also do sorting by overall total duration in desc order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"88987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-29 09:33:01.000000+00:00\", \"2022-12-14 07:47:01.000000+00:00\"], \"session_ids\": [\"a78be834-cb29-4d3e-8be9-b409c4cafe2f\", \"d94c258a-6872-4e69-8efc-fe5fde79b87f\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 3.133}, \"50624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-23 04:05:58.000000+00:00\", \"2022-03-09 04:35:48.000000+00:00\", \"2020-10-13 06:37:06.000000+00:00\", \"2021-03-14 01:31:21.000000+00:00\", \"2021-10-04 08:26:21.000000+00:00\"], \"session_ids\": [\"8a9099c0-5790-4662-8422-f314ddc7ad03\", \"8503694b-f7a4-4506-91a0-d9dfa96dc5fc\", \"056d69e4-95b3-4607-aaee-8fd82f90cea3\", \"8501a73b-2f49-4329-8ffa-23e36d0067c8\", \"e72dbd39-e878-4f82-8d2b-de514066ebdd\"], \"total_duration\": 419.0, \"total_sessions\": 5, \"mean_week_duration\": 3.248}, \"32635\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-06 00:15:45.000000+00:00\", \"2021-04-08 17:38:22.000000+00:00\", \"2021-08-09 07:07:15.000000+00:00\", \"2021-04-02 20:18:22.000000+00:00\", \"2021-01-24 02:49:30.000000+00:00\"], \"session_ids\": [\"af2905f3-3a93-4fa5-8956-74551abbe3b2\", \"fda4e1a6-c29e-461a-9c45-48a1eb044259\", \"3db027ff-85da-4ef6-b732-ca90e5c5ed53\", \"ab6055a1-b1d7-4af4-8d26-b4ee355fb15f\", \"472c768a-84ca-4b92-8c0a-0fe633a4fa21\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 1.098}, \"33437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-16 03:58:52.000000+00:00\", \"2019-11-22 13:12:31.000000+00:00\"], \"session_ids\": [\"ed8f8ee5-fbc5-40ad-b8f2-62ee710d2d1d\", \"f5cc9fd9-1f02-44c3-88ff-a34105d19a2e\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}, \"97691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-30 10:23:19.000000+00:00\", \"2023-03-14 22:28:32.000000+00:00\", \"2022-03-26 13:59:08.000000+00:00\", \"2019-05-02 03:49:49.000000+00:00\", \"2021-08-30 06:30:24.000000+00:00\", \"2019-05-15 23:56:19.000000+00:00\", \"2021-01-19 16:08:30.000000+00:00\", \"2019-02-04 05:59:39.000000+00:00\", \"2021-12-17 09:11:31.000000+00:00\"], \"session_ids\": [\"5b39a5d8-c468-4f7c-ae68-ec8d1dc84d08\", \"fee44175-1e74-42dc-830c-a57a81013240\", \"27f18f46-b5bb-4013-9484-715dcfcf78eb\", \"bdc6d6d3-d45b-4841-91c2-d36b48a85358\", \"f77d9e1c-4244-46b8-99cd-e2962ac6933d\", \"f7209d83-405f-4ac9-8137-84daa53e55a7\", \"17e2cacf-629b-416a-ab91-d391000ad1e0\", \"959e8335-898f-4146-9759-bbf9e95cd96f\", \"d95c2d88-698a-4681-ba03-64835de6ddd4\"], \"total_duration\": 4478.0, \"total_sessions\": 9, \"mean_week_duration\": 20.828}, \"29955\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-16 17:57:37.000000+00:00\", \"2023-01-24 21:27:12.000000+00:00\", \"2022-10-21 04:15:37.000000+00:00\", \"2022-05-07 07:58:25.000000+00:00\", \"2021-02-20 13:02:36.000000+00:00\", \"2021-06-22 09:54:54.000000+00:00\", \"2021-08-01 23:54:23.000000+00:00\", \"2020-06-16 09:33:10.000000+00:00\", \"2020-06-17 02:23:01.000000+00:00\"], \"session_ids\": [\"05614724-03fa-46d7-a90f-0cd08c58ace3\", \"033f7f25-727e-45dd-9fee-ccd5629722a6\", \"bb72dd70-5540-4948-aa4a-616d4c3a6c67\", \"6bf9469c-c601-4a0d-a4b4-93690968a6cf\", \"e7403cf8-1e7d-485a-868c-6e1f67a18eeb\", \"93a9108b-32d9-4141-9d4e-eb60f0d57035\", \"8060bb41-c15a-4fd7-9f6c-ee7b158ce0a7\", \"a6dcaf8e-a252-41de-a87c-046bfc916529\", \"91e23493-0528-4d27-a3b9-7338efdddcd9\"], \"total_duration\": 6890.0, \"total_sessions\": 9, \"mean_week_duration\": 39.148}, \"4132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-04-16 04:05:56.000000+00:00\", \"2020-07-10 01:40:09.000000+00:00\"], \"session_ids\": [\"dc84b1aa-25fa-4e3e-a215-4f4b1daae605\", \"c66a3494-d34d-4a0e-aee9-622015782ef3\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 2.833}, \"88883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 14:58:00.000000+00:00\", \"2020-04-06 03:07:36.000000+00:00\", \"2021-05-31 14:59:47.000000+00:00\"], \"session_ids\": [\"572b719d-b7f4-40ee-b611-ed6ccc2bd697\", \"0c9925f3-6590-4892-8466-a1c8d6ab3fcf\", \"613af04c-a3a6-4126-8bd3-e9ff82fdeae8\"], \"total_duration\": 306.0, \"total_sessions\": 3, \"mean_week_duration\": 2.529}, \"65531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-28 04:17:27.000000+00:00\", \"2019-05-28 09:40:12.000000+00:00\"], \"session_ids\": [\"2a37e25b-9cfb-43bc-b166-bd44e058318e\", \"94dd3d17-2f6d-4c5c-ab6c-a13a897ed83e\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.31}, \"13983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-09-22 05:38:24.000000+00:00\", \"2019-12-12 14:02:55.000000+00:00\", \"2020-06-05 23:28:48.000000+00:00\"], \"session_ids\": [\"d0ff7c66-d89e-4f80-9229-7501d89fd2b2\", \"a339eff6-3e54-41d7-ade4-0d8b7aa07038\", \"49811057-99c9-46d3-9d32-3f44c13653cc\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.763}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 20"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 32]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"97691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-30 10:23:19.000000+00:00\", \"2023-03-14 22:28:32.000000+00:00\", \"2022-03-26 13:59:08.000000+00:00\", \"2019-05-02 03:49:49.000000+00:00\", \"2021-08-30 06:30:24.000000+00:00\", \"2019-05-15 23:56:19.000000+00:00\", \"2021-01-19 16:08:30.000000+00:00\", \"2019-02-04 05:59:39.000000+00:00\", \"2021-12-17 09:11:31.000000+00:00\"], \"session_ids\": [\"5b39a5d8-c468-4f7c-ae68-ec8d1dc84d08\", \"fee44175-1e74-42dc-830c-a57a81013240\", \"27f18f46-b5bb-4013-9484-715dcfcf78eb\", \"bdc6d6d3-d45b-4841-91c2-d36b48a85358\", \"f77d9e1c-4244-46b8-99cd-e2962ac6933d\", \"f7209d83-405f-4ac9-8137-84daa53e55a7\", \"17e2cacf-629b-416a-ab91-d391000ad1e0\", \"959e8335-898f-4146-9759-bbf9e95cd96f\", \"d95c2d88-698a-4681-ba03-64835de6ddd4\"], \"total_duration\": 4478.0, \"total_sessions\": 9, \"mean_week_duration\": 20.828}, \"29955\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-16 17:57:37.000000+00:00\", \"2023-01-24 21:27:12.000000+00:00\", \"2022-10-21 04:15:37.000000+00:00\", \"2022-05-07 07:58:25.000000+00:00\", \"2021-02-20 13:02:36.000000+00:00\", \"2021-06-22 09:54:54.000000+00:00\", \"2021-08-01 23:54:23.000000+00:00\", \"2020-06-16 09:33:10.000000+00:00\", \"2020-06-17 02:23:01.000000+00:00\"], \"session_ids\": [\"05614724-03fa-46d7-a90f-0cd08c58ace3\", \"033f7f25-727e-45dd-9fee-ccd5629722a6\", \"bb72dd70-5540-4948-aa4a-616d4c3a6c67\", \"6bf9469c-c601-4a0d-a4b4-93690968a6cf\", \"e7403cf8-1e7d-485a-868c-6e1f67a18eeb\", \"93a9108b-32d9-4141-9d4e-eb60f0d57035\", \"8060bb41-c15a-4fd7-9f6c-ee7b158ce0a7\", \"a6dcaf8e-a252-41de-a87c-046bfc916529\", \"91e23493-0528-4d27-a3b9-7338efdddcd9\"], \"total_duration\": 6890.0, \"total_sessions\": 9, \"mean_week_duration\": 39.148}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29955\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-16 17:57:37.000000+00:00\", \"2023-01-24 21:27:12.000000+00:00\", \"2022-10-21 04:15:37.000000+00:00\", \"2022-05-07 07:58:25.000000+00:00\", \"2021-02-20 13:02:36.000000+00:00\", \"2021-06-22 09:54:54.000000+00:00\", \"2021-08-01 23:54:23.000000+00:00\", \"2020-06-16 09:33:10.000000+00:00\", \"2020-06-17 02:23:01.000000+00:00\"], \"session_ids\": [\"05614724-03fa-46d7-a90f-0cd08c58ace3\", \"033f7f25-727e-45dd-9fee-ccd5629722a6\", \"bb72dd70-5540-4948-aa4a-616d4c3a6c67\", \"6bf9469c-c601-4a0d-a4b4-93690968a6cf\", \"e7403cf8-1e7d-485a-868c-6e1f67a18eeb\", \"93a9108b-32d9-4141-9d4e-eb60f0d57035\", \"8060bb41-c15a-4fd7-9f6c-ee7b158ce0a7\", \"a6dcaf8e-a252-41de-a87c-046bfc916529\", \"91e23493-0528-4d27-a3b9-7338efdddcd9\"], \"total_duration\": 6890.0, \"total_sessions\": 9, \"mean_week_duration\": 39.148}}, {\"97691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-30 10:23:19.000000+00:00\", \"2023-03-14 22:28:32.000000+00:00\", \"2022-03-26 13:59:08.000000+00:00\", \"2019-05-02 03:49:49.000000+00:00\", \"2021-08-30 06:30:24.000000+00:00\", \"2019-05-15 23:56:19.000000+00:00\", \"2021-01-19 16:08:30.000000+00:00\", \"2019-02-04 05:59:39.000000+00:00\", \"2021-12-17 09:11:31.000000+00:00\"], \"session_ids\": [\"5b39a5d8-c468-4f7c-ae68-ec8d1dc84d08\", \"fee44175-1e74-42dc-830c-a57a81013240\", \"27f18f46-b5bb-4013-9484-715dcfcf78eb\", \"bdc6d6d3-d45b-4841-91c2-d36b48a85358\", \"f77d9e1c-4244-46b8-99cd-e2962ac6933d\", \"f7209d83-405f-4ac9-8137-84daa53e55a7\", \"17e2cacf-629b-416a-ab91-d391000ad1e0\", \"959e8335-898f-4146-9759-bbf9e95cd96f\", \"d95c2d88-698a-4681-ba03-64835de6ddd4\"], \"total_duration\": 4478.0, \"total_sessions\": 9, \"mean_week_duration\": 20.828}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 7 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29955\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-16 17:57:37.000000+00:00\", \"2023-01-24 21:27:12.000000+00:00\", \"2022-10-21 04:15:37.000000+00:00\", \"2022-05-07 07:58:25.000000+00:00\", \"2021-02-20 13:02:36.000000+00:00\", \"2021-06-22 09:54:54.000000+00:00\", \"2021-08-01 23:54:23.000000+00:00\", \"2020-06-16 09:33:10.000000+00:00\", \"2020-06-17 02:23:01.000000+00:00\"], \"session_ids\": [\"05614724-03fa-46d7-a90f-0cd08c58ace3\", \"033f7f25-727e-45dd-9fee-ccd5629722a6\", \"bb72dd70-5540-4948-aa4a-616d4c3a6c67\", \"6bf9469c-c601-4a0d-a4b4-93690968a6cf\", \"e7403cf8-1e7d-485a-868c-6e1f67a18eeb\", \"93a9108b-32d9-4141-9d4e-eb60f0d57035\", \"8060bb41-c15a-4fd7-9f6c-ee7b158ce0a7\", \"a6dcaf8e-a252-41de-a87c-046bfc916529\", \"91e23493-0528-4d27-a3b9-7338efdddcd9\"], \"total_duration\": 6890.0, \"total_sessions\": 9, \"mean_week_duration\": 39.148}}, {\"97691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-30 10:23:19.000000+00:00\", \"2023-03-14 22:28:32.000000+00:00\", \"2022-03-26 13:59:08.000000+00:00\", \"2019-05-02 03:49:49.000000+00:00\", \"2021-08-30 06:30:24.000000+00:00\", \"2019-05-15 23:56:19.000000+00:00\", \"2021-01-19 16:08:30.000000+00:00\", \"2019-02-04 05:59:39.000000+00:00\", \"2021-12-17 09:11:31.000000+00:00\"], \"session_ids\": [\"5b39a5d8-c468-4f7c-ae68-ec8d1dc84d08\", \"fee44175-1e74-42dc-830c-a57a81013240\", \"27f18f46-b5bb-4013-9484-715dcfcf78eb\", \"bdc6d6d3-d45b-4841-91c2-d36b48a85358\", \"f77d9e1c-4244-46b8-99cd-e2962ac6933d\", \"f7209d83-405f-4ac9-8137-84daa53e55a7\", \"17e2cacf-629b-416a-ab91-d391000ad1e0\", \"959e8335-898f-4146-9759-bbf9e95cd96f\", \"d95c2d88-698a-4681-ba03-64835de6ddd4\"], \"total_duration\": 4478.0, \"total_sessions\": 9, \"mean_week_duration\": 20.828}}]\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[{\"29955\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-16 17:57:37.000000+00:00\", \"2023-01-24 21:27:12.000000+00:00\", \"2022-10-21 04:15:37.000000+00:00\", \"2022-05-07 07:58:25.000000+00:00\", \"2021-02-20 13:02:36.000000+00:00\", \"2021-06-22 09:54:54.000000+00:00\", \"2021-08-01 23:54:23.000000+00:00\", \"2020-06-16 09:33:10.000000+00:00\", \"2020-06-17 02:23:01.000000+00:00\"], \"session_ids\": [\"05614724-03fa-46d7-a90f-0cd08c58ace3\", \"033f7f25-727e-45dd-9fee-ccd5629722a6\", \"bb72dd70-5540-4948-aa4a-616d4c3a6c67\", \"6bf9469c-c601-4a0d-a4b4-93690968a6cf\", \"e7403cf8-1e7d-485a-868c-6e1f67a18eeb\", \"93a9108b-32d9-4141-9d4e-eb60f0d57035\", \"8060bb41-c15a-4fd7-9f6c-ee7b158ce0a7\", \"a6dcaf8e-a252-41de-a87c-046bfc916529\", \"91e23493-0528-4d27-a3b9-7338efdddcd9\"], \"total_duration\": 6890.0, \"total_sessions\": 9, \"mean_week_duration\": 39.148}}, {\"97691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-30 10:23:19.000000+00:00\", \"2023-03-14 22:28:32.000000+00:00\", \"2022-03-26 13:59:08.000000+00:00\", \"2019-05-02 03:49:49.000000+00:00\", \"2021-08-30 06:30:24.000000+00:00\", \"2019-05-15 23:56:19.000000+00:00\", \"2021-01-19 16:08:30.000000+00:00\", \"2019-02-04 05:59:39.000000+00:00\", \"2021-12-17 09:11:31.000000+00:00\"], \"session_ids\": [\"5b39a5d8-c468-4f7c-ae68-ec8d1dc84d08\", \"fee44175-1e74-42dc-830c-a57a81013240\", \"27f18f46-b5bb-4013-9484-715dcfcf78eb\", \"bdc6d6d3-d45b-4841-91c2-d36b48a85358\", \"f77d9e1c-4244-46b8-99cd-e2962ac6933d\", \"f7209d83-405f-4ac9-8137-84daa53e55a7\", \"17e2cacf-629b-416a-ab91-d391000ad1e0\", \"959e8335-898f-4146-9759-bbf9e95cd96f\", \"d95c2d88-698a-4681-ba03-64835de6ddd4\"], \"total_duration\": 4478.0, \"total_sessions\": 9, \"mean_week_duration\": 20.828}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into users with a time spent on the site per week that is higher than 4, exclusive num 4 , perform sorting by total duration desc."
},
{
"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{\"29377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-13 03:10:08.000000+00:00\", \"2022-05-22 04:13:27.000000+00:00\", \"2020-10-08 10:52:44.000000+00:00\"], \"session_ids\": [\"a96465c4-26a0-4d54-a186-04af9b1b0b61\", \"c952bb3c-abd3-4ccd-85ac-9e42a8c06abb\", \"ec4c68d4-d710-4820-9dd5-f96c5d263d43\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.168}, \"68597\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-06-06 01:49:22.000000+00:00\", \"2020-09-02 22:36:49.000000+00:00\", \"2022-03-11 04:56:42.000000+00:00\", \"2020-02-14 16:45:31.000000+00:00\", \"2021-03-21 15:56:58.000000+00:00\", \"2020-02-13 12:51:22.000000+00:00\", \"2023-01-17 20:21:10.000000+00:00\", \"2021-10-16 05:43:51.000000+00:00\", \"2020-04-15 03:59:52.000000+00:00\"], \"session_ids\": [\"8f77a6eb-2fdc-49a2-b4db-8ac8d86883fb\", \"650b682b-26ed-4029-a6aa-924e812e9952\", \"9d57309c-5152-4a78-8c72-19d37c8cdc52\", \"37fd2b11-de41-470c-b7da-0ebe195d8af8\", \"1a0c96ab-49bf-4a0a-9519-b050109945b7\", \"7076c2fb-c789-4b30-9c63-c115c6d53f12\", \"7061784d-4700-4256-bb35-e67194aa1c93\", \"28c39b8f-4faa-4cb0-bda4-f115f1a0117b\", \"46cb300f-0860-432d-959e-ae4def6cb28b\"], \"total_duration\": 349.0, \"total_sessions\": 9, \"mean_week_duration\": 2.281}, \"8055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-11 17:08:41.000000+00:00\", \"2021-10-18 13:35:42.000000+00:00\", \"2022-08-28 22:24:42.000000+00:00\"], \"session_ids\": [\"af3b3fad-40e9-47ca-8d4d-33a53de5d3cd\", \"b66ede4a-199a-4803-a1cf-66e529deb2bb\", \"71464ce5-d04e-4d20-8d83-dcb65256292e\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.635}, \"48580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-04 03:58:08.000000+00:00\", \"2022-06-12 23:44:13.000000+00:00\", \"2019-03-25 08:32:02.000000+00:00\"], \"session_ids\": [\"b603279c-28b7-4e85-804f-4d77ecac1589\", \"d1c19977-2f05-49b1-b57b-3bce3d58bc72\", \"5372d34e-2a90-4d32-8e66-f82aa7f0b511\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 0.976}, \"53432\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-08-12 04:27:28.000000+00:00\", \"2021-12-14 05:03:32.000000+00:00\"], \"session_ids\": [\"258cced4-fcae-4a70-9147-c8c29105c555\", \"57ca0a8c-380a-47f2-8a0c-69fb86159fec\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.041}, \"80800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-11 00:01:32.000000+00:00\", \"2023-02-15 06:52:26.000000+00:00\", \"2020-11-28 22:59:30.000000+00:00\", \"2022-11-28 06:08:18.000000+00:00\"], \"session_ids\": [\"efa7c5f4-466b-41a2-8ec6-21a9d55a3fc5\", \"66d31b91-c633-44d6-a592-63c5ad06a946\", \"5df6cb69-5925-4cd7-955c-dc767acdd5bb\", \"0bdf03dc-c7b1-4663-923e-708e829ea7ff\"], \"total_duration\": 470.0, \"total_sessions\": 4, \"mean_week_duration\": 4.052}, \"19600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-19 06:02:25.000000+00:00\", \"2020-11-03 06:01:40.000000+00:00\", \"2021-08-02 05:58:53.000000+00:00\", \"2021-07-22 04:49:54.000000+00:00\", \"2021-07-06 05:08:23.000000+00:00\", \"2020-07-22 14:55:19.000000+00:00\", \"2023-01-04 00:40:55.000000+00:00\", \"2020-08-27 20:20:27.000000+00:00\"], \"session_ids\": [\"eec7e7a3-476f-42b5-a45e-08951d5d637f\", \"b5482d40-3ddd-4db0-9db5-fb002d380732\", \"9549da78-f01a-4ba3-930d-0f4e7e8b6627\", \"b6b1d53a-9320-40fb-8045-c29994f07efe\", \"5d32b2a9-8841-46bb-8257-dc9e4ce0ceb1\", \"4942826a-4c29-4ade-9fbf-f99a516381f6\", \"533c174a-670d-4f3b-aca9-93d0cf45cd91\", \"df8b2d42-26e6-4e8e-9cec-476d073d72b6\"], \"total_duration\": 10440.0, \"total_sessions\": 8, \"mean_week_duration\": 80.93}, \"40375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-25 16:47:05.000000+00:00\", \"2021-08-27 15:31:04.000000+00:00\", \"2022-07-17 20:22:04.000000+00:00\"], \"session_ids\": [\"443a709c-3d3c-4bb1-9953-8be7cafdc23c\", \"34175f6d-daf8-4c74-ad42-552a0764c95a\", \"2fea6f36-3c37-4922-8ccd-ee8d98b16ba1\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 9.423}, \"87730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-12 15:33:11.000000+00:00\", \"2021-04-16 11:38:35.000000+00:00\", \"2021-10-31 19:37:17.000000+00:00\"], \"session_ids\": [\"fe593e1a-4f53-4364-8856-eae713095fbf\", \"a6d2753c-1f8b-4d54-b70e-c18034e1fc71\", \"4aaaa122-06bb-4a6d-9c78-fc9d23b509e1\"], \"total_duration\": 712.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}, \"43566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-10 13:59:45.000000+00:00\", \"2019-06-19 09:00:40.000000+00:00\", \"2021-05-28 09:03:08.000000+00:00\", \"2020-10-25 23:36:28.000000+00:00\", \"2021-08-06 05:55:23.000000+00:00\"], \"session_ids\": [\"169eb3c1-5e1c-46d3-8f07-9a25050c7a01\", \"414df5da-f9be-45ce-8f13-fb66ce889ef7\", \"1984ee39-a352-4a45-b2bc-f4c044f9e9c2\", \"abcf1a73-f251-4ffd-ad36-d50ad2a0ce90\", \"e49b6c6d-c18a-4cc2-8644-b7b40dc8f029\"], \"total_duration\": 865.0, \"total_sessions\": 5, \"mean_week_duration\": 7.723}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 47]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-11 00:01:32.000000+00:00\", \"2023-02-15 06:52:26.000000+00:00\", \"2020-11-28 22:59:30.000000+00:00\", \"2022-11-28 06:08:18.000000+00:00\"], \"session_ids\": [\"efa7c5f4-466b-41a2-8ec6-21a9d55a3fc5\", \"66d31b91-c633-44d6-a592-63c5ad06a946\", \"5df6cb69-5925-4cd7-955c-dc767acdd5bb\", \"0bdf03dc-c7b1-4663-923e-708e829ea7ff\"], \"total_duration\": 470.0, \"total_sessions\": 4, \"mean_week_duration\": 4.052}, \"19600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-19 06:02:25.000000+00:00\", \"2020-11-03 06:01:40.000000+00:00\", \"2021-08-02 05:58:53.000000+00:00\", \"2021-07-22 04:49:54.000000+00:00\", \"2021-07-06 05:08:23.000000+00:00\", \"2020-07-22 14:55:19.000000+00:00\", \"2023-01-04 00:40:55.000000+00:00\", \"2020-08-27 20:20:27.000000+00:00\"], \"session_ids\": [\"eec7e7a3-476f-42b5-a45e-08951d5d637f\", \"b5482d40-3ddd-4db0-9db5-fb002d380732\", \"9549da78-f01a-4ba3-930d-0f4e7e8b6627\", \"b6b1d53a-9320-40fb-8045-c29994f07efe\", \"5d32b2a9-8841-46bb-8257-dc9e4ce0ceb1\", \"4942826a-4c29-4ade-9fbf-f99a516381f6\", \"533c174a-670d-4f3b-aca9-93d0cf45cd91\", \"df8b2d42-26e6-4e8e-9cec-476d073d72b6\"], \"total_duration\": 10440.0, \"total_sessions\": 8, \"mean_week_duration\": 80.93}, \"40375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-25 16:47:05.000000+00:00\", \"2021-08-27 15:31:04.000000+00:00\", \"2022-07-17 20:22:04.000000+00:00\"], \"session_ids\": [\"443a709c-3d3c-4bb1-9953-8be7cafdc23c\", \"34175f6d-daf8-4c74-ad42-552a0764c95a\", \"2fea6f36-3c37-4922-8ccd-ee8d98b16ba1\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 9.423}, \"87730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-12 15:33:11.000000+00:00\", \"2021-04-16 11:38:35.000000+00:00\", \"2021-10-31 19:37:17.000000+00:00\"], \"session_ids\": [\"fe593e1a-4f53-4364-8856-eae713095fbf\", \"a6d2753c-1f8b-4d54-b70e-c18034e1fc71\", \"4aaaa122-06bb-4a6d-9c78-fc9d23b509e1\"], \"total_duration\": 712.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}, \"43566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-10 13:59:45.000000+00:00\", \"2019-06-19 09:00:40.000000+00:00\", \"2021-05-28 09:03:08.000000+00:00\", \"2020-10-25 23:36:28.000000+00:00\", \"2021-08-06 05:55:23.000000+00:00\"], \"session_ids\": [\"169eb3c1-5e1c-46d3-8f07-9a25050c7a01\", \"414df5da-f9be-45ce-8f13-fb66ce889ef7\", \"1984ee39-a352-4a45-b2bc-f4c044f9e9c2\", \"abcf1a73-f251-4ffd-ad36-d50ad2a0ce90\", \"e49b6c6d-c18a-4cc2-8644-b7b40dc8f029\"], \"total_duration\": 865.0, \"total_sessions\": 5, \"mean_week_duration\": 7.723}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"19600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-19 06:02:25.000000+00:00\", \"2020-11-03 06:01:40.000000+00:00\", \"2021-08-02 05:58:53.000000+00:00\", \"2021-07-22 04:49:54.000000+00:00\", \"2021-07-06 05:08:23.000000+00:00\", \"2020-07-22 14:55:19.000000+00:00\", \"2023-01-04 00:40:55.000000+00:00\", \"2020-08-27 20:20:27.000000+00:00\"], \"session_ids\": [\"eec7e7a3-476f-42b5-a45e-08951d5d637f\", \"b5482d40-3ddd-4db0-9db5-fb002d380732\", \"9549da78-f01a-4ba3-930d-0f4e7e8b6627\", \"b6b1d53a-9320-40fb-8045-c29994f07efe\", \"5d32b2a9-8841-46bb-8257-dc9e4ce0ceb1\", \"4942826a-4c29-4ade-9fbf-f99a516381f6\", \"533c174a-670d-4f3b-aca9-93d0cf45cd91\", \"df8b2d42-26e6-4e8e-9cec-476d073d72b6\"], \"total_duration\": 10440.0, \"total_sessions\": 8, \"mean_week_duration\": 80.93}}, {\"43566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-10 13:59:45.000000+00:00\", \"2019-06-19 09:00:40.000000+00:00\", \"2021-05-28 09:03:08.000000+00:00\", \"2020-10-25 23:36:28.000000+00:00\", \"2021-08-06 05:55:23.000000+00:00\"], \"session_ids\": [\"169eb3c1-5e1c-46d3-8f07-9a25050c7a01\", \"414df5da-f9be-45ce-8f13-fb66ce889ef7\", \"1984ee39-a352-4a45-b2bc-f4c044f9e9c2\", \"abcf1a73-f251-4ffd-ad36-d50ad2a0ce90\", \"e49b6c6d-c18a-4cc2-8644-b7b40dc8f029\"], \"total_duration\": 865.0, \"total_sessions\": 5, \"mean_week_duration\": 7.723}}, {\"87730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-12 15:33:11.000000+00:00\", \"2021-04-16 11:38:35.000000+00:00\", \"2021-10-31 19:37:17.000000+00:00\"], \"session_ids\": [\"fe593e1a-4f53-4364-8856-eae713095fbf\", \"a6d2753c-1f8b-4d54-b70e-c18034e1fc71\", \"4aaaa122-06bb-4a6d-9c78-fc9d23b509e1\"], \"total_duration\": 712.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}}, {\"40375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-25 16:47:05.000000+00:00\", \"2021-08-27 15:31:04.000000+00:00\", \"2022-07-17 20:22:04.000000+00:00\"], \"session_ids\": [\"443a709c-3d3c-4bb1-9953-8be7cafdc23c\", \"34175f6d-daf8-4c74-ad42-552a0764c95a\", \"2fea6f36-3c37-4922-8ccd-ee8d98b16ba1\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 9.423}}, {\"80800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-11 00:01:32.000000+00:00\", \"2023-02-15 06:52:26.000000+00:00\", \"2020-11-28 22:59:30.000000+00:00\", \"2022-11-28 06:08:18.000000+00:00\"], \"session_ids\": [\"efa7c5f4-466b-41a2-8ec6-21a9d55a3fc5\", \"66d31b91-c633-44d6-a592-63c5ad06a946\", \"5df6cb69-5925-4cd7-955c-dc767acdd5bb\", \"0bdf03dc-c7b1-4663-923e-708e829ea7ff\"], \"total_duration\": 470.0, \"total_sessions\": 4, \"mean_week_duration\": 4.052}}]\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[{\"19600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-19 06:02:25.000000+00:00\", \"2020-11-03 06:01:40.000000+00:00\", \"2021-08-02 05:58:53.000000+00:00\", \"2021-07-22 04:49:54.000000+00:00\", \"2021-07-06 05:08:23.000000+00:00\", \"2020-07-22 14:55:19.000000+00:00\", \"2023-01-04 00:40:55.000000+00:00\", \"2020-08-27 20:20:27.000000+00:00\"], \"session_ids\": [\"eec7e7a3-476f-42b5-a45e-08951d5d637f\", \"b5482d40-3ddd-4db0-9db5-fb002d380732\", \"9549da78-f01a-4ba3-930d-0f4e7e8b6627\", \"b6b1d53a-9320-40fb-8045-c29994f07efe\", \"5d32b2a9-8841-46bb-8257-dc9e4ce0ceb1\", \"4942826a-4c29-4ade-9fbf-f99a516381f6\", \"533c174a-670d-4f3b-aca9-93d0cf45cd91\", \"df8b2d42-26e6-4e8e-9cec-476d073d72b6\"], \"total_duration\": 10440.0, \"total_sessions\": 8, \"mean_week_duration\": 80.93}}, {\"43566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-10 13:59:45.000000+00:00\", \"2019-06-19 09:00:40.000000+00:00\", \"2021-05-28 09:03:08.000000+00:00\", \"2020-10-25 23:36:28.000000+00:00\", \"2021-08-06 05:55:23.000000+00:00\"], \"session_ids\": [\"169eb3c1-5e1c-46d3-8f07-9a25050c7a01\", \"414df5da-f9be-45ce-8f13-fb66ce889ef7\", \"1984ee39-a352-4a45-b2bc-f4c044f9e9c2\", \"abcf1a73-f251-4ffd-ad36-d50ad2a0ce90\", \"e49b6c6d-c18a-4cc2-8644-b7b40dc8f029\"], \"total_duration\": 865.0, \"total_sessions\": 5, \"mean_week_duration\": 7.723}}, {\"87730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-12 15:33:11.000000+00:00\", \"2021-04-16 11:38:35.000000+00:00\", \"2021-10-31 19:37:17.000000+00:00\"], \"session_ids\": [\"fe593e1a-4f53-4364-8856-eae713095fbf\", \"a6d2753c-1f8b-4d54-b70e-c18034e1fc71\", \"4aaaa122-06bb-4a6d-9c78-fc9d23b509e1\"], \"total_duration\": 712.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}}, {\"40375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-25 16:47:05.000000+00:00\", \"2021-08-27 15:31:04.000000+00:00\", \"2022-07-17 20:22:04.000000+00:00\"], \"session_ids\": [\"443a709c-3d3c-4bb1-9953-8be7cafdc23c\", \"34175f6d-daf8-4c74-ad42-552a0764c95a\", \"2fea6f36-3c37-4922-8ccd-ee8d98b16ba1\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 9.423}}, {\"80800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-11 00:01:32.000000+00:00\", \"2023-02-15 06:52:26.000000+00:00\", \"2020-11-28 22:59:30.000000+00:00\", \"2022-11-28 06:08:18.000000+00:00\"], \"session_ids\": [\"efa7c5f4-466b-41a2-8ec6-21a9d55a3fc5\", \"66d31b91-c633-44d6-a592-63c5ad06a946\", \"5df6cb69-5925-4cd7-955c-dc767acdd5bb\", \"0bdf03dc-c7b1-4663-923e-708e829ea7ff\"], \"total_duration\": 470.0, \"total_sessions\": 4, \"mean_week_duration\": 4.052}}]\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 with a duration of sessions per week that is lower than 10, inclusive 10 + apply sorting by sessions total risingly also save only 2 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{\"50635\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-10 22:30:54.000000+00:00\", \"2022-04-24 14:58:16.000000+00:00\", \"2022-11-24 07:11:42.000000+00:00\", \"2022-12-26 11:24:48.000000+00:00\", \"2023-04-16 07:18:36.000000+00:00\", \"2021-08-23 19:35:12.000000+00:00\", \"2021-08-23 01:59:31.000000+00:00\"], \"session_ids\": [\"27d706ad-897b-46f3-89ff-405edb6df927\", \"e28d7768-c7a8-4761-a79b-699b0a4d4457\", \"f6c9733e-2b6e-4ead-a6a4-38204a4a9b66\", \"badf01f4-1fa3-41d9-96c8-06f76741efff\", \"a532d442-140d-45a1-aa3a-d3fcb607c301\", \"3e893cc4-ab82-434c-b71e-4e3f2444af79\", \"894e396c-668c-4b52-966d-94d85ac86d00\"], \"total_duration\": 6102.0, \"total_sessions\": 7, \"mean_week_duration\": 70.953}, \"75998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-23 20:48:17.000000+00:00\", \"2020-03-06 15:08:07.000000+00:00\", \"2022-04-24 09:09:46.000000+00:00\"], \"session_ids\": [\"5aa9e140-55b1-4d94-b8b5-35ce12481d06\", \"e5b50636-4d84-425b-b242-6fabf35b1a14\", \"8bccbb62-b4f1-4503-b9cf-59e7201282b5\"], \"total_duration\": 891.0, \"total_sessions\": 3, \"mean_week_duration\": 6.699}, \"99963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-02 21:39:53.000000+00:00\", \"2019-02-04 02:33:33.000000+00:00\", \"2023-04-09 23:22:56.000000+00:00\", \"2021-10-18 22:36:13.000000+00:00\", \"2021-02-14 17:59:24.000000+00:00\", \"2023-03-11 03:28:12.000000+00:00\", \"2019-03-23 11:45:36.000000+00:00\", \"2020-11-15 05:40:07.000000+00:00\"], \"session_ids\": [\"e361794e-7ced-4bee-b653-2e55d3aaa89c\", \"be169928-07a2-4c8f-8318-1bdd3531f6ee\", \"c602fa01-abc6-4ff5-b1f8-08fddb7a9a7f\", \"b40f2c10-4f0f-43ed-8662-bd5c43f879bb\", \"6adb9cb1-8774-4d92-9876-91b97cf2df87\", \"165af7b3-f32d-4091-a2d8-cec064c62f9c\", \"f27e6faa-86e3-4bb8-86d0-b2c8f257996f\", \"be39c631-2593-4913-89ce-bcf50d0014d4\"], \"total_duration\": 159.0, \"total_sessions\": 8, \"mean_week_duration\": 0.729}, \"94948\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-23 23:25:29.000000+00:00\", \"2023-02-07 04:31:11.000000+00:00\"], \"session_ids\": [\"afec0940-9741-4b25-adf6-27edefc156b9\", \"7eed6579-42fa-4f9d-82af-25d92d86a98c\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 2.838}, \"13257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-08 17:30:29.000000+00:00\", \"2020-02-03 02:00:57.000000+00:00\", \"2022-08-09 04:34:39.000000+00:00\"], \"session_ids\": [\"44a01119-7fe4-467a-83f7-56f89ee309a4\", \"ab0958da-a8f3-4583-b215-2122568fd42b\", \"93bb8ea9-8bf7-4eb2-bef9-a20ea102e85a\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 4.64}, \"80822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-11-16 19:27:11.000000+00:00\", \"2022-04-09 05:56:19.000000+00:00\", \"2022-02-20 00:59:49.000000+00:00\"], \"session_ids\": [\"c2c79e13-60be-4e53-a906-5ad7139871b7\", \"061b8dd1-d2f9-4483-ac63-76fa01c7e7f3\", \"f5fd8beb-3f7d-4fe6-9b41-5304cb1fe161\"], \"total_duration\": 189.0, \"total_sessions\": 3, \"mean_week_duration\": 2.589}, \"4609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-27 07:41:53.000000+00:00\", \"2019-11-28 00:25:30.000000+00:00\"], \"session_ids\": [\"2205c57b-a9b1-4afa-af67-55834ce95889\", \"77efe35c-35ba-4077-aa01-7d4f622c1002\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}, \"87155\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-25 13:04:07.000000+00:00\", \"2019-08-30 00:12:02.000000+00:00\"], \"session_ids\": [\"5f7f33d2-b9b1-4bc7-a493-d9dc4a0f1b0d\", \"f11b585f-d809-4d80-9180-6e71b4a7ba3f\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.219}, \"36613\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-12 23:05:58.000000+00:00\", \"2020-01-06 21:44:21.000000+00:00\"], \"session_ids\": [\"486e9ac0-3629-4a4e-9679-d24a1f4d2bfd\", \"de65aade-26ea-4a0c-928e-d81ab590501a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 3.529}, \"74080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-24 02:06:47.000000+00:00\", \"2021-06-07 07:56:56.000000+00:00\"], \"session_ids\": [\"72629fd5-e84e-4c34-acea-fcb322deafb1\", \"9b27b0b6-b23a-4740-89f5-ea2d2d7a2ed7\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.836}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 50]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-23 20:48:17.000000+00:00\", \"2020-03-06 15:08:07.000000+00:00\", \"2022-04-24 09:09:46.000000+00:00\"], \"session_ids\": [\"5aa9e140-55b1-4d94-b8b5-35ce12481d06\", \"e5b50636-4d84-425b-b242-6fabf35b1a14\", \"8bccbb62-b4f1-4503-b9cf-59e7201282b5\"], \"total_duration\": 891.0, \"total_sessions\": 3, \"mean_week_duration\": 6.699}, \"99963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-02 21:39:53.000000+00:00\", \"2019-02-04 02:33:33.000000+00:00\", \"2023-04-09 23:22:56.000000+00:00\", \"2021-10-18 22:36:13.000000+00:00\", \"2021-02-14 17:59:24.000000+00:00\", \"2023-03-11 03:28:12.000000+00:00\", \"2019-03-23 11:45:36.000000+00:00\", \"2020-11-15 05:40:07.000000+00:00\"], \"session_ids\": [\"e361794e-7ced-4bee-b653-2e55d3aaa89c\", \"be169928-07a2-4c8f-8318-1bdd3531f6ee\", \"c602fa01-abc6-4ff5-b1f8-08fddb7a9a7f\", \"b40f2c10-4f0f-43ed-8662-bd5c43f879bb\", \"6adb9cb1-8774-4d92-9876-91b97cf2df87\", \"165af7b3-f32d-4091-a2d8-cec064c62f9c\", \"f27e6faa-86e3-4bb8-86d0-b2c8f257996f\", \"be39c631-2593-4913-89ce-bcf50d0014d4\"], \"total_duration\": 159.0, \"total_sessions\": 8, \"mean_week_duration\": 0.729}, \"94948\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-23 23:25:29.000000+00:00\", \"2023-02-07 04:31:11.000000+00:00\"], \"session_ids\": [\"afec0940-9741-4b25-adf6-27edefc156b9\", \"7eed6579-42fa-4f9d-82af-25d92d86a98c\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 2.838}, \"13257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-08 17:30:29.000000+00:00\", \"2020-02-03 02:00:57.000000+00:00\", \"2022-08-09 04:34:39.000000+00:00\"], \"session_ids\": [\"44a01119-7fe4-467a-83f7-56f89ee309a4\", \"ab0958da-a8f3-4583-b215-2122568fd42b\", \"93bb8ea9-8bf7-4eb2-bef9-a20ea102e85a\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 4.64}, \"80822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-11-16 19:27:11.000000+00:00\", \"2022-04-09 05:56:19.000000+00:00\", \"2022-02-20 00:59:49.000000+00:00\"], \"session_ids\": [\"c2c79e13-60be-4e53-a906-5ad7139871b7\", \"061b8dd1-d2f9-4483-ac63-76fa01c7e7f3\", \"f5fd8beb-3f7d-4fe6-9b41-5304cb1fe161\"], \"total_duration\": 189.0, \"total_sessions\": 3, \"mean_week_duration\": 2.589}, \"4609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-27 07:41:53.000000+00:00\", \"2019-11-28 00:25:30.000000+00:00\"], \"session_ids\": [\"2205c57b-a9b1-4afa-af67-55834ce95889\", \"77efe35c-35ba-4077-aa01-7d4f622c1002\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}, \"87155\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-25 13:04:07.000000+00:00\", \"2019-08-30 00:12:02.000000+00:00\"], \"session_ids\": [\"5f7f33d2-b9b1-4bc7-a493-d9dc4a0f1b0d\", \"f11b585f-d809-4d80-9180-6e71b4a7ba3f\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.219}, \"36613\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-12 23:05:58.000000+00:00\", \"2020-01-06 21:44:21.000000+00:00\"], \"session_ids\": [\"486e9ac0-3629-4a4e-9679-d24a1f4d2bfd\", \"de65aade-26ea-4a0c-928e-d81ab590501a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 3.529}, \"74080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-24 02:06:47.000000+00:00\", \"2021-06-07 07:56:56.000000+00:00\"], \"session_ids\": [\"72629fd5-e84e-4c34-acea-fcb322deafb1\", \"9b27b0b6-b23a-4740-89f5-ea2d2d7a2ed7\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.836}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"94948\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-23 23:25:29.000000+00:00\", \"2023-02-07 04:31:11.000000+00:00\"], \"session_ids\": [\"afec0940-9741-4b25-adf6-27edefc156b9\", \"7eed6579-42fa-4f9d-82af-25d92d86a98c\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 2.838}}, {\"4609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-27 07:41:53.000000+00:00\", \"2019-11-28 00:25:30.000000+00:00\"], \"session_ids\": [\"2205c57b-a9b1-4afa-af67-55834ce95889\", \"77efe35c-35ba-4077-aa01-7d4f622c1002\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}}, {\"87155\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-25 13:04:07.000000+00:00\", \"2019-08-30 00:12:02.000000+00:00\"], \"session_ids\": [\"5f7f33d2-b9b1-4bc7-a493-d9dc4a0f1b0d\", \"f11b585f-d809-4d80-9180-6e71b4a7ba3f\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.219}}, {\"36613\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-12 23:05:58.000000+00:00\", \"2020-01-06 21:44:21.000000+00:00\"], \"session_ids\": [\"486e9ac0-3629-4a4e-9679-d24a1f4d2bfd\", \"de65aade-26ea-4a0c-928e-d81ab590501a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 3.529}}, {\"74080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-24 02:06:47.000000+00:00\", \"2021-06-07 07:56:56.000000+00:00\"], \"session_ids\": [\"72629fd5-e84e-4c34-acea-fcb322deafb1\", \"9b27b0b6-b23a-4740-89f5-ea2d2d7a2ed7\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.836}}, {\"75998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-23 20:48:17.000000+00:00\", \"2020-03-06 15:08:07.000000+00:00\", \"2022-04-24 09:09:46.000000+00:00\"], \"session_ids\": [\"5aa9e140-55b1-4d94-b8b5-35ce12481d06\", \"e5b50636-4d84-425b-b242-6fabf35b1a14\", \"8bccbb62-b4f1-4503-b9cf-59e7201282b5\"], \"total_duration\": 891.0, \"total_sessions\": 3, \"mean_week_duration\": 6.699}}, {\"13257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-08 17:30:29.000000+00:00\", \"2020-02-03 02:00:57.000000+00:00\", \"2022-08-09 04:34:39.000000+00:00\"], \"session_ids\": [\"44a01119-7fe4-467a-83f7-56f89ee309a4\", \"ab0958da-a8f3-4583-b215-2122568fd42b\", \"93bb8ea9-8bf7-4eb2-bef9-a20ea102e85a\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 4.64}}, {\"80822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-11-16 19:27:11.000000+00:00\", \"2022-04-09 05:56:19.000000+00:00\", \"2022-02-20 00:59:49.000000+00:00\"], \"session_ids\": [\"c2c79e13-60be-4e53-a906-5ad7139871b7\", \"061b8dd1-d2f9-4483-ac63-76fa01c7e7f3\", \"f5fd8beb-3f7d-4fe6-9b41-5304cb1fe161\"], \"total_duration\": 189.0, \"total_sessions\": 3, \"mean_week_duration\": 2.589}}, {\"99963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-02 21:39:53.000000+00:00\", \"2019-02-04 02:33:33.000000+00:00\", \"2023-04-09 23:22:56.000000+00:00\", \"2021-10-18 22:36:13.000000+00:00\", \"2021-02-14 17:59:24.000000+00:00\", \"2023-03-11 03:28:12.000000+00:00\", \"2019-03-23 11:45:36.000000+00:00\", \"2020-11-15 05:40:07.000000+00:00\"], \"session_ids\": [\"e361794e-7ced-4bee-b653-2e55d3aaa89c\", \"be169928-07a2-4c8f-8318-1bdd3531f6ee\", \"c602fa01-abc6-4ff5-b1f8-08fddb7a9a7f\", \"b40f2c10-4f0f-43ed-8662-bd5c43f879bb\", \"6adb9cb1-8774-4d92-9876-91b97cf2df87\", \"165af7b3-f32d-4091-a2d8-cec064c62f9c\", \"f27e6faa-86e3-4bb8-86d0-b2c8f257996f\", \"be39c631-2593-4913-89ce-bcf50d0014d4\"], \"total_duration\": 159.0, \"total_sessions\": 8, \"mean_week_duration\": 0.729}}]\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[{\"94948\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-23 23:25:29.000000+00:00\", \"2023-02-07 04:31:11.000000+00:00\"], \"session_ids\": [\"afec0940-9741-4b25-adf6-27edefc156b9\", \"7eed6579-42fa-4f9d-82af-25d92d86a98c\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 2.838}}, {\"4609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-27 07:41:53.000000+00:00\", \"2019-11-28 00:25:30.000000+00:00\"], \"session_ids\": [\"2205c57b-a9b1-4afa-af67-55834ce95889\", \"77efe35c-35ba-4077-aa01-7d4f622c1002\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}}]\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[{\"94948\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-23 23:25:29.000000+00:00\", \"2023-02-07 04:31:11.000000+00:00\"], \"session_ids\": [\"afec0940-9741-4b25-adf6-27edefc156b9\", \"7eed6579-42fa-4f9d-82af-25d92d86a98c\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 2.838}}, {\"4609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-27 07:41:53.000000+00:00\", \"2019-11-28 00:25:30.000000+00:00\"], \"session_ids\": [\"2205c57b-a9b1-4afa-af67-55834ce95889\", \"77efe35c-35ba-4077-aa01-7d4f622c1002\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 2 users I can't find living in cities New York City, Madrid, Lisbon, Belize City, Panama City, San Salvador, Buenos Aires, Prague and sort by sessions summation desc."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"28054\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-08-02 22:09:47.000000+00:00\", \"2020-04-14 18:34:41.000000+00:00\", \"2021-07-25 17:07:03.000000+00:00\", \"2019-08-26 21:23:03.000000+00:00\"], \"session_ids\": [\"cbd0c57b-2f16-4da5-a88f-e40c30176dc1\", \"29c0b694-2d60-4f54-ad43-5e761c81ae0a\", \"556253d5-81f7-4c00-a153-3fdf383a85c6\", \"7d4f2621-3323-4401-a2f7-02cdf722edc8\"], \"total_duration\": 549.0, \"total_sessions\": 4, \"mean_week_duration\": 3.565}, \"29193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-04-23 03:45:09.000000+00:00\", \"2021-04-25 23:46:29.000000+00:00\", \"2021-12-25 02:42:40.000000+00:00\", \"2020-09-10 15:46:06.000000+00:00\"], \"session_ids\": [\"6ceb605b-bae6-41f4-a81b-baf1d5bb5481\", \"ab919912-ac28-43d4-ab2b-6d781671605a\", \"a91222c3-0bd4-4f0c-bf07-be86fd7b7030\", \"72fbab36-a64c-4063-a4b6-ebc5ee2e90a2\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 1.906}, \"72254\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-27 10:34:04.000000+00:00\", \"2022-02-08 04:22:51.000000+00:00\"], \"session_ids\": [\"30286abc-5f89-4190-b23f-b8e9c02124c3\", \"36d49846-6316-4bd9-b700-99c25888b7b0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}, \"57820\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-15 15:07:14.000000+00:00\", \"2020-02-19 21:06:56.000000+00:00\", \"2019-05-26 06:56:40.000000+00:00\"], \"session_ids\": [\"f9288c69-ed4b-4320-b2cf-172903e47569\", \"4c55dd02-3ca3-4c8c-b55e-55b9685663e8\", \"5f697c81-042a-4a4e-9bba-e632a1b558e2\"], \"total_duration\": 676.0, \"total_sessions\": 3, \"mean_week_duration\": 17.333}, \"90611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-05 07:03:35.000000+00:00\", \"2021-12-28 08:35:39.000000+00:00\", \"2021-10-17 12:45:23.000000+00:00\", \"2022-04-14 14:43:16.000000+00:00\", \"2020-07-20 03:06:42.000000+00:00\", \"2022-10-17 18:06:06.000000+00:00\"], \"session_ids\": [\"17d52560-6623-4cdb-8824-d205931562b2\", \"0b5afb59-f1b5-482f-aa02-3cc1cc6b49f9\", \"02457cec-bcd7-4469-bcb8-8296286e56a6\", \"aca5d250-4655-44e8-976f-99ba549bc32b\", \"a395ea4a-ea4d-41ad-bf8f-8913060ea873\", \"b8e8a7fd-8e23-402c-913a-e01bd026578d\"], \"total_duration\": 5855.0, \"total_sessions\": 6, \"mean_week_duration\": 50.043}, \"74775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-11 15:28:51.000000+00:00\", \"2020-11-15 18:26:39.000000+00:00\", \"2021-11-12 22:39:56.000000+00:00\"], \"session_ids\": [\"25fbe0ea-0e0b-419a-9609-e1a4ecc3ec5f\", \"e7c9755d-8d41-4f1a-9c9c-1296f51c756d\", \"f4dba210-c4bc-494e-afb0-8207cfb2d07d\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.808}, \"40348\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-18 05:30:10.000000+00:00\", \"2021-08-06 06:16:10.000000+00:00\"], \"session_ids\": [\"877ad340-a4d0-4271-8555-9a41e266acb8\", \"7f917a26-67c8-45ae-8472-075892eb71cd\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 1.067}, \"86706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-14 11:17:52.000000+00:00\", \"2023-02-07 19:26:13.000000+00:00\", \"2019-04-28 11:53:20.000000+00:00\", \"2019-04-28 09:07:49.000000+00:00\", \"2021-05-01 09:09:15.000000+00:00\"], \"session_ids\": [\"f78a2f65-9d20-4665-98ea-e02aebd70776\", \"fb73b44c-908a-4c2f-a5f4-602cc227eebd\", \"23866a72-61fb-49ee-a4ea-78c36fd4b8fb\", \"acec43d2-7e90-432e-881c-f0f24c9b5b59\", \"1e5bd6d5-f6f3-4caf-820a-e237ab5693a0\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 1.687}, \"55776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-11 08:46:08.000000+00:00\", \"2019-10-15 19:26:54.000000+00:00\", \"2020-08-19 12:50:39.000000+00:00\", \"2021-06-14 01:04:56.000000+00:00\", \"2021-10-30 19:25:40.000000+00:00\"], \"session_ids\": [\"cda6098a-4444-4015-b154-389748dd38e5\", \"05e0f31f-e6a3-40ca-af8f-754bf6419896\", \"c100dcc2-bf06-462a-8f39-6b47b09963d8\", \"ee7e3f7e-dd6b-4bfc-8689-e68be2622150\", \"9634afac-cb5e-44f8-a8e9-b40ce0f6498d\"], \"total_duration\": 227.0, \"total_sessions\": 5, \"mean_week_duration\": 1.275}, \"63315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-12 07:45:14.000000+00:00\", \"2020-07-03 21:40:48.000000+00:00\"], \"session_ids\": [\"ece7beb3-5ba4-480e-8f39-ba89f6cc32fb\", \"80e90cd5-e4a3-48c5-9102-e120e55a9b1d\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 4.48}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are not New York City, Madrid, Larebon, Belize City, Panama City, San Salvador, Buenos Aires, Prague"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"New York City\", \"Madrid\", \"Lisbon\", \"Belize City\", \"Panama City\", \"San Salvador\", \"Buenos Aires\", \"Prague\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"28054\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-08-02 22:09:47.000000+00:00\", \"2020-04-14 18:34:41.000000+00:00\", \"2021-07-25 17:07:03.000000+00:00\", \"2019-08-26 21:23:03.000000+00:00\"], \"session_ids\": [\"cbd0c57b-2f16-4da5-a88f-e40c30176dc1\", \"29c0b694-2d60-4f54-ad43-5e761c81ae0a\", \"556253d5-81f7-4c00-a153-3fdf383a85c6\", \"7d4f2621-3323-4401-a2f7-02cdf722edc8\"], \"total_duration\": 549.0, \"total_sessions\": 4, \"mean_week_duration\": 3.565}, \"29193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-04-23 03:45:09.000000+00:00\", \"2021-04-25 23:46:29.000000+00:00\", \"2021-12-25 02:42:40.000000+00:00\", \"2020-09-10 15:46:06.000000+00:00\"], \"session_ids\": [\"6ceb605b-bae6-41f4-a81b-baf1d5bb5481\", \"ab919912-ac28-43d4-ab2b-6d781671605a\", \"a91222c3-0bd4-4f0c-bf07-be86fd7b7030\", \"72fbab36-a64c-4063-a4b6-ebc5ee2e90a2\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 1.906}, \"72254\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-27 10:34:04.000000+00:00\", \"2022-02-08 04:22:51.000000+00:00\"], \"session_ids\": [\"30286abc-5f89-4190-b23f-b8e9c02124c3\", \"36d49846-6316-4bd9-b700-99c25888b7b0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}, \"57820\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-15 15:07:14.000000+00:00\", \"2020-02-19 21:06:56.000000+00:00\", \"2019-05-26 06:56:40.000000+00:00\"], \"session_ids\": [\"f9288c69-ed4b-4320-b2cf-172903e47569\", \"4c55dd02-3ca3-4c8c-b55e-55b9685663e8\", \"5f697c81-042a-4a4e-9bba-e632a1b558e2\"], \"total_duration\": 676.0, \"total_sessions\": 3, \"mean_week_duration\": 17.333}, \"74775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-11 15:28:51.000000+00:00\", \"2020-11-15 18:26:39.000000+00:00\", \"2021-11-12 22:39:56.000000+00:00\"], \"session_ids\": [\"25fbe0ea-0e0b-419a-9609-e1a4ecc3ec5f\", \"e7c9755d-8d41-4f1a-9c9c-1296f51c756d\", \"f4dba210-c4bc-494e-afb0-8207cfb2d07d\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.808}, \"40348\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-18 05:30:10.000000+00:00\", \"2021-08-06 06:16:10.000000+00:00\"], \"session_ids\": [\"877ad340-a4d0-4271-8555-9a41e266acb8\", \"7f917a26-67c8-45ae-8472-075892eb71cd\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 1.067}, \"86706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-14 11:17:52.000000+00:00\", \"2023-02-07 19:26:13.000000+00:00\", \"2019-04-28 11:53:20.000000+00:00\", \"2019-04-28 09:07:49.000000+00:00\", \"2021-05-01 09:09:15.000000+00:00\"], \"session_ids\": [\"f78a2f65-9d20-4665-98ea-e02aebd70776\", \"fb73b44c-908a-4c2f-a5f4-602cc227eebd\", \"23866a72-61fb-49ee-a4ea-78c36fd4b8fb\", \"acec43d2-7e90-432e-881c-f0f24c9b5b59\", \"1e5bd6d5-f6f3-4caf-820a-e237ab5693a0\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 1.687}, \"55776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-11 08:46:08.000000+00:00\", \"2019-10-15 19:26:54.000000+00:00\", \"2020-08-19 12:50:39.000000+00:00\", \"2021-06-14 01:04:56.000000+00:00\", \"2021-10-30 19:25:40.000000+00:00\"], \"session_ids\": [\"cda6098a-4444-4015-b154-389748dd38e5\", \"05e0f31f-e6a3-40ca-af8f-754bf6419896\", \"c100dcc2-bf06-462a-8f39-6b47b09963d8\", \"ee7e3f7e-dd6b-4bfc-8689-e68be2622150\", \"9634afac-cb5e-44f8-a8e9-b40ce0f6498d\"], \"total_duration\": 227.0, \"total_sessions\": 5, \"mean_week_duration\": 1.275}, \"63315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-12 07:45:14.000000+00:00\", \"2020-07-03 21:40:48.000000+00:00\"], \"session_ids\": [\"ece7beb3-5ba4-480e-8f39-ba89f6cc32fb\", \"80e90cd5-e4a3-48c5-9102-e120e55a9b1d\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 4.48}}\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[{\"86706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-14 11:17:52.000000+00:00\", \"2023-02-07 19:26:13.000000+00:00\", \"2019-04-28 11:53:20.000000+00:00\", \"2019-04-28 09:07:49.000000+00:00\", \"2021-05-01 09:09:15.000000+00:00\"], \"session_ids\": [\"f78a2f65-9d20-4665-98ea-e02aebd70776\", \"fb73b44c-908a-4c2f-a5f4-602cc227eebd\", \"23866a72-61fb-49ee-a4ea-78c36fd4b8fb\", \"acec43d2-7e90-432e-881c-f0f24c9b5b59\", \"1e5bd6d5-f6f3-4caf-820a-e237ab5693a0\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 1.687}}, {\"55776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-11 08:46:08.000000+00:00\", \"2019-10-15 19:26:54.000000+00:00\", \"2020-08-19 12:50:39.000000+00:00\", \"2021-06-14 01:04:56.000000+00:00\", \"2021-10-30 19:25:40.000000+00:00\"], \"session_ids\": [\"cda6098a-4444-4015-b154-389748dd38e5\", \"05e0f31f-e6a3-40ca-af8f-754bf6419896\", \"c100dcc2-bf06-462a-8f39-6b47b09963d8\", \"ee7e3f7e-dd6b-4bfc-8689-e68be2622150\", \"9634afac-cb5e-44f8-a8e9-b40ce0f6498d\"], \"total_duration\": 227.0, \"total_sessions\": 5, \"mean_week_duration\": 1.275}}, {\"28054\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-08-02 22:09:47.000000+00:00\", \"2020-04-14 18:34:41.000000+00:00\", \"2021-07-25 17:07:03.000000+00:00\", \"2019-08-26 21:23:03.000000+00:00\"], \"session_ids\": [\"cbd0c57b-2f16-4da5-a88f-e40c30176dc1\", \"29c0b694-2d60-4f54-ad43-5e761c81ae0a\", \"556253d5-81f7-4c00-a153-3fdf383a85c6\", \"7d4f2621-3323-4401-a2f7-02cdf722edc8\"], \"total_duration\": 549.0, \"total_sessions\": 4, \"mean_week_duration\": 3.565}}, {\"29193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-04-23 03:45:09.000000+00:00\", \"2021-04-25 23:46:29.000000+00:00\", \"2021-12-25 02:42:40.000000+00:00\", \"2020-09-10 15:46:06.000000+00:00\"], \"session_ids\": [\"6ceb605b-bae6-41f4-a81b-baf1d5bb5481\", \"ab919912-ac28-43d4-ab2b-6d781671605a\", \"a91222c3-0bd4-4f0c-bf07-be86fd7b7030\", \"72fbab36-a64c-4063-a4b6-ebc5ee2e90a2\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 1.906}}, {\"57820\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-15 15:07:14.000000+00:00\", \"2020-02-19 21:06:56.000000+00:00\", \"2019-05-26 06:56:40.000000+00:00\"], \"session_ids\": [\"f9288c69-ed4b-4320-b2cf-172903e47569\", \"4c55dd02-3ca3-4c8c-b55e-55b9685663e8\", \"5f697c81-042a-4a4e-9bba-e632a1b558e2\"], \"total_duration\": 676.0, \"total_sessions\": 3, \"mean_week_duration\": 17.333}}, {\"74775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-11 15:28:51.000000+00:00\", \"2020-11-15 18:26:39.000000+00:00\", \"2021-11-12 22:39:56.000000+00:00\"], \"session_ids\": [\"25fbe0ea-0e0b-419a-9609-e1a4ecc3ec5f\", \"e7c9755d-8d41-4f1a-9c9c-1296f51c756d\", \"f4dba210-c4bc-494e-afb0-8207cfb2d07d\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.808}}, {\"72254\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-27 10:34:04.000000+00:00\", \"2022-02-08 04:22:51.000000+00:00\"], \"session_ids\": [\"30286abc-5f89-4190-b23f-b8e9c02124c3\", \"36d49846-6316-4bd9-b700-99c25888b7b0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}}, {\"40348\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-18 05:30:10.000000+00:00\", \"2021-08-06 06:16:10.000000+00:00\"], \"session_ids\": [\"877ad340-a4d0-4271-8555-9a41e266acb8\", \"7f917a26-67c8-45ae-8472-075892eb71cd\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 1.067}}, {\"63315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-12 07:45:14.000000+00:00\", \"2020-07-03 21:40:48.000000+00:00\"], \"session_ids\": [\"ece7beb3-5ba4-480e-8f39-ba89f6cc32fb\", \"80e90cd5-e4a3-48c5-9102-e120e55a9b1d\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 4.48}}]\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[{\"86706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-14 11:17:52.000000+00:00\", \"2023-02-07 19:26:13.000000+00:00\", \"2019-04-28 11:53:20.000000+00:00\", \"2019-04-28 09:07:49.000000+00:00\", \"2021-05-01 09:09:15.000000+00:00\"], \"session_ids\": [\"f78a2f65-9d20-4665-98ea-e02aebd70776\", \"fb73b44c-908a-4c2f-a5f4-602cc227eebd\", \"23866a72-61fb-49ee-a4ea-78c36fd4b8fb\", \"acec43d2-7e90-432e-881c-f0f24c9b5b59\", \"1e5bd6d5-f6f3-4caf-820a-e237ab5693a0\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 1.687}}, {\"55776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-11 08:46:08.000000+00:00\", \"2019-10-15 19:26:54.000000+00:00\", \"2020-08-19 12:50:39.000000+00:00\", \"2021-06-14 01:04:56.000000+00:00\", \"2021-10-30 19:25:40.000000+00:00\"], \"session_ids\": [\"cda6098a-4444-4015-b154-389748dd38e5\", \"05e0f31f-e6a3-40ca-af8f-754bf6419896\", \"c100dcc2-bf06-462a-8f39-6b47b09963d8\", \"ee7e3f7e-dd6b-4bfc-8689-e68be2622150\", \"9634afac-cb5e-44f8-a8e9-b40ce0f6498d\"], \"total_duration\": 227.0, \"total_sessions\": 5, \"mean_week_duration\": 1.275}}]\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[{\"86706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-14 11:17:52.000000+00:00\", \"2023-02-07 19:26:13.000000+00:00\", \"2019-04-28 11:53:20.000000+00:00\", \"2019-04-28 09:07:49.000000+00:00\", \"2021-05-01 09:09:15.000000+00:00\"], \"session_ids\": [\"f78a2f65-9d20-4665-98ea-e02aebd70776\", \"fb73b44c-908a-4c2f-a5f4-602cc227eebd\", \"23866a72-61fb-49ee-a4ea-78c36fd4b8fb\", \"acec43d2-7e90-432e-881c-f0f24c9b5b59\", \"1e5bd6d5-f6f3-4caf-820a-e237ab5693a0\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 1.687}}, {\"55776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-11 08:46:08.000000+00:00\", \"2019-10-15 19:26:54.000000+00:00\", \"2020-08-19 12:50:39.000000+00:00\", \"2021-06-14 01:04:56.000000+00:00\", \"2021-10-30 19:25:40.000000+00:00\"], \"session_ids\": [\"cda6098a-4444-4015-b154-389748dd38e5\", \"05e0f31f-e6a3-40ca-af8f-754bf6419896\", \"c100dcc2-bf06-462a-8f39-6b47b09963d8\", \"ee7e3f7e-dd6b-4bfc-8689-e68be2622150\", \"9634afac-cb5e-44f8-a8e9-b40ce0f6498d\"], \"total_duration\": 227.0, \"total_sessions\": 5, \"mean_week_duration\": 1.275}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on user whose mean_week_duration is < than 16 inclusive , moreover perform sorting by total sessoins count form the highest value to the lowest value , moreover remain only 3 records."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"15229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-05 10:49:31.000000+00:00\", \"2022-07-01 00:13:07.000000+00:00\"], \"session_ids\": [\"699b6fc7-45ce-494e-8122-160667c56be7\", \"70a5ad26-2ada-4dc2-b30d-788c5e388e41\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 7.538}, \"50849\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-31 18:05:44.000000+00:00\", \"2020-10-27 17:17:36.000000+00:00\"], \"session_ids\": [\"06bc3a25-6f12-4d98-b8ee-65fe10e470cd\", \"8a96ff62-02af-473a-9bc6-54bce3dd5133\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.957}, \"59867\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-27 22:39:22.000000+00:00\", \"2020-05-20 23:16:11.000000+00:00\"], \"session_ids\": [\"528d34f6-d44c-4016-838b-b93f54c53dc7\", \"a645258e-5213-4107-8079-0a40d91f17ac\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 2.967}, \"67589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-25 13:22:38.000000+00:00\", \"2020-07-20 22:24:39.000000+00:00\", \"2020-03-03 01:01:44.000000+00:00\", \"2019-03-22 22:11:04.000000+00:00\", \"2023-05-12 11:30:01.000000+00:00\"], \"session_ids\": [\"051264ce-67ce-496e-bd07-855d92076807\", \"a3be699f-44f3-4e19-8fe6-2e5521505487\", \"ebfe4666-2a10-45e6-be57-90adb13817bd\", \"a8f17835-9090-415d-ab44-61c10234acd1\", \"7f052855-f75b-4955-941a-c67ac5d183e9\"], \"total_duration\": 187.0, \"total_sessions\": 5, \"mean_week_duration\": 0.866}, \"93164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-22 23:20:00.000000+00:00\", \"2023-01-15 16:53:40.000000+00:00\", \"2023-01-17 13:41:02.000000+00:00\", \"2022-08-25 20:36:35.000000+00:00\", \"2019-12-06 16:07:14.000000+00:00\", \"2022-11-26 09:14:02.000000+00:00\"], \"session_ids\": [\"a1f7f1b0-c202-48f9-b8cc-39c4026dfa43\", \"ed3e9d81-2170-4b10-b13d-13a3bc21f6e5\", \"f35c73f1-f17d-4aa8-82cf-2ff83ea92252\", \"9054b4a2-1a3f-416f-92ad-89f0e051c651\", \"ef4852db-b04e-491b-9396-783c5b9a7854\", \"990a3ee2-edc5-4564-82da-fbdfa19be6a6\"], \"total_duration\": 2250.0, \"total_sessions\": 6, \"mean_week_duration\": 13.804}, \"21137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-19 23:00:13.000000+00:00\", \"2023-01-27 04:30:00.000000+00:00\", \"2019-01-25 14:52:01.000000+00:00\", \"2020-01-20 05:48:34.000000+00:00\"], \"session_ids\": [\"bd9de821-7fc4-4766-8061-d3bfdc257f97\", \"c9abbd06-a0eb-4d26-9b48-668cfcf7ac35\", \"34568bef-71fc-4014-b7f1-e5db96251ce0\", \"209fb3dc-9317-47db-861a-5837c12f8692\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.359}, \"3046\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-31 14:08:22.000000+00:00\", \"2020-05-05 22:50:05.000000+00:00\"], \"session_ids\": [\"ac326d60-163b-4442-a779-979bc849a842\", \"952c6f43-e763-4559-9592-2a2f0ce0dc9d\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.727}, \"17592\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-09 06:52:42.000000+00:00\", \"2019-12-09 08:53:06.000000+00:00\"], \"session_ids\": [\"894c626c-43bf-4eaa-8a1e-ee3a928ee212\", \"12abdcd0-95cc-4a67-a71e-7bf37639ab43\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.455}, \"89584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-30 11:23:01.000000+00:00\", \"2019-06-17 02:40:14.000000+00:00\"], \"session_ids\": [\"02f1c9f7-7a95-439e-8e0b-4c3b6459126d\", \"60767404-1050-4f60-8737-699d0c464b9f\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 2.107}, \"53422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-17 14:57:16.000000+00:00\", \"2022-11-05 09:06:54.000000+00:00\"], \"session_ids\": [\"b43dd6cb-9461-4b6a-a563-a8dd9857a475\", \"d9c5bf98-9e59-4332-a65e-b450636828dc\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 6.471}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 16"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 39]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"15229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-05 10:49:31.000000+00:00\", \"2022-07-01 00:13:07.000000+00:00\"], \"session_ids\": [\"699b6fc7-45ce-494e-8122-160667c56be7\", \"70a5ad26-2ada-4dc2-b30d-788c5e388e41\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 7.538}, \"50849\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-31 18:05:44.000000+00:00\", \"2020-10-27 17:17:36.000000+00:00\"], \"session_ids\": [\"06bc3a25-6f12-4d98-b8ee-65fe10e470cd\", \"8a96ff62-02af-473a-9bc6-54bce3dd5133\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.957}, \"59867\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-27 22:39:22.000000+00:00\", \"2020-05-20 23:16:11.000000+00:00\"], \"session_ids\": [\"528d34f6-d44c-4016-838b-b93f54c53dc7\", \"a645258e-5213-4107-8079-0a40d91f17ac\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 2.967}, \"67589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-25 13:22:38.000000+00:00\", \"2020-07-20 22:24:39.000000+00:00\", \"2020-03-03 01:01:44.000000+00:00\", \"2019-03-22 22:11:04.000000+00:00\", \"2023-05-12 11:30:01.000000+00:00\"], \"session_ids\": [\"051264ce-67ce-496e-bd07-855d92076807\", \"a3be699f-44f3-4e19-8fe6-2e5521505487\", \"ebfe4666-2a10-45e6-be57-90adb13817bd\", \"a8f17835-9090-415d-ab44-61c10234acd1\", \"7f052855-f75b-4955-941a-c67ac5d183e9\"], \"total_duration\": 187.0, \"total_sessions\": 5, \"mean_week_duration\": 0.866}, \"93164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-22 23:20:00.000000+00:00\", \"2023-01-15 16:53:40.000000+00:00\", \"2023-01-17 13:41:02.000000+00:00\", \"2022-08-25 20:36:35.000000+00:00\", \"2019-12-06 16:07:14.000000+00:00\", \"2022-11-26 09:14:02.000000+00:00\"], \"session_ids\": [\"a1f7f1b0-c202-48f9-b8cc-39c4026dfa43\", \"ed3e9d81-2170-4b10-b13d-13a3bc21f6e5\", \"f35c73f1-f17d-4aa8-82cf-2ff83ea92252\", \"9054b4a2-1a3f-416f-92ad-89f0e051c651\", \"ef4852db-b04e-491b-9396-783c5b9a7854\", \"990a3ee2-edc5-4564-82da-fbdfa19be6a6\"], \"total_duration\": 2250.0, \"total_sessions\": 6, \"mean_week_duration\": 13.804}, \"21137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-19 23:00:13.000000+00:00\", \"2023-01-27 04:30:00.000000+00:00\", \"2019-01-25 14:52:01.000000+00:00\", \"2020-01-20 05:48:34.000000+00:00\"], \"session_ids\": [\"bd9de821-7fc4-4766-8061-d3bfdc257f97\", \"c9abbd06-a0eb-4d26-9b48-668cfcf7ac35\", \"34568bef-71fc-4014-b7f1-e5db96251ce0\", \"209fb3dc-9317-47db-861a-5837c12f8692\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.359}, \"3046\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-31 14:08:22.000000+00:00\", \"2020-05-05 22:50:05.000000+00:00\"], \"session_ids\": [\"ac326d60-163b-4442-a779-979bc849a842\", \"952c6f43-e763-4559-9592-2a2f0ce0dc9d\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.727}, \"17592\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-09 06:52:42.000000+00:00\", \"2019-12-09 08:53:06.000000+00:00\"], \"session_ids\": [\"894c626c-43bf-4eaa-8a1e-ee3a928ee212\", \"12abdcd0-95cc-4a67-a71e-7bf37639ab43\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.455}, \"89584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-30 11:23:01.000000+00:00\", \"2019-06-17 02:40:14.000000+00:00\"], \"session_ids\": [\"02f1c9f7-7a95-439e-8e0b-4c3b6459126d\", \"60767404-1050-4f60-8737-699d0c464b9f\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 2.107}, \"53422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-17 14:57:16.000000+00:00\", \"2022-11-05 09:06:54.000000+00:00\"], \"session_ids\": [\"b43dd6cb-9461-4b6a-a563-a8dd9857a475\", \"d9c5bf98-9e59-4332-a65e-b450636828dc\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 6.471}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"93164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-22 23:20:00.000000+00:00\", \"2023-01-15 16:53:40.000000+00:00\", \"2023-01-17 13:41:02.000000+00:00\", \"2022-08-25 20:36:35.000000+00:00\", \"2019-12-06 16:07:14.000000+00:00\", \"2022-11-26 09:14:02.000000+00:00\"], \"session_ids\": [\"a1f7f1b0-c202-48f9-b8cc-39c4026dfa43\", \"ed3e9d81-2170-4b10-b13d-13a3bc21f6e5\", \"f35c73f1-f17d-4aa8-82cf-2ff83ea92252\", \"9054b4a2-1a3f-416f-92ad-89f0e051c651\", \"ef4852db-b04e-491b-9396-783c5b9a7854\", \"990a3ee2-edc5-4564-82da-fbdfa19be6a6\"], \"total_duration\": 2250.0, \"total_sessions\": 6, \"mean_week_duration\": 13.804}}, {\"67589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-25 13:22:38.000000+00:00\", \"2020-07-20 22:24:39.000000+00:00\", \"2020-03-03 01:01:44.000000+00:00\", \"2019-03-22 22:11:04.000000+00:00\", \"2023-05-12 11:30:01.000000+00:00\"], \"session_ids\": [\"051264ce-67ce-496e-bd07-855d92076807\", \"a3be699f-44f3-4e19-8fe6-2e5521505487\", \"ebfe4666-2a10-45e6-be57-90adb13817bd\", \"a8f17835-9090-415d-ab44-61c10234acd1\", \"7f052855-f75b-4955-941a-c67ac5d183e9\"], \"total_duration\": 187.0, \"total_sessions\": 5, \"mean_week_duration\": 0.866}}, {\"21137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-19 23:00:13.000000+00:00\", \"2023-01-27 04:30:00.000000+00:00\", \"2019-01-25 14:52:01.000000+00:00\", \"2020-01-20 05:48:34.000000+00:00\"], \"session_ids\": [\"bd9de821-7fc4-4766-8061-d3bfdc257f97\", \"c9abbd06-a0eb-4d26-9b48-668cfcf7ac35\", \"34568bef-71fc-4014-b7f1-e5db96251ce0\", \"209fb3dc-9317-47db-861a-5837c12f8692\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.359}}, {\"15229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-05 10:49:31.000000+00:00\", \"2022-07-01 00:13:07.000000+00:00\"], \"session_ids\": [\"699b6fc7-45ce-494e-8122-160667c56be7\", \"70a5ad26-2ada-4dc2-b30d-788c5e388e41\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 7.538}}, {\"50849\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-31 18:05:44.000000+00:00\", \"2020-10-27 17:17:36.000000+00:00\"], \"session_ids\": [\"06bc3a25-6f12-4d98-b8ee-65fe10e470cd\", \"8a96ff62-02af-473a-9bc6-54bce3dd5133\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.957}}, {\"59867\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-27 22:39:22.000000+00:00\", \"2020-05-20 23:16:11.000000+00:00\"], \"session_ids\": [\"528d34f6-d44c-4016-838b-b93f54c53dc7\", \"a645258e-5213-4107-8079-0a40d91f17ac\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 2.967}}, {\"3046\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-31 14:08:22.000000+00:00\", \"2020-05-05 22:50:05.000000+00:00\"], \"session_ids\": [\"ac326d60-163b-4442-a779-979bc849a842\", \"952c6f43-e763-4559-9592-2a2f0ce0dc9d\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.727}}, {\"17592\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-09 06:52:42.000000+00:00\", \"2019-12-09 08:53:06.000000+00:00\"], \"session_ids\": [\"894c626c-43bf-4eaa-8a1e-ee3a928ee212\", \"12abdcd0-95cc-4a67-a71e-7bf37639ab43\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.455}}, {\"89584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-30 11:23:01.000000+00:00\", \"2019-06-17 02:40:14.000000+00:00\"], \"session_ids\": [\"02f1c9f7-7a95-439e-8e0b-4c3b6459126d\", \"60767404-1050-4f60-8737-699d0c464b9f\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 2.107}}, {\"53422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-17 14:57:16.000000+00:00\", \"2022-11-05 09:06:54.000000+00:00\"], \"session_ids\": [\"b43dd6cb-9461-4b6a-a563-a8dd9857a475\", \"d9c5bf98-9e59-4332-a65e-b450636828dc\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 6.471}}]\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[{\"93164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-22 23:20:00.000000+00:00\", \"2023-01-15 16:53:40.000000+00:00\", \"2023-01-17 13:41:02.000000+00:00\", \"2022-08-25 20:36:35.000000+00:00\", \"2019-12-06 16:07:14.000000+00:00\", \"2022-11-26 09:14:02.000000+00:00\"], \"session_ids\": [\"a1f7f1b0-c202-48f9-b8cc-39c4026dfa43\", \"ed3e9d81-2170-4b10-b13d-13a3bc21f6e5\", \"f35c73f1-f17d-4aa8-82cf-2ff83ea92252\", \"9054b4a2-1a3f-416f-92ad-89f0e051c651\", \"ef4852db-b04e-491b-9396-783c5b9a7854\", \"990a3ee2-edc5-4564-82da-fbdfa19be6a6\"], \"total_duration\": 2250.0, \"total_sessions\": 6, \"mean_week_duration\": 13.804}}, {\"67589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-25 13:22:38.000000+00:00\", \"2020-07-20 22:24:39.000000+00:00\", \"2020-03-03 01:01:44.000000+00:00\", \"2019-03-22 22:11:04.000000+00:00\", \"2023-05-12 11:30:01.000000+00:00\"], \"session_ids\": [\"051264ce-67ce-496e-bd07-855d92076807\", \"a3be699f-44f3-4e19-8fe6-2e5521505487\", \"ebfe4666-2a10-45e6-be57-90adb13817bd\", \"a8f17835-9090-415d-ab44-61c10234acd1\", \"7f052855-f75b-4955-941a-c67ac5d183e9\"], \"total_duration\": 187.0, \"total_sessions\": 5, \"mean_week_duration\": 0.866}}, {\"21137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-19 23:00:13.000000+00:00\", \"2023-01-27 04:30:00.000000+00:00\", \"2019-01-25 14:52:01.000000+00:00\", \"2020-01-20 05:48:34.000000+00:00\"], \"session_ids\": [\"bd9de821-7fc4-4766-8061-d3bfdc257f97\", \"c9abbd06-a0eb-4d26-9b48-668cfcf7ac35\", \"34568bef-71fc-4014-b7f1-e5db96251ce0\", \"209fb3dc-9317-47db-861a-5837c12f8692\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.359}}]\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[{\"93164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-22 23:20:00.000000+00:00\", \"2023-01-15 16:53:40.000000+00:00\", \"2023-01-17 13:41:02.000000+00:00\", \"2022-08-25 20:36:35.000000+00:00\", \"2019-12-06 16:07:14.000000+00:00\", \"2022-11-26 09:14:02.000000+00:00\"], \"session_ids\": [\"a1f7f1b0-c202-48f9-b8cc-39c4026dfa43\", \"ed3e9d81-2170-4b10-b13d-13a3bc21f6e5\", \"f35c73f1-f17d-4aa8-82cf-2ff83ea92252\", \"9054b4a2-1a3f-416f-92ad-89f0e051c651\", \"ef4852db-b04e-491b-9396-783c5b9a7854\", \"990a3ee2-edc5-4564-82da-fbdfa19be6a6\"], \"total_duration\": 2250.0, \"total_sessions\": 6, \"mean_week_duration\": 13.804}}, {\"67589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-25 13:22:38.000000+00:00\", \"2020-07-20 22:24:39.000000+00:00\", \"2020-03-03 01:01:44.000000+00:00\", \"2019-03-22 22:11:04.000000+00:00\", \"2023-05-12 11:30:01.000000+00:00\"], \"session_ids\": [\"051264ce-67ce-496e-bd07-855d92076807\", \"a3be699f-44f3-4e19-8fe6-2e5521505487\", \"ebfe4666-2a10-45e6-be57-90adb13817bd\", \"a8f17835-9090-415d-ab44-61c10234acd1\", \"7f052855-f75b-4955-941a-c67ac5d183e9\"], \"total_duration\": 187.0, \"total_sessions\": 5, \"mean_week_duration\": 0.866}}, {\"21137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-19 23:00:13.000000+00:00\", \"2023-01-27 04:30:00.000000+00:00\", \"2019-01-25 14:52:01.000000+00:00\", \"2020-01-20 05:48:34.000000+00:00\"], \"session_ids\": [\"bd9de821-7fc4-4766-8061-d3bfdc257f97\", \"c9abbd06-a0eb-4d26-9b48-668cfcf7ac35\", \"34568bef-71fc-4014-b7f1-e5db96251ce0\", \"209fb3dc-9317-47db-861a-5837c12f8692\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.359}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about users who have count of sessions strictly smaller than 5 and bigger than 2 , and do sorting by number of sessions in asc additionaly display only 4 entries."
},
{
"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{\"24898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-12 09:09:33.000000+00:00\", \"2021-03-27 15:35:28.000000+00:00\", \"2022-07-30 17:10:38.000000+00:00\", \"2021-08-17 23:59:01.000000+00:00\"], \"session_ids\": [\"e4039608-5804-44c3-a4ad-61c080248de2\", \"4c59e34d-e6f3-4f56-8c9f-74e52a10ae1b\", \"c744e8be-9b5c-4ebf-88f1-8da04f3062c4\", \"88598060-033b-4f6d-a498-1c801f45f312\"], \"total_duration\": 1391.0, \"total_sessions\": 4, \"mean_week_duration\": 13.0}, \"97020\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-13 02:02:24.000000+00:00\", \"2019-06-09 12:46:02.000000+00:00\", \"2020-06-17 01:31:49.000000+00:00\", \"2020-03-22 17:36:21.000000+00:00\", \"2022-02-24 18:44:26.000000+00:00\"], \"session_ids\": [\"699e69e8-b99b-4398-926f-c941388d3122\", \"0e426f28-5fd9-4c1c-81b0-648ab4f71cf6\", \"688b369c-5e9f-4a00-9fe4-c2aa865d6be9\", \"f46ed0c8-0145-4853-83d0-7489db27f01a\", \"52ec49ef-370c-4d7c-948a-1b90fed71e2b\"], \"total_duration\": 235.0, \"total_sessions\": 5, \"mean_week_duration\": 1.655}, \"29953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 03:28:40.000000+00:00\", \"2020-05-19 23:50:18.000000+00:00\", \"2022-08-29 10:16:39.000000+00:00\", \"2021-09-27 08:43:55.000000+00:00\"], \"session_ids\": [\"7273faa0-628a-4ec2-801e-1b7de38928ef\", \"11df5f34-8382-4279-b8a5-94af6db6f94e\", \"fffddc71-8520-4cea-a974-75ac0fa8de7a\", \"3ddaa3be-77c2-4b7c-8f9c-df7d352d41f8\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.846}, \"52509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 14:35:11.000000+00:00\", \"2019-01-02 13:46:27.000000+00:00\"], \"session_ids\": [\"05efb231-b847-48f0-b14e-1f254cedf77b\", \"9e85125b-6207-4b61-9e14-b3014797a8db\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}, \"78857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-04-11 01:19:47.000000+00:00\", \"2021-08-04 14:25:35.000000+00:00\", \"2022-05-25 07:16:49.000000+00:00\", \"2020-05-25 07:32:06.000000+00:00\", \"2022-10-12 09:31:42.000000+00:00\", \"2019-09-12 16:52:20.000000+00:00\"], \"session_ids\": [\"5b6a77bc-0b8e-439e-b56d-321a68ddf12e\", \"b0fc6241-10bc-4d12-aa34-ed3b8c98ec6d\", \"4e6bf403-12e5-4aa3-beb1-6184c0ad6ed8\", \"15a0c854-1a19-48fa-bdd1-1f16d0fb751f\", \"3fd9d948-340c-4a5a-b6b0-75eecc2584de\", \"02f68622-0972-46e7-b5d8-7900094ebcfd\"], \"total_duration\": 2408.0, \"total_sessions\": 6, \"mean_week_duration\": 12.877}, \"18860\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-21 21:44:48.000000+00:00\", \"2019-10-09 15:08:35.000000+00:00\", \"2023-06-14 11:46:27.000000+00:00\", \"2023-05-11 20:37:40.000000+00:00\", \"2019-03-20 11:32:53.000000+00:00\"], \"session_ids\": [\"6ba96c8c-ac1f-44f2-afbb-5fc862c24b04\", \"b0ee2ab5-06a0-49bc-892b-6caf82cf5268\", \"c040eb7a-1a59-4dee-8c2c-3d631fafbf3f\", \"36c8823e-4ef9-4b93-bd01-ba354c8bbfca\", \"2686622e-c497-4190-aeea-cd936d09b7fe\"], \"total_duration\": 3894.0, \"total_sessions\": 5, \"mean_week_duration\": 17.62}, \"84868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-07 18:56:08.000000+00:00\", \"2022-01-11 06:34:05.000000+00:00\", \"2022-05-28 07:01:30.000000+00:00\", \"2019-06-07 23:22:35.000000+00:00\", \"2020-08-04 03:25:05.000000+00:00\", \"2021-04-06 07:15:17.000000+00:00\", \"2022-07-31 00:42:18.000000+00:00\"], \"session_ids\": [\"4025549b-c737-46fc-95d4-0d8c3867b21b\", \"94198444-0b6b-41f4-98ea-591432520d4e\", \"9d4289ac-a1ce-4e72-99d1-85fd6b67f548\", \"14c1282e-ef94-4802-b9dd-8f0e0ce84e1a\", \"ce1b75e9-334d-40f0-a025-5ce5eefc2ea3\", \"31094307-5656-4952-b2bf-d2ba1b1634b3\", \"e15854b2-110e-43e2-a0a9-f40324105644\"], \"total_duration\": 5993.0, \"total_sessions\": 7, \"mean_week_duration\": 31.214}, \"46226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-27 22:32:20.000000+00:00\", \"2020-01-31 16:33:46.000000+00:00\", \"2022-01-20 13:38:39.000000+00:00\", \"2021-02-24 03:31:13.000000+00:00\"], \"session_ids\": [\"bf8f6b34-5cd9-406a-8005-336d7deb0eb2\", \"baa8b7a8-5a69-44b0-91a7-f662c84e15ce\", \"70bb7301-2210-46af-8a3a-56457f7fb9e5\", \"057e8b5b-f3c4-4e02-aa45-28206c012553\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.437}, \"93135\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-30 08:15:45.000000+00:00\", \"2022-07-14 18:40:11.000000+00:00\", \"2021-01-08 02:39:13.000000+00:00\", \"2021-04-20 09:39:59.000000+00:00\", \"2019-03-25 03:53:11.000000+00:00\", \"2021-12-12 23:27:18.000000+00:00\", \"2019-11-06 21:01:33.000000+00:00\", \"2021-06-21 11:56:45.000000+00:00\", \"2023-05-03 09:05:56.000000+00:00\", \"2021-10-29 04:31:32.000000+00:00\", \"2020-01-08 17:17:01.000000+00:00\"], \"session_ids\": [\"2032d81b-3b2f-4bd9-8577-4040fd48c2ae\", \"d03ccb50-c9ba-4d76-ba85-638c27d6dfc0\", \"a041e45c-d21d-410a-b41b-e7d10590d4ed\", \"341798d8-2ba9-4456-9aa8-29aaf26edfe8\", \"5a9254ab-c283-424d-aa38-43f27f8e2011\", \"f33803bd-e26b-43c6-8eeb-5e362c3a8262\", \"25e16095-c0be-4014-8473-a714a678361d\", \"da3bbe8b-2356-4283-896d-a751cdc9c0d4\", \"0e7ed933-d1eb-4a54-aa81-440f07c6e018\", \"9b32786d-5983-491c-bc6c-be2f58976194\", \"e44324cd-1d8b-46a2-93b3-4fb915b33001\"], \"total_duration\": 386.0, \"total_sessions\": 11, \"mean_week_duration\": 1.795}, \"52096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-12 18:56:36.000000+00:00\", \"2020-09-04 22:48:52.000000+00:00\", \"2022-04-17 11:48:36.000000+00:00\", \"2022-04-26 08:27:58.000000+00:00\"], \"session_ids\": [\"ff7cfe19-1dc1-4ddf-98ba-fd656f318ce0\", \"2ea1cd91-14ad-4f8b-a6e0-32907ef581f2\", \"ca164fc5-5964-4d0f-a293-5f741fe76707\", \"54eb79ad-2743-4e66-9054-5c50413e2c2b\"], \"total_duration\": 180.0, \"total_sessions\": 4, \"mean_week_duration\": 1.856}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 2 and are less than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"24898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-12 09:09:33.000000+00:00\", \"2021-03-27 15:35:28.000000+00:00\", \"2022-07-30 17:10:38.000000+00:00\", \"2021-08-17 23:59:01.000000+00:00\"], \"session_ids\": [\"e4039608-5804-44c3-a4ad-61c080248de2\", \"4c59e34d-e6f3-4f56-8c9f-74e52a10ae1b\", \"c744e8be-9b5c-4ebf-88f1-8da04f3062c4\", \"88598060-033b-4f6d-a498-1c801f45f312\"], \"total_duration\": 1391.0, \"total_sessions\": 4, \"mean_week_duration\": 13.0}, \"29953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 03:28:40.000000+00:00\", \"2020-05-19 23:50:18.000000+00:00\", \"2022-08-29 10:16:39.000000+00:00\", \"2021-09-27 08:43:55.000000+00:00\"], \"session_ids\": [\"7273faa0-628a-4ec2-801e-1b7de38928ef\", \"11df5f34-8382-4279-b8a5-94af6db6f94e\", \"fffddc71-8520-4cea-a974-75ac0fa8de7a\", \"3ddaa3be-77c2-4b7c-8f9c-df7d352d41f8\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.846}, \"52509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 14:35:11.000000+00:00\", \"2019-01-02 13:46:27.000000+00:00\"], \"session_ids\": [\"05efb231-b847-48f0-b14e-1f254cedf77b\", \"9e85125b-6207-4b61-9e14-b3014797a8db\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}, \"46226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-27 22:32:20.000000+00:00\", \"2020-01-31 16:33:46.000000+00:00\", \"2022-01-20 13:38:39.000000+00:00\", \"2021-02-24 03:31:13.000000+00:00\"], \"session_ids\": [\"bf8f6b34-5cd9-406a-8005-336d7deb0eb2\", \"baa8b7a8-5a69-44b0-91a7-f662c84e15ce\", \"70bb7301-2210-46af-8a3a-56457f7fb9e5\", \"057e8b5b-f3c4-4e02-aa45-28206c012553\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.437}, \"52096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-12 18:56:36.000000+00:00\", \"2020-09-04 22:48:52.000000+00:00\", \"2022-04-17 11:48:36.000000+00:00\", \"2022-04-26 08:27:58.000000+00:00\"], \"session_ids\": [\"ff7cfe19-1dc1-4ddf-98ba-fd656f318ce0\", \"2ea1cd91-14ad-4f8b-a6e0-32907ef581f2\", \"ca164fc5-5964-4d0f-a293-5f741fe76707\", \"54eb79ad-2743-4e66-9054-5c50413e2c2b\"], \"total_duration\": 180.0, \"total_sessions\": 4, \"mean_week_duration\": 1.856}}\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[{\"52509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 14:35:11.000000+00:00\", \"2019-01-02 13:46:27.000000+00:00\"], \"session_ids\": [\"05efb231-b847-48f0-b14e-1f254cedf77b\", \"9e85125b-6207-4b61-9e14-b3014797a8db\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}}, {\"24898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-12 09:09:33.000000+00:00\", \"2021-03-27 15:35:28.000000+00:00\", \"2022-07-30 17:10:38.000000+00:00\", \"2021-08-17 23:59:01.000000+00:00\"], \"session_ids\": [\"e4039608-5804-44c3-a4ad-61c080248de2\", \"4c59e34d-e6f3-4f56-8c9f-74e52a10ae1b\", \"c744e8be-9b5c-4ebf-88f1-8da04f3062c4\", \"88598060-033b-4f6d-a498-1c801f45f312\"], \"total_duration\": 1391.0, \"total_sessions\": 4, \"mean_week_duration\": 13.0}}, {\"29953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 03:28:40.000000+00:00\", \"2020-05-19 23:50:18.000000+00:00\", \"2022-08-29 10:16:39.000000+00:00\", \"2021-09-27 08:43:55.000000+00:00\"], \"session_ids\": [\"7273faa0-628a-4ec2-801e-1b7de38928ef\", \"11df5f34-8382-4279-b8a5-94af6db6f94e\", \"fffddc71-8520-4cea-a974-75ac0fa8de7a\", \"3ddaa3be-77c2-4b7c-8f9c-df7d352d41f8\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.846}}, {\"46226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-27 22:32:20.000000+00:00\", \"2020-01-31 16:33:46.000000+00:00\", \"2022-01-20 13:38:39.000000+00:00\", \"2021-02-24 03:31:13.000000+00:00\"], \"session_ids\": [\"bf8f6b34-5cd9-406a-8005-336d7deb0eb2\", \"baa8b7a8-5a69-44b0-91a7-f662c84e15ce\", \"70bb7301-2210-46af-8a3a-56457f7fb9e5\", \"057e8b5b-f3c4-4e02-aa45-28206c012553\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.437}}, {\"52096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-12 18:56:36.000000+00:00\", \"2020-09-04 22:48:52.000000+00:00\", \"2022-04-17 11:48:36.000000+00:00\", \"2022-04-26 08:27:58.000000+00:00\"], \"session_ids\": [\"ff7cfe19-1dc1-4ddf-98ba-fd656f318ce0\", \"2ea1cd91-14ad-4f8b-a6e0-32907ef581f2\", \"ca164fc5-5964-4d0f-a293-5f741fe76707\", \"54eb79ad-2743-4e66-9054-5c50413e2c2b\"], \"total_duration\": 180.0, \"total_sessions\": 4, \"mean_week_duration\": 1.856}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"52509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 14:35:11.000000+00:00\", \"2019-01-02 13:46:27.000000+00:00\"], \"session_ids\": [\"05efb231-b847-48f0-b14e-1f254cedf77b\", \"9e85125b-6207-4b61-9e14-b3014797a8db\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}}, {\"24898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-12 09:09:33.000000+00:00\", \"2021-03-27 15:35:28.000000+00:00\", \"2022-07-30 17:10:38.000000+00:00\", \"2021-08-17 23:59:01.000000+00:00\"], \"session_ids\": [\"e4039608-5804-44c3-a4ad-61c080248de2\", \"4c59e34d-e6f3-4f56-8c9f-74e52a10ae1b\", \"c744e8be-9b5c-4ebf-88f1-8da04f3062c4\", \"88598060-033b-4f6d-a498-1c801f45f312\"], \"total_duration\": 1391.0, \"total_sessions\": 4, \"mean_week_duration\": 13.0}}, {\"29953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 03:28:40.000000+00:00\", \"2020-05-19 23:50:18.000000+00:00\", \"2022-08-29 10:16:39.000000+00:00\", \"2021-09-27 08:43:55.000000+00:00\"], \"session_ids\": [\"7273faa0-628a-4ec2-801e-1b7de38928ef\", \"11df5f34-8382-4279-b8a5-94af6db6f94e\", \"fffddc71-8520-4cea-a974-75ac0fa8de7a\", \"3ddaa3be-77c2-4b7c-8f9c-df7d352d41f8\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.846}}, {\"46226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-27 22:32:20.000000+00:00\", \"2020-01-31 16:33:46.000000+00:00\", \"2022-01-20 13:38:39.000000+00:00\", \"2021-02-24 03:31:13.000000+00:00\"], \"session_ids\": [\"bf8f6b34-5cd9-406a-8005-336d7deb0eb2\", \"baa8b7a8-5a69-44b0-91a7-f662c84e15ce\", \"70bb7301-2210-46af-8a3a-56457f7fb9e5\", \"057e8b5b-f3c4-4e02-aa45-28206c012553\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.437}}]\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[{\"52509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 14:35:11.000000+00:00\", \"2019-01-02 13:46:27.000000+00:00\"], \"session_ids\": [\"05efb231-b847-48f0-b14e-1f254cedf77b\", \"9e85125b-6207-4b61-9e14-b3014797a8db\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}}, {\"24898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-12 09:09:33.000000+00:00\", \"2021-03-27 15:35:28.000000+00:00\", \"2022-07-30 17:10:38.000000+00:00\", \"2021-08-17 23:59:01.000000+00:00\"], \"session_ids\": [\"e4039608-5804-44c3-a4ad-61c080248de2\", \"4c59e34d-e6f3-4f56-8c9f-74e52a10ae1b\", \"c744e8be-9b5c-4ebf-88f1-8da04f3062c4\", \"88598060-033b-4f6d-a498-1c801f45f312\"], \"total_duration\": 1391.0, \"total_sessions\": 4, \"mean_week_duration\": 13.0}}, {\"29953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 03:28:40.000000+00:00\", \"2020-05-19 23:50:18.000000+00:00\", \"2022-08-29 10:16:39.000000+00:00\", \"2021-09-27 08:43:55.000000+00:00\"], \"session_ids\": [\"7273faa0-628a-4ec2-801e-1b7de38928ef\", \"11df5f34-8382-4279-b8a5-94af6db6f94e\", \"fffddc71-8520-4cea-a974-75ac0fa8de7a\", \"3ddaa3be-77c2-4b7c-8f9c-df7d352d41f8\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.846}}, {\"46226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-27 22:32:20.000000+00:00\", \"2020-01-31 16:33:46.000000+00:00\", \"2022-01-20 13:38:39.000000+00:00\", \"2021-02-24 03:31:13.000000+00:00\"], \"session_ids\": [\"bf8f6b34-5cd9-406a-8005-336d7deb0eb2\", \"baa8b7a8-5a69-44b0-91a7-f662c84e15ce\", \"70bb7301-2210-46af-8a3a-56457f7fb9e5\", \"057e8b5b-f3c4-4e02-aa45-28206c012553\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.437}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into 5 users who aren't inhabitants of cities Prague, Budapest, Panama City, Lima, Jakarta, Bogota, San Salvador additionaly execute sorting by app usage time per week descendingly."
},
{
"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{\"5356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-15 02:45:48.000000+00:00\", \"2019-10-28 17:08:07.000000+00:00\"], \"session_ids\": [\"1af6c722-bcb1-475b-b147-be3d6e05ecc0\", \"ccc18a7d-861d-432c-be7d-3fd9f4163019\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 9.15}, \"98997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-14 11:41:47.000000+00:00\", \"2022-12-20 19:36:01.000000+00:00\"], \"session_ids\": [\"77570a02-ba7d-4980-8f90-4b7f76f50118\", \"19c2f299-0abc-40d8-8360-4ae1193662dd\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}, \"38651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-12 12:27:14.000000+00:00\", \"2021-07-10 10:35:12.000000+00:00\", \"2019-04-25 20:41:25.000000+00:00\", \"2020-10-25 08:49:23.000000+00:00\", \"2023-02-01 19:06:42.000000+00:00\", \"2019-09-18 04:39:06.000000+00:00\", \"2023-02-13 15:00:26.000000+00:00\", \"2020-02-06 04:39:31.000000+00:00\", \"2019-11-26 15:22:46.000000+00:00\"], \"session_ids\": [\"3c9d617d-c1c1-4cf7-9ab0-b3577a266dee\", \"f7b284c9-b4c9-4230-a77c-474b81652b53\", \"ec75cf73-1a21-4706-8755-0bbd7cdba584\", \"b927fb2a-a75f-4018-a80a-1a6935500cc5\", \"1a8c2350-6145-4521-a478-4e499f83ba76\", \"b7ab166b-c795-423c-886b-b3ca95e3c09c\", \"f0f9593f-88a5-48e4-95fa-c550aadf119a\", \"2ce7fe9a-2166-45ad-a152-b476ede8150f\", \"7d7050d0-ac10-4fa4-a778-bf4a6811981f\"], \"total_duration\": 27320.0, \"total_sessions\": 9, \"mean_week_duration\": 137.286}, \"90737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-02 06:52:06.000000+00:00\", \"2023-06-03 06:02:30.000000+00:00\", \"2022-10-26 13:18:23.000000+00:00\"], \"session_ids\": [\"80557bd6-7e88-4cce-9035-cb43c2defb25\", \"3a6ab8a9-0623-4b6a-a3eb-2bdbc61c0ba3\", \"9b7582fc-122e-4020-8683-596b6d50c4df\"], \"total_duration\": 265.0, \"total_sessions\": 3, \"mean_week_duration\": 1.352}, \"98624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-30 14:59:13.000000+00:00\", \"2022-01-04 06:23:09.000000+00:00\", \"2023-04-30 21:55:31.000000+00:00\"], \"session_ids\": [\"5d3581df-1741-4e72-82f8-10981e567515\", \"62f45472-807a-47d3-806f-bdc306b93d23\", \"fa4c27f6-a1d3-4e92-b0fa-ed5d2d02de5f\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 2.535}, \"46237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-06-17 07:10:40.000000+00:00\", \"2020-03-31 04:34:54.000000+00:00\", \"2020-09-12 02:26:10.000000+00:00\"], \"session_ids\": [\"e2a1c151-5744-4a0d-9924-6ab102597017\", \"5bde81e0-ba36-47a1-8344-c4bb957a38ff\", \"84cf6ff2-24b3-4b47-8da4-3be01339982a\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 9.492}, \"4287\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-20 02:43:58.000000+00:00\", \"2022-11-05 06:48:44.000000+00:00\", \"2019-04-02 19:32:20.000000+00:00\"], \"session_ids\": [\"bb5033ad-5ec1-491b-a6b0-f986f0537561\", \"efc5ab90-83f4-4f40-b0cc-8e6d891bdeb3\", \"503440a4-a5b0-482f-9b80-8bad26134648\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 1.16}, \"68201\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-29 16:26:54.000000+00:00\", \"2019-06-29 10:12:43.000000+00:00\", \"2020-07-18 09:24:11.000000+00:00\", \"2021-09-05 16:47:18.000000+00:00\", \"2023-04-01 03:00:20.000000+00:00\", \"2021-04-09 16:31:19.000000+00:00\"], \"session_ids\": [\"f5b8470f-e0fd-48f6-af07-88aeb0128bd2\", \"13d995e7-594a-42f9-9947-589ffc987296\", \"3f95a614-17cd-4ec3-8576-8b61d72ea9d8\", \"5c0153aa-c31f-40b2-8610-309b9911e220\", \"07fb72a7-e975-4ee7-aa17-780015bfeccf\", \"d2e054d5-d0e0-4af0-91df-2ea32d75a766\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.321}, \"18700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-25 03:16:58.000000+00:00\", \"2023-01-22 17:22:48.000000+00:00\"], \"session_ids\": [\"11599fc7-94f3-4270-9125-6ff796623e1c\", \"f48b95e7-b9bc-479c-ab11-95dc1d743b09\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.343}, \"46782\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-22 06:25:49.000000+00:00\", \"2019-06-20 13:53:45.000000+00:00\", \"2020-01-24 14:12:24.000000+00:00\"], \"session_ids\": [\"d39a9bbf-e34a-4cf4-8154-14561b24eeaa\", \"0c207d6f-b784-41fe-9c2c-473b39fcfa04\", \"06dc5f50-c96e-4538-8d25-3b39f5163c28\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.165}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are not Prague, Budapest, Panama City, Lima, Jakarta, Bogota, San Salvador"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Prague\", \"Budapest\", \"Panama City\", \"Lima\", \"Jakarta\", \"Bogota\", \"San Salvador\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-15 02:45:48.000000+00:00\", \"2019-10-28 17:08:07.000000+00:00\"], \"session_ids\": [\"1af6c722-bcb1-475b-b147-be3d6e05ecc0\", \"ccc18a7d-861d-432c-be7d-3fd9f4163019\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 9.15}, \"98997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-14 11:41:47.000000+00:00\", \"2022-12-20 19:36:01.000000+00:00\"], \"session_ids\": [\"77570a02-ba7d-4980-8f90-4b7f76f50118\", \"19c2f299-0abc-40d8-8360-4ae1193662dd\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}, \"38651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-12 12:27:14.000000+00:00\", \"2021-07-10 10:35:12.000000+00:00\", \"2019-04-25 20:41:25.000000+00:00\", \"2020-10-25 08:49:23.000000+00:00\", \"2023-02-01 19:06:42.000000+00:00\", \"2019-09-18 04:39:06.000000+00:00\", \"2023-02-13 15:00:26.000000+00:00\", \"2020-02-06 04:39:31.000000+00:00\", \"2019-11-26 15:22:46.000000+00:00\"], \"session_ids\": [\"3c9d617d-c1c1-4cf7-9ab0-b3577a266dee\", \"f7b284c9-b4c9-4230-a77c-474b81652b53\", \"ec75cf73-1a21-4706-8755-0bbd7cdba584\", \"b927fb2a-a75f-4018-a80a-1a6935500cc5\", \"1a8c2350-6145-4521-a478-4e499f83ba76\", \"b7ab166b-c795-423c-886b-b3ca95e3c09c\", \"f0f9593f-88a5-48e4-95fa-c550aadf119a\", \"2ce7fe9a-2166-45ad-a152-b476ede8150f\", \"7d7050d0-ac10-4fa4-a778-bf4a6811981f\"], \"total_duration\": 27320.0, \"total_sessions\": 9, \"mean_week_duration\": 137.286}, \"90737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-02 06:52:06.000000+00:00\", \"2023-06-03 06:02:30.000000+00:00\", \"2022-10-26 13:18:23.000000+00:00\"], \"session_ids\": [\"80557bd6-7e88-4cce-9035-cb43c2defb25\", \"3a6ab8a9-0623-4b6a-a3eb-2bdbc61c0ba3\", \"9b7582fc-122e-4020-8683-596b6d50c4df\"], \"total_duration\": 265.0, \"total_sessions\": 3, \"mean_week_duration\": 1.352}, \"98624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-30 14:59:13.000000+00:00\", \"2022-01-04 06:23:09.000000+00:00\", \"2023-04-30 21:55:31.000000+00:00\"], \"session_ids\": [\"5d3581df-1741-4e72-82f8-10981e567515\", \"62f45472-807a-47d3-806f-bdc306b93d23\", \"fa4c27f6-a1d3-4e92-b0fa-ed5d2d02de5f\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 2.535}, \"46237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-06-17 07:10:40.000000+00:00\", \"2020-03-31 04:34:54.000000+00:00\", \"2020-09-12 02:26:10.000000+00:00\"], \"session_ids\": [\"e2a1c151-5744-4a0d-9924-6ab102597017\", \"5bde81e0-ba36-47a1-8344-c4bb957a38ff\", \"84cf6ff2-24b3-4b47-8da4-3be01339982a\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 9.492}, \"4287\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-20 02:43:58.000000+00:00\", \"2022-11-05 06:48:44.000000+00:00\", \"2019-04-02 19:32:20.000000+00:00\"], \"session_ids\": [\"bb5033ad-5ec1-491b-a6b0-f986f0537561\", \"efc5ab90-83f4-4f40-b0cc-8e6d891bdeb3\", \"503440a4-a5b0-482f-9b80-8bad26134648\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 1.16}, \"68201\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-29 16:26:54.000000+00:00\", \"2019-06-29 10:12:43.000000+00:00\", \"2020-07-18 09:24:11.000000+00:00\", \"2021-09-05 16:47:18.000000+00:00\", \"2023-04-01 03:00:20.000000+00:00\", \"2021-04-09 16:31:19.000000+00:00\"], \"session_ids\": [\"f5b8470f-e0fd-48f6-af07-88aeb0128bd2\", \"13d995e7-594a-42f9-9947-589ffc987296\", \"3f95a614-17cd-4ec3-8576-8b61d72ea9d8\", \"5c0153aa-c31f-40b2-8610-309b9911e220\", \"07fb72a7-e975-4ee7-aa17-780015bfeccf\", \"d2e054d5-d0e0-4af0-91df-2ea32d75a766\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.321}, \"18700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-25 03:16:58.000000+00:00\", \"2023-01-22 17:22:48.000000+00:00\"], \"session_ids\": [\"11599fc7-94f3-4270-9125-6ff796623e1c\", \"f48b95e7-b9bc-479c-ab11-95dc1d743b09\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.343}, \"46782\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-22 06:25:49.000000+00:00\", \"2019-06-20 13:53:45.000000+00:00\", \"2020-01-24 14:12:24.000000+00:00\"], \"session_ids\": [\"d39a9bbf-e34a-4cf4-8154-14561b24eeaa\", \"0c207d6f-b784-41fe-9c2c-473b39fcfa04\", \"06dc5f50-c96e-4538-8d25-3b39f5163c28\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.165}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"38651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-12 12:27:14.000000+00:00\", \"2021-07-10 10:35:12.000000+00:00\", \"2019-04-25 20:41:25.000000+00:00\", \"2020-10-25 08:49:23.000000+00:00\", \"2023-02-01 19:06:42.000000+00:00\", \"2019-09-18 04:39:06.000000+00:00\", \"2023-02-13 15:00:26.000000+00:00\", \"2020-02-06 04:39:31.000000+00:00\", \"2019-11-26 15:22:46.000000+00:00\"], \"session_ids\": [\"3c9d617d-c1c1-4cf7-9ab0-b3577a266dee\", \"f7b284c9-b4c9-4230-a77c-474b81652b53\", \"ec75cf73-1a21-4706-8755-0bbd7cdba584\", \"b927fb2a-a75f-4018-a80a-1a6935500cc5\", \"1a8c2350-6145-4521-a478-4e499f83ba76\", \"b7ab166b-c795-423c-886b-b3ca95e3c09c\", \"f0f9593f-88a5-48e4-95fa-c550aadf119a\", \"2ce7fe9a-2166-45ad-a152-b476ede8150f\", \"7d7050d0-ac10-4fa4-a778-bf4a6811981f\"], \"total_duration\": 27320.0, \"total_sessions\": 9, \"mean_week_duration\": 137.286}}, {\"98997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-14 11:41:47.000000+00:00\", \"2022-12-20 19:36:01.000000+00:00\"], \"session_ids\": [\"77570a02-ba7d-4980-8f90-4b7f76f50118\", \"19c2f299-0abc-40d8-8360-4ae1193662dd\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}}, {\"46237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-06-17 07:10:40.000000+00:00\", \"2020-03-31 04:34:54.000000+00:00\", \"2020-09-12 02:26:10.000000+00:00\"], \"session_ids\": [\"e2a1c151-5744-4a0d-9924-6ab102597017\", \"5bde81e0-ba36-47a1-8344-c4bb957a38ff\", \"84cf6ff2-24b3-4b47-8da4-3be01339982a\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 9.492}}, {\"5356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-15 02:45:48.000000+00:00\", \"2019-10-28 17:08:07.000000+00:00\"], \"session_ids\": [\"1af6c722-bcb1-475b-b147-be3d6e05ecc0\", \"ccc18a7d-861d-432c-be7d-3fd9f4163019\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 9.15}}, {\"18700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-25 03:16:58.000000+00:00\", \"2023-01-22 17:22:48.000000+00:00\"], \"session_ids\": [\"11599fc7-94f3-4270-9125-6ff796623e1c\", \"f48b95e7-b9bc-479c-ab11-95dc1d743b09\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.343}}, {\"98624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-30 14:59:13.000000+00:00\", \"2022-01-04 06:23:09.000000+00:00\", \"2023-04-30 21:55:31.000000+00:00\"], \"session_ids\": [\"5d3581df-1741-4e72-82f8-10981e567515\", \"62f45472-807a-47d3-806f-bdc306b93d23\", \"fa4c27f6-a1d3-4e92-b0fa-ed5d2d02de5f\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 2.535}}, {\"46782\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-22 06:25:49.000000+00:00\", \"2019-06-20 13:53:45.000000+00:00\", \"2020-01-24 14:12:24.000000+00:00\"], \"session_ids\": [\"d39a9bbf-e34a-4cf4-8154-14561b24eeaa\", \"0c207d6f-b784-41fe-9c2c-473b39fcfa04\", \"06dc5f50-c96e-4538-8d25-3b39f5163c28\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.165}}, {\"90737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-02 06:52:06.000000+00:00\", \"2023-06-03 06:02:30.000000+00:00\", \"2022-10-26 13:18:23.000000+00:00\"], \"session_ids\": [\"80557bd6-7e88-4cce-9035-cb43c2defb25\", \"3a6ab8a9-0623-4b6a-a3eb-2bdbc61c0ba3\", \"9b7582fc-122e-4020-8683-596b6d50c4df\"], \"total_duration\": 265.0, \"total_sessions\": 3, \"mean_week_duration\": 1.352}}, {\"4287\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-20 02:43:58.000000+00:00\", \"2022-11-05 06:48:44.000000+00:00\", \"2019-04-02 19:32:20.000000+00:00\"], \"session_ids\": [\"bb5033ad-5ec1-491b-a6b0-f986f0537561\", \"efc5ab90-83f4-4f40-b0cc-8e6d891bdeb3\", \"503440a4-a5b0-482f-9b80-8bad26134648\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 1.16}}, {\"68201\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-29 16:26:54.000000+00:00\", \"2019-06-29 10:12:43.000000+00:00\", \"2020-07-18 09:24:11.000000+00:00\", \"2021-09-05 16:47:18.000000+00:00\", \"2023-04-01 03:00:20.000000+00:00\", \"2021-04-09 16:31:19.000000+00:00\"], \"session_ids\": [\"f5b8470f-e0fd-48f6-af07-88aeb0128bd2\", \"13d995e7-594a-42f9-9947-589ffc987296\", \"3f95a614-17cd-4ec3-8576-8b61d72ea9d8\", \"5c0153aa-c31f-40b2-8610-309b9911e220\", \"07fb72a7-e975-4ee7-aa17-780015bfeccf\", \"d2e054d5-d0e0-4af0-91df-2ea32d75a766\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.321}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"38651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-12 12:27:14.000000+00:00\", \"2021-07-10 10:35:12.000000+00:00\", \"2019-04-25 20:41:25.000000+00:00\", \"2020-10-25 08:49:23.000000+00:00\", \"2023-02-01 19:06:42.000000+00:00\", \"2019-09-18 04:39:06.000000+00:00\", \"2023-02-13 15:00:26.000000+00:00\", \"2020-02-06 04:39:31.000000+00:00\", \"2019-11-26 15:22:46.000000+00:00\"], \"session_ids\": [\"3c9d617d-c1c1-4cf7-9ab0-b3577a266dee\", \"f7b284c9-b4c9-4230-a77c-474b81652b53\", \"ec75cf73-1a21-4706-8755-0bbd7cdba584\", \"b927fb2a-a75f-4018-a80a-1a6935500cc5\", \"1a8c2350-6145-4521-a478-4e499f83ba76\", \"b7ab166b-c795-423c-886b-b3ca95e3c09c\", \"f0f9593f-88a5-48e4-95fa-c550aadf119a\", \"2ce7fe9a-2166-45ad-a152-b476ede8150f\", \"7d7050d0-ac10-4fa4-a778-bf4a6811981f\"], \"total_duration\": 27320.0, \"total_sessions\": 9, \"mean_week_duration\": 137.286}}, {\"98997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-14 11:41:47.000000+00:00\", \"2022-12-20 19:36:01.000000+00:00\"], \"session_ids\": [\"77570a02-ba7d-4980-8f90-4b7f76f50118\", \"19c2f299-0abc-40d8-8360-4ae1193662dd\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}}, {\"46237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-06-17 07:10:40.000000+00:00\", \"2020-03-31 04:34:54.000000+00:00\", \"2020-09-12 02:26:10.000000+00:00\"], \"session_ids\": [\"e2a1c151-5744-4a0d-9924-6ab102597017\", \"5bde81e0-ba36-47a1-8344-c4bb957a38ff\", \"84cf6ff2-24b3-4b47-8da4-3be01339982a\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 9.492}}, {\"5356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-15 02:45:48.000000+00:00\", \"2019-10-28 17:08:07.000000+00:00\"], \"session_ids\": [\"1af6c722-bcb1-475b-b147-be3d6e05ecc0\", \"ccc18a7d-861d-432c-be7d-3fd9f4163019\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 9.15}}, {\"18700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-25 03:16:58.000000+00:00\", \"2023-01-22 17:22:48.000000+00:00\"], \"session_ids\": [\"11599fc7-94f3-4270-9125-6ff796623e1c\", \"f48b95e7-b9bc-479c-ab11-95dc1d743b09\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.343}}]\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[{\"38651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-12 12:27:14.000000+00:00\", \"2021-07-10 10:35:12.000000+00:00\", \"2019-04-25 20:41:25.000000+00:00\", \"2020-10-25 08:49:23.000000+00:00\", \"2023-02-01 19:06:42.000000+00:00\", \"2019-09-18 04:39:06.000000+00:00\", \"2023-02-13 15:00:26.000000+00:00\", \"2020-02-06 04:39:31.000000+00:00\", \"2019-11-26 15:22:46.000000+00:00\"], \"session_ids\": [\"3c9d617d-c1c1-4cf7-9ab0-b3577a266dee\", \"f7b284c9-b4c9-4230-a77c-474b81652b53\", \"ec75cf73-1a21-4706-8755-0bbd7cdba584\", \"b927fb2a-a75f-4018-a80a-1a6935500cc5\", \"1a8c2350-6145-4521-a478-4e499f83ba76\", \"b7ab166b-c795-423c-886b-b3ca95e3c09c\", \"f0f9593f-88a5-48e4-95fa-c550aadf119a\", \"2ce7fe9a-2166-45ad-a152-b476ede8150f\", \"7d7050d0-ac10-4fa4-a778-bf4a6811981f\"], \"total_duration\": 27320.0, \"total_sessions\": 9, \"mean_week_duration\": 137.286}}, {\"98997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-14 11:41:47.000000+00:00\", \"2022-12-20 19:36:01.000000+00:00\"], \"session_ids\": [\"77570a02-ba7d-4980-8f90-4b7f76f50118\", \"19c2f299-0abc-40d8-8360-4ae1193662dd\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}}, {\"46237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-06-17 07:10:40.000000+00:00\", \"2020-03-31 04:34:54.000000+00:00\", \"2020-09-12 02:26:10.000000+00:00\"], \"session_ids\": [\"e2a1c151-5744-4a0d-9924-6ab102597017\", \"5bde81e0-ba36-47a1-8344-c4bb957a38ff\", \"84cf6ff2-24b3-4b47-8da4-3be01339982a\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 9.492}}, {\"5356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-15 02:45:48.000000+00:00\", \"2019-10-28 17:08:07.000000+00:00\"], \"session_ids\": [\"1af6c722-bcb1-475b-b147-be3d6e05ecc0\", \"ccc18a7d-861d-432c-be7d-3fd9f4163019\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 9.15}}, {\"18700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-25 03:16:58.000000+00:00\", \"2023-01-22 17:22:48.000000+00:00\"], \"session_ids\": [\"11599fc7-94f3-4270-9125-6ff796623e1c\", \"f48b95e7-b9bc-479c-ab11-95dc1d743b09\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.343}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about users with a number of sessions that is higher than 2 and lower than 5, exclusive 5 inclusive 2 , moreover carry out sorting by overall duration of sessions per week 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{\"5583\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-13 19:55:41.000000+00:00\", \"2020-03-13 13:15:02.000000+00:00\"], \"session_ids\": [\"2839e69f-653a-4584-bf92-faa569ac8d47\", \"6af9a06c-fb7d-4b62-b3f5-245e65357a9d\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 2.271}, \"43063\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-13 08:01:02.000000+00:00\", \"2023-06-10 04:15:54.000000+00:00\"], \"session_ids\": [\"797b972f-90be-4208-b849-7cdf36ec344f\", \"8744d1e0-0b18-466f-a487-7d4ebb4d50f5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}, \"19130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-27 10:30:45.000000+00:00\", \"2019-04-25 22:26:34.000000+00:00\"], \"session_ids\": [\"e4bf9829-c57d-449e-9797-8225e9f5aed2\", \"347ea856-0a90-4214-ba5b-a1bef67cb251\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"49160\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-31 16:27:56.000000+00:00\", \"2019-12-29 10:52:06.000000+00:00\", \"2022-05-17 11:09:16.000000+00:00\", \"2020-10-15 19:19:36.000000+00:00\", \"2022-12-14 02:08:45.000000+00:00\", \"2019-03-24 11:20:50.000000+00:00\"], \"session_ids\": [\"5da8bea5-5689-4e78-adcc-28a5802d0995\", \"282b21c5-c5bc-4b29-9005-a4bbb505563a\", \"86808c9d-f1e9-48e7-a50d-b733a3bc33f8\", \"f81d15f6-a466-445a-95e5-21047fdecb01\", \"663eaa84-7205-4631-adf7-3a877586d178\", \"062a0c8b-a1a8-4342-bfc4-e16850f238cc\"], \"total_duration\": 4034.0, \"total_sessions\": 6, \"mean_week_duration\": 20.687}, \"33104\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-29 01:58:08.000000+00:00\", \"2020-01-23 08:23:24.000000+00:00\", \"2022-04-14 12:03:31.000000+00:00\"], \"session_ids\": [\"2e49af85-6ec4-4d85-a734-50ab951d7842\", \"450c8c15-78ee-4471-89bc-45a8fc3d9947\", \"4190460c-3299-451a-b36c-e8e7e844c800\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}, \"78016\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2022-08-04 12:27:23.000000+00:00\", \"2020-08-06 23:40:02.000000+00:00\", \"2021-06-27 00:46:39.000000+00:00\", \"2021-04-07 06:00:10.000000+00:00\", \"2020-08-12 01:28:19.000000+00:00\", \"2020-05-08 19:54:27.000000+00:00\", \"2022-05-04 16:19:19.000000+00:00\", \"2021-12-14 02:26:25.000000+00:00\", \"2020-03-03 06:38:34.000000+00:00\"], \"session_ids\": [\"ddc62ddc-ff06-49dd-9bd7-2cf0937b3761\", \"d25be0cd-0f1e-4edf-8f62-251c4dc9c04c\", \"14d0da69-5b00-47d9-b9df-2cbf9a196491\", \"d50a6934-0b8d-47ea-8d26-9071a6f4cf3e\", \"bf8dfa2a-044c-4cdd-bb00-d4aa3fe2380d\", \"5a4cab48-0372-44c9-bd77-bd373f0e5e19\", \"4cd1ae8b-f393-4c2c-a66b-718fb45bdddd\", \"10d4bc64-2d5b-48b2-9405-36fe81090ecc\", \"cdf70046-a2c6-4fb5-89a1-863e707a4e05\"], \"total_duration\": 7098.0, \"total_sessions\": 9, \"mean_week_duration\": 55.89}, \"98032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-31 16:38:48.000000+00:00\", \"2020-08-22 15:34:32.000000+00:00\"], \"session_ids\": [\"3690e542-01f6-45f1-9e51-f4ee78c289ec\", \"aeebe5bb-b0a7-438c-bd9c-d984b6977bea\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.452}, \"77705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-05-13 20:24:30.000000+00:00\", \"2019-01-30 00:44:19.000000+00:00\"], \"session_ids\": [\"cf9aa82f-2dce-47de-a6f4-43465893f64f\", \"f188af5c-bf8c-40a4-8960-d8d57efeaaa6\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"66586\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-11 00:30:02.000000+00:00\", \"2022-07-05 07:15:12.000000+00:00\", \"2020-08-05 23:56:28.000000+00:00\", \"2023-04-16 14:55:46.000000+00:00\", \"2020-06-02 09:25:20.000000+00:00\", \"2022-12-07 01:59:45.000000+00:00\"], \"session_ids\": [\"a0366355-ada4-4478-b3ce-1694d683d28a\", \"6007359c-2ae2-4f1d-8f21-62822ee7fb23\", \"478779d4-7ae9-42aa-86d7-f59b1d9ccfb0\", \"243c08f3-be7a-49aa-b9b1-16837d036212\", \"76ae0159-fbf1-470d-b2b3-3c5032b60795\", \"bc2cb867-25e8-4e47-ab0e-3c60d788e277\"], \"total_duration\": 1248.0, \"total_sessions\": 6, \"mean_week_duration\": 8.32}, \"12777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-05 17:20:23.000000+00:00\", \"2022-08-07 20:06:13.000000+00:00\"], \"session_ids\": [\"12b087dc-4635-4245-9351-506d3cf87aca\", \"472a8d82-c48b-456b-b8a4-359006ee8d47\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 9.571}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 2 and are less than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5583\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-13 19:55:41.000000+00:00\", \"2020-03-13 13:15:02.000000+00:00\"], \"session_ids\": [\"2839e69f-653a-4584-bf92-faa569ac8d47\", \"6af9a06c-fb7d-4b62-b3f5-245e65357a9d\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 2.271}, \"43063\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-13 08:01:02.000000+00:00\", \"2023-06-10 04:15:54.000000+00:00\"], \"session_ids\": [\"797b972f-90be-4208-b849-7cdf36ec344f\", \"8744d1e0-0b18-466f-a487-7d4ebb4d50f5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}, \"19130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-27 10:30:45.000000+00:00\", \"2019-04-25 22:26:34.000000+00:00\"], \"session_ids\": [\"e4bf9829-c57d-449e-9797-8225e9f5aed2\", \"347ea856-0a90-4214-ba5b-a1bef67cb251\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"33104\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-29 01:58:08.000000+00:00\", \"2020-01-23 08:23:24.000000+00:00\", \"2022-04-14 12:03:31.000000+00:00\"], \"session_ids\": [\"2e49af85-6ec4-4d85-a734-50ab951d7842\", \"450c8c15-78ee-4471-89bc-45a8fc3d9947\", \"4190460c-3299-451a-b36c-e8e7e844c800\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}, \"98032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-31 16:38:48.000000+00:00\", \"2020-08-22 15:34:32.000000+00:00\"], \"session_ids\": [\"3690e542-01f6-45f1-9e51-f4ee78c289ec\", \"aeebe5bb-b0a7-438c-bd9c-d984b6977bea\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.452}, \"77705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-05-13 20:24:30.000000+00:00\", \"2019-01-30 00:44:19.000000+00:00\"], \"session_ids\": [\"cf9aa82f-2dce-47de-a6f4-43465893f64f\", \"f188af5c-bf8c-40a4-8960-d8d57efeaaa6\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"12777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-05 17:20:23.000000+00:00\", \"2022-08-07 20:06:13.000000+00:00\"], \"session_ids\": [\"12b087dc-4635-4245-9351-506d3cf87aca\", \"472a8d82-c48b-456b-b8a4-359006ee8d47\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 9.571}}\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[{\"77705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-05-13 20:24:30.000000+00:00\", \"2019-01-30 00:44:19.000000+00:00\"], \"session_ids\": [\"cf9aa82f-2dce-47de-a6f4-43465893f64f\", \"f188af5c-bf8c-40a4-8960-d8d57efeaaa6\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"43063\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-13 08:01:02.000000+00:00\", \"2023-06-10 04:15:54.000000+00:00\"], \"session_ids\": [\"797b972f-90be-4208-b849-7cdf36ec344f\", \"8744d1e0-0b18-466f-a487-7d4ebb4d50f5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}}, {\"33104\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-29 01:58:08.000000+00:00\", \"2020-01-23 08:23:24.000000+00:00\", \"2022-04-14 12:03:31.000000+00:00\"], \"session_ids\": [\"2e49af85-6ec4-4d85-a734-50ab951d7842\", \"450c8c15-78ee-4471-89bc-45a8fc3d9947\", \"4190460c-3299-451a-b36c-e8e7e844c800\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}}, {\"19130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-27 10:30:45.000000+00:00\", \"2019-04-25 22:26:34.000000+00:00\"], \"session_ids\": [\"e4bf9829-c57d-449e-9797-8225e9f5aed2\", \"347ea856-0a90-4214-ba5b-a1bef67cb251\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"98032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-31 16:38:48.000000+00:00\", \"2020-08-22 15:34:32.000000+00:00\"], \"session_ids\": [\"3690e542-01f6-45f1-9e51-f4ee78c289ec\", \"aeebe5bb-b0a7-438c-bd9c-d984b6977bea\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.452}}, {\"5583\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-13 19:55:41.000000+00:00\", \"2020-03-13 13:15:02.000000+00:00\"], \"session_ids\": [\"2839e69f-653a-4584-bf92-faa569ac8d47\", \"6af9a06c-fb7d-4b62-b3f5-245e65357a9d\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 2.271}}, {\"12777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-05 17:20:23.000000+00:00\", \"2022-08-07 20:06:13.000000+00:00\"], \"session_ids\": [\"12b087dc-4635-4245-9351-506d3cf87aca\", \"472a8d82-c48b-456b-b8a4-359006ee8d47\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 9.571}}]\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[{\"77705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-05-13 20:24:30.000000+00:00\", \"2019-01-30 00:44:19.000000+00:00\"], \"session_ids\": [\"cf9aa82f-2dce-47de-a6f4-43465893f64f\", \"f188af5c-bf8c-40a4-8960-d8d57efeaaa6\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"43063\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-13 08:01:02.000000+00:00\", \"2023-06-10 04:15:54.000000+00:00\"], \"session_ids\": [\"797b972f-90be-4208-b849-7cdf36ec344f\", \"8744d1e0-0b18-466f-a487-7d4ebb4d50f5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}}, {\"33104\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-29 01:58:08.000000+00:00\", \"2020-01-23 08:23:24.000000+00:00\", \"2022-04-14 12:03:31.000000+00:00\"], \"session_ids\": [\"2e49af85-6ec4-4d85-a734-50ab951d7842\", \"450c8c15-78ee-4471-89bc-45a8fc3d9947\", \"4190460c-3299-451a-b36c-e8e7e844c800\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}}, {\"19130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-27 10:30:45.000000+00:00\", \"2019-04-25 22:26:34.000000+00:00\"], \"session_ids\": [\"e4bf9829-c57d-449e-9797-8225e9f5aed2\", \"347ea856-0a90-4214-ba5b-a1bef67cb251\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"98032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-31 16:38:48.000000+00:00\", \"2020-08-22 15:34:32.000000+00:00\"], \"session_ids\": [\"3690e542-01f6-45f1-9e51-f4ee78c289ec\", \"aeebe5bb-b0a7-438c-bd9c-d984b6977bea\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.452}}, {\"5583\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-13 19:55:41.000000+00:00\", \"2020-03-13 13:15:02.000000+00:00\"], \"session_ids\": [\"2839e69f-653a-4584-bf92-faa569ac8d47\", \"6af9a06c-fb7d-4b62-b3f5-245e65357a9d\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 2.271}}, {\"12777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-05 17:20:23.000000+00:00\", \"2022-08-07 20:06:13.000000+00:00\"], \"session_ids\": [\"12b087dc-4635-4245-9351-506d3cf87aca\", \"472a8d82-c48b-456b-b8a4-359006ee8d47\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 9.571}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about 6 users who are leading users based on overall sessions count , do sorting by total amount of duration ascendingly as well as 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{\"9202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-19 11:57:05.000000+00:00\", \"2022-06-13 14:59:14.000000+00:00\"], \"session_ids\": [\"5bca9eac-be92-4324-bbbe-05efb5d9626f\", \"ee67a717-4940-4117-863e-81b4d1aa165d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}, \"2454\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-13 20:11:34.000000+00:00\", \"2022-11-21 20:19:46.000000+00:00\"], \"session_ids\": [\"67f928fc-9b59-4b52-b452-5746d508ca99\", \"a9977ccc-4cde-4ba8-a163-f4973bea2e72\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.656}, \"33956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-03 04:28:07.000000+00:00\", \"2019-11-23 14:47:42.000000+00:00\"], \"session_ids\": [\"65b81561-b89a-4372-9c31-fc103ef6ff7f\", \"4372de29-73d1-4940-a13a-a6828c31cc3d\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 238.0}, \"89983\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-12-20 18:32:51.000000+00:00\", \"2020-05-05 08:35:38.000000+00:00\"], \"session_ids\": [\"ab778020-44f9-4e0e-a4e9-f98b0733f24c\", \"5d5674b7-96aa-476e-ab66-0409f8fc15c9\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.365}, \"47868\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-08 18:41:58.000000+00:00\", \"2021-06-30 05:42:03.000000+00:00\", \"2021-03-27 12:43:49.000000+00:00\", \"2019-12-30 14:15:40.000000+00:00\", \"2021-08-23 10:18:25.000000+00:00\", \"2023-03-24 17:57:34.000000+00:00\", \"2021-11-08 16:12:22.000000+00:00\", \"2019-11-29 21:18:43.000000+00:00\", \"2020-04-03 17:00:47.000000+00:00\", \"2021-10-14 13:55:24.000000+00:00\", \"2021-11-14 15:08:10.000000+00:00\"], \"session_ids\": [\"fe78743c-fbcc-4ee6-a793-ba84a0501841\", \"bc22f1c0-0e28-480b-acdf-e696423d9e9d\", \"e53b5af8-f400-4e29-90c0-6cbd0880122a\", \"3a73dd2c-5065-48cf-93cf-816f92699253\", \"ba60531c-25ca-4565-b57a-ed114386da7e\", \"f47e1861-2a90-4acf-98ec-b779ae5b48ca\", \"f65135c1-f788-44e6-b47f-14cf3be49c54\", \"5e777ba3-7008-4cac-80ac-4c8f37505bb1\", \"406716ee-d287-494b-ae43-967866d6e10d\", \"3b36e787-1e76-4c8d-aa92-10004c24e32b\", \"4c601958-a940-4ed8-820d-eb1f8f407c81\"], \"total_duration\": 50485.0, \"total_sessions\": 11, \"mean_week_duration\": 291.821}, \"91592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-28 07:44:36.000000+00:00\", \"2020-04-04 09:42:19.000000+00:00\", \"2019-12-09 09:38:26.000000+00:00\"], \"session_ids\": [\"78916f5c-a041-4b55-bb9c-0b717351e20a\", \"0edee922-584c-4034-9271-ac9d36bfc289\", \"3c3dd5f9-ea51-4566-a7ca-ed64b805658f\"], \"total_duration\": 564.0, \"total_sessions\": 3, \"mean_week_duration\": 9.724}, \"60777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-06 07:40:51.000000+00:00\", \"2023-03-14 03:18:47.000000+00:00\"], \"session_ids\": [\"dd436c84-f8e9-4ec9-b0d3-71030f2c3bc2\", \"50c61b47-5396-4f40-ab59-fbd885b6924b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}, \"65967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-09 02:37:57.000000+00:00\", \"2023-04-08 02:23:59.000000+00:00\"], \"session_ids\": [\"55dfb539-0f15-4094-bdac-4a67460b3737\", \"142957c1-6ea4-4eb7-bbad-0b2aa8364ffb\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.465}, \"63057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-01 15:26:45.000000+00:00\", \"2022-06-02 23:23:30.000000+00:00\", \"2021-09-11 10:26:13.000000+00:00\", \"2019-04-16 22:15:46.000000+00:00\", \"2022-08-02 10:42:18.000000+00:00\"], \"session_ids\": [\"825f8e76-8b94-4890-a6e8-8d669e95c8b1\", \"aa84a19e-8502-46f2-ac70-d2ab5f3b9c60\", \"6b67111a-3f63-4e03-ae59-c89475411c38\", \"e23be4d8-a34e-41b0-bf0e-0ec7618855fc\", \"47d80cbe-750b-4614-9221-15c83fe4b2a5\"], \"total_duration\": 1232.0, \"total_sessions\": 5, \"mean_week_duration\": 7.163}, \"48957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-10-03 05:37:06.000000+00:00\", \"2020-12-12 05:59:58.000000+00:00\"], \"session_ids\": [\"0b623471-ac2c-4279-aded-4ccad70807f0\", \"4a672a79-a883-4a8b-a5de-12cc0fa0cbe8\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 3.921}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to get entries with the highest 6 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 6}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47868\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-08 18:41:58.000000+00:00\", \"2021-06-30 05:42:03.000000+00:00\", \"2021-03-27 12:43:49.000000+00:00\", \"2019-12-30 14:15:40.000000+00:00\", \"2021-08-23 10:18:25.000000+00:00\", \"2023-03-24 17:57:34.000000+00:00\", \"2021-11-08 16:12:22.000000+00:00\", \"2019-11-29 21:18:43.000000+00:00\", \"2020-04-03 17:00:47.000000+00:00\", \"2021-10-14 13:55:24.000000+00:00\", \"2021-11-14 15:08:10.000000+00:00\"], \"session_ids\": [\"fe78743c-fbcc-4ee6-a793-ba84a0501841\", \"bc22f1c0-0e28-480b-acdf-e696423d9e9d\", \"e53b5af8-f400-4e29-90c0-6cbd0880122a\", \"3a73dd2c-5065-48cf-93cf-816f92699253\", \"ba60531c-25ca-4565-b57a-ed114386da7e\", \"f47e1861-2a90-4acf-98ec-b779ae5b48ca\", \"f65135c1-f788-44e6-b47f-14cf3be49c54\", \"5e777ba3-7008-4cac-80ac-4c8f37505bb1\", \"406716ee-d287-494b-ae43-967866d6e10d\", \"3b36e787-1e76-4c8d-aa92-10004c24e32b\", \"4c601958-a940-4ed8-820d-eb1f8f407c81\"], \"total_duration\": 50485.0, \"total_sessions\": 11, \"mean_week_duration\": 291.821}}, {\"63057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-01 15:26:45.000000+00:00\", \"2022-06-02 23:23:30.000000+00:00\", \"2021-09-11 10:26:13.000000+00:00\", \"2019-04-16 22:15:46.000000+00:00\", \"2022-08-02 10:42:18.000000+00:00\"], \"session_ids\": [\"825f8e76-8b94-4890-a6e8-8d669e95c8b1\", \"aa84a19e-8502-46f2-ac70-d2ab5f3b9c60\", \"6b67111a-3f63-4e03-ae59-c89475411c38\", \"e23be4d8-a34e-41b0-bf0e-0ec7618855fc\", \"47d80cbe-750b-4614-9221-15c83fe4b2a5\"], \"total_duration\": 1232.0, \"total_sessions\": 5, \"mean_week_duration\": 7.163}}, {\"91592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-28 07:44:36.000000+00:00\", \"2020-04-04 09:42:19.000000+00:00\", \"2019-12-09 09:38:26.000000+00:00\"], \"session_ids\": [\"78916f5c-a041-4b55-bb9c-0b717351e20a\", \"0edee922-584c-4034-9271-ac9d36bfc289\", \"3c3dd5f9-ea51-4566-a7ca-ed64b805658f\"], \"total_duration\": 564.0, \"total_sessions\": 3, \"mean_week_duration\": 9.724}}, {\"9202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-19 11:57:05.000000+00:00\", \"2022-06-13 14:59:14.000000+00:00\"], \"session_ids\": [\"5bca9eac-be92-4324-bbbe-05efb5d9626f\", \"ee67a717-4940-4117-863e-81b4d1aa165d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}, {\"2454\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-13 20:11:34.000000+00:00\", \"2022-11-21 20:19:46.000000+00:00\"], \"session_ids\": [\"67f928fc-9b59-4b52-b452-5746d508ca99\", \"a9977ccc-4cde-4ba8-a163-f4973bea2e72\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.656}}, {\"33956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-03 04:28:07.000000+00:00\", \"2019-11-23 14:47:42.000000+00:00\"], \"session_ids\": [\"65b81561-b89a-4372-9c31-fc103ef6ff7f\", \"4372de29-73d1-4940-a13a-a6828c31cc3d\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 238.0}}]\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[{\"2454\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-13 20:11:34.000000+00:00\", \"2022-11-21 20:19:46.000000+00:00\"], \"session_ids\": [\"67f928fc-9b59-4b52-b452-5746d508ca99\", \"a9977ccc-4cde-4ba8-a163-f4973bea2e72\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.656}}, {\"9202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-19 11:57:05.000000+00:00\", \"2022-06-13 14:59:14.000000+00:00\"], \"session_ids\": [\"5bca9eac-be92-4324-bbbe-05efb5d9626f\", \"ee67a717-4940-4117-863e-81b4d1aa165d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}, {\"33956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-03 04:28:07.000000+00:00\", \"2019-11-23 14:47:42.000000+00:00\"], \"session_ids\": [\"65b81561-b89a-4372-9c31-fc103ef6ff7f\", \"4372de29-73d1-4940-a13a-a6828c31cc3d\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 238.0}}, {\"91592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-28 07:44:36.000000+00:00\", \"2020-04-04 09:42:19.000000+00:00\", \"2019-12-09 09:38:26.000000+00:00\"], \"session_ids\": [\"78916f5c-a041-4b55-bb9c-0b717351e20a\", \"0edee922-584c-4034-9271-ac9d36bfc289\", \"3c3dd5f9-ea51-4566-a7ca-ed64b805658f\"], \"total_duration\": 564.0, \"total_sessions\": 3, \"mean_week_duration\": 9.724}}, {\"63057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-01 15:26:45.000000+00:00\", \"2022-06-02 23:23:30.000000+00:00\", \"2021-09-11 10:26:13.000000+00:00\", \"2019-04-16 22:15:46.000000+00:00\", \"2022-08-02 10:42:18.000000+00:00\"], \"session_ids\": [\"825f8e76-8b94-4890-a6e8-8d669e95c8b1\", \"aa84a19e-8502-46f2-ac70-d2ab5f3b9c60\", \"6b67111a-3f63-4e03-ae59-c89475411c38\", \"e23be4d8-a34e-41b0-bf0e-0ec7618855fc\", \"47d80cbe-750b-4614-9221-15c83fe4b2a5\"], \"total_duration\": 1232.0, \"total_sessions\": 5, \"mean_week_duration\": 7.163}}, {\"47868\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-08 18:41:58.000000+00:00\", \"2021-06-30 05:42:03.000000+00:00\", \"2021-03-27 12:43:49.000000+00:00\", \"2019-12-30 14:15:40.000000+00:00\", \"2021-08-23 10:18:25.000000+00:00\", \"2023-03-24 17:57:34.000000+00:00\", \"2021-11-08 16:12:22.000000+00:00\", \"2019-11-29 21:18:43.000000+00:00\", \"2020-04-03 17:00:47.000000+00:00\", \"2021-10-14 13:55:24.000000+00:00\", \"2021-11-14 15:08:10.000000+00:00\"], \"session_ids\": [\"fe78743c-fbcc-4ee6-a793-ba84a0501841\", \"bc22f1c0-0e28-480b-acdf-e696423d9e9d\", \"e53b5af8-f400-4e29-90c0-6cbd0880122a\", \"3a73dd2c-5065-48cf-93cf-816f92699253\", \"ba60531c-25ca-4565-b57a-ed114386da7e\", \"f47e1861-2a90-4acf-98ec-b779ae5b48ca\", \"f65135c1-f788-44e6-b47f-14cf3be49c54\", \"5e777ba3-7008-4cac-80ac-4c8f37505bb1\", \"406716ee-d287-494b-ae43-967866d6e10d\", \"3b36e787-1e76-4c8d-aa92-10004c24e32b\", \"4c601958-a940-4ed8-820d-eb1f8f407c81\"], \"total_duration\": 50485.0, \"total_sessions\": 11, \"mean_week_duration\": 291.821}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"2454\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-13 20:11:34.000000+00:00\", \"2022-11-21 20:19:46.000000+00:00\"], \"session_ids\": [\"67f928fc-9b59-4b52-b452-5746d508ca99\", \"a9977ccc-4cde-4ba8-a163-f4973bea2e72\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.656}}, {\"9202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-19 11:57:05.000000+00:00\", \"2022-06-13 14:59:14.000000+00:00\"], \"session_ids\": [\"5bca9eac-be92-4324-bbbe-05efb5d9626f\", \"ee67a717-4940-4117-863e-81b4d1aa165d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}]\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[{\"2454\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-13 20:11:34.000000+00:00\", \"2022-11-21 20:19:46.000000+00:00\"], \"session_ids\": [\"67f928fc-9b59-4b52-b452-5746d508ca99\", \"a9977ccc-4cde-4ba8-a163-f4973bea2e72\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.656}}, {\"9202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-19 11:57:05.000000+00:00\", \"2022-06-13 14:59:14.000000+00:00\"], \"session_ids\": [\"5bca9eac-be92-4324-bbbe-05efb5d9626f\", \"ee67a717-4940-4117-863e-81b4d1aa165d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the users with a total time using the app of sessions that is higher than 2999 and lower than 1929 and in addition carry out sorting by time spent on the site 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{\"31168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-12 03:20:56.000000+00:00\", \"2022-08-18 16:25:23.000000+00:00\", \"2019-03-03 04:55:00.000000+00:00\", \"2020-07-20 14:34:01.000000+00:00\"], \"session_ids\": [\"d95facfc-803c-4ba7-8436-4daf81dd59c1\", \"a7879832-cde5-40e1-aae7-fccf8b9437fd\", \"a5b1104f-1be4-4186-ae51-c705107530b6\", \"7d0c525a-27ac-4bd9-b6a4-3218bc7a624a\"], \"total_duration\": 959.0, \"total_sessions\": 4, \"mean_week_duration\": 5.298}, \"77151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-11-10 20:31:26.000000+00:00\", \"2021-11-14 14:53:14.000000+00:00\"], \"session_ids\": [\"0fb61e36-d329-4bf1-be26-d49a506829eb\", \"552949fa-b46a-45da-b6bc-fd8a2a087e39\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 2.124}, \"96303\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-20 17:02:12.000000+00:00\", \"2023-03-27 12:36:24.000000+00:00\", \"2020-05-07 23:39:53.000000+00:00\", \"2022-06-27 22:11:55.000000+00:00\"], \"session_ids\": [\"b0f70566-5106-498b-81b0-1418bb6dfa24\", \"c26f7a76-ef0e-4c6b-80f4-c75fa1726c5f\", \"fc8860fd-8933-4616-a689-acd7e2afe032\", \"8b69cb5b-e6c4-4877-aebb-7b9a0911f928\"], \"total_duration\": 2157.0, \"total_sessions\": 4, \"mean_week_duration\": 14.285}, \"4655\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-09 05:45:20.000000+00:00\", \"2019-12-08 15:13:53.000000+00:00\"], \"session_ids\": [\"1602556b-1adb-4da0-a12e-07a754c6db6b\", \"484b9373-a107-4633-b293-4f0adef7e6d4\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}, \"45128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-03-04 04:54:31.000000+00:00\", \"2019-08-03 14:42:22.000000+00:00\"], \"session_ids\": [\"46ce0830-341c-40cd-92dc-d081d32a95ff\", \"b6ba25ff-60e3-4130-b795-7638d5779f41\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.704}, \"20549\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-20 20:38:14.000000+00:00\", \"2021-08-28 06:39:29.000000+00:00\", \"2022-05-19 07:03:30.000000+00:00\"], \"session_ids\": [\"3ac4e2c3-4f79-4360-9fa9-e917662a84cc\", \"28673efb-fb61-4e1c-8fd6-b62541d1600d\", \"ae4abe06-b053-40a8-92c8-e36e730bd7f9\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 2.0}, \"25240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-02-11 16:37:13.000000+00:00\", \"2022-01-14 01:12:41.000000+00:00\"], \"session_ids\": [\"321a8151-c345-4d5d-ac04-973d8b658c34\", \"b20a0dc5-43c8-417c-8ec5-a7bcd4d37dbf\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 88.5}, \"39194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-01 19:03:32.000000+00:00\", \"2019-11-16 14:44:58.000000+00:00\", \"2023-06-27 05:24:42.000000+00:00\"], \"session_ids\": [\"7e5933c7-2292-40f9-bfe4-6155e484c788\", \"de65bce6-5c3d-4182-a4e2-18992af644a7\", \"09651aef-ede2-4335-a29a-dcd49d9717da\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.074}, \"74990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-09 14:26:29.000000+00:00\", \"2019-12-18 22:55:25.000000+00:00\"], \"session_ids\": [\"e46b7e7c-f21a-463c-8f5e-2b85b2fda130\", \"9b5b2a2c-cd04-4168-93b1-6451ca7fc2a8\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.72}, \"28687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-24 22:02:03.000000+00:00\", \"2019-10-06 08:40:37.000000+00:00\"], \"session_ids\": [\"f8d54753-f58e-4936-87eb-b26699184f55\", \"8c608dc4-0ad3-4f76-97af-c2719f487e65\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 4.638}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or less than 1929 and are equal or greater than 2999"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1929, 2999]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"31168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-12 03:20:56.000000+00:00\", \"2022-08-18 16:25:23.000000+00:00\", \"2019-03-03 04:55:00.000000+00:00\", \"2020-07-20 14:34:01.000000+00:00\"], \"session_ids\": [\"d95facfc-803c-4ba7-8436-4daf81dd59c1\", \"a7879832-cde5-40e1-aae7-fccf8b9437fd\", \"a5b1104f-1be4-4186-ae51-c705107530b6\", \"7d0c525a-27ac-4bd9-b6a4-3218bc7a624a\"], \"total_duration\": 959.0, \"total_sessions\": 4, \"mean_week_duration\": 5.298}, \"77151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-11-10 20:31:26.000000+00:00\", \"2021-11-14 14:53:14.000000+00:00\"], \"session_ids\": [\"0fb61e36-d329-4bf1-be26-d49a506829eb\", \"552949fa-b46a-45da-b6bc-fd8a2a087e39\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 2.124}, \"4655\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-09 05:45:20.000000+00:00\", \"2019-12-08 15:13:53.000000+00:00\"], \"session_ids\": [\"1602556b-1adb-4da0-a12e-07a754c6db6b\", \"484b9373-a107-4633-b293-4f0adef7e6d4\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}, \"45128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-03-04 04:54:31.000000+00:00\", \"2019-08-03 14:42:22.000000+00:00\"], \"session_ids\": [\"46ce0830-341c-40cd-92dc-d081d32a95ff\", \"b6ba25ff-60e3-4130-b795-7638d5779f41\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.704}, \"20549\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-20 20:38:14.000000+00:00\", \"2021-08-28 06:39:29.000000+00:00\", \"2022-05-19 07:03:30.000000+00:00\"], \"session_ids\": [\"3ac4e2c3-4f79-4360-9fa9-e917662a84cc\", \"28673efb-fb61-4e1c-8fd6-b62541d1600d\", \"ae4abe06-b053-40a8-92c8-e36e730bd7f9\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 2.0}, \"25240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-02-11 16:37:13.000000+00:00\", \"2022-01-14 01:12:41.000000+00:00\"], \"session_ids\": [\"321a8151-c345-4d5d-ac04-973d8b658c34\", \"b20a0dc5-43c8-417c-8ec5-a7bcd4d37dbf\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 88.5}, \"39194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-01 19:03:32.000000+00:00\", \"2019-11-16 14:44:58.000000+00:00\", \"2023-06-27 05:24:42.000000+00:00\"], \"session_ids\": [\"7e5933c7-2292-40f9-bfe4-6155e484c788\", \"de65bce6-5c3d-4182-a4e2-18992af644a7\", \"09651aef-ede2-4335-a29a-dcd49d9717da\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.074}, \"74990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-09 14:26:29.000000+00:00\", \"2019-12-18 22:55:25.000000+00:00\"], \"session_ids\": [\"e46b7e7c-f21a-463c-8f5e-2b85b2fda130\", \"9b5b2a2c-cd04-4168-93b1-6451ca7fc2a8\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.72}, \"28687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-24 22:02:03.000000+00:00\", \"2019-10-06 08:40:37.000000+00:00\"], \"session_ids\": [\"f8d54753-f58e-4936-87eb-b26699184f55\", \"8c608dc4-0ad3-4f76-97af-c2719f487e65\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 4.638}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"31168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-12 03:20:56.000000+00:00\", \"2022-08-18 16:25:23.000000+00:00\", \"2019-03-03 04:55:00.000000+00:00\", \"2020-07-20 14:34:01.000000+00:00\"], \"session_ids\": [\"d95facfc-803c-4ba7-8436-4daf81dd59c1\", \"a7879832-cde5-40e1-aae7-fccf8b9437fd\", \"a5b1104f-1be4-4186-ae51-c705107530b6\", \"7d0c525a-27ac-4bd9-b6a4-3218bc7a624a\"], \"total_duration\": 959.0, \"total_sessions\": 4, \"mean_week_duration\": 5.298}}, {\"28687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-24 22:02:03.000000+00:00\", \"2019-10-06 08:40:37.000000+00:00\"], \"session_ids\": [\"f8d54753-f58e-4936-87eb-b26699184f55\", \"8c608dc4-0ad3-4f76-97af-c2719f487e65\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 4.638}}, {\"25240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-02-11 16:37:13.000000+00:00\", \"2022-01-14 01:12:41.000000+00:00\"], \"session_ids\": [\"321a8151-c345-4d5d-ac04-973d8b658c34\", \"b20a0dc5-43c8-417c-8ec5-a7bcd4d37dbf\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 88.5}}, {\"45128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-03-04 04:54:31.000000+00:00\", \"2019-08-03 14:42:22.000000+00:00\"], \"session_ids\": [\"46ce0830-341c-40cd-92dc-d081d32a95ff\", \"b6ba25ff-60e3-4130-b795-7638d5779f41\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.704}}, {\"77151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-11-10 20:31:26.000000+00:00\", \"2021-11-14 14:53:14.000000+00:00\"], \"session_ids\": [\"0fb61e36-d329-4bf1-be26-d49a506829eb\", \"552949fa-b46a-45da-b6bc-fd8a2a087e39\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 2.124}}, {\"39194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-01 19:03:32.000000+00:00\", \"2019-11-16 14:44:58.000000+00:00\", \"2023-06-27 05:24:42.000000+00:00\"], \"session_ids\": [\"7e5933c7-2292-40f9-bfe4-6155e484c788\", \"de65bce6-5c3d-4182-a4e2-18992af644a7\", \"09651aef-ede2-4335-a29a-dcd49d9717da\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.074}}, {\"4655\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-09 05:45:20.000000+00:00\", \"2019-12-08 15:13:53.000000+00:00\"], \"session_ids\": [\"1602556b-1adb-4da0-a12e-07a754c6db6b\", \"484b9373-a107-4633-b293-4f0adef7e6d4\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}}, {\"20549\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-20 20:38:14.000000+00:00\", \"2021-08-28 06:39:29.000000+00:00\", \"2022-05-19 07:03:30.000000+00:00\"], \"session_ids\": [\"3ac4e2c3-4f79-4360-9fa9-e917662a84cc\", \"28673efb-fb61-4e1c-8fd6-b62541d1600d\", \"ae4abe06-b053-40a8-92c8-e36e730bd7f9\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 2.0}}, {\"74990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-09 14:26:29.000000+00:00\", \"2019-12-18 22:55:25.000000+00:00\"], \"session_ids\": [\"e46b7e7c-f21a-463c-8f5e-2b85b2fda130\", \"9b5b2a2c-cd04-4168-93b1-6451ca7fc2a8\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.72}}]\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[{\"31168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-12 03:20:56.000000+00:00\", \"2022-08-18 16:25:23.000000+00:00\", \"2019-03-03 04:55:00.000000+00:00\", \"2020-07-20 14:34:01.000000+00:00\"], \"session_ids\": [\"d95facfc-803c-4ba7-8436-4daf81dd59c1\", \"a7879832-cde5-40e1-aae7-fccf8b9437fd\", \"a5b1104f-1be4-4186-ae51-c705107530b6\", \"7d0c525a-27ac-4bd9-b6a4-3218bc7a624a\"], \"total_duration\": 959.0, \"total_sessions\": 4, \"mean_week_duration\": 5.298}}, {\"28687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-24 22:02:03.000000+00:00\", \"2019-10-06 08:40:37.000000+00:00\"], \"session_ids\": [\"f8d54753-f58e-4936-87eb-b26699184f55\", \"8c608dc4-0ad3-4f76-97af-c2719f487e65\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 4.638}}, {\"25240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-02-11 16:37:13.000000+00:00\", \"2022-01-14 01:12:41.000000+00:00\"], \"session_ids\": [\"321a8151-c345-4d5d-ac04-973d8b658c34\", \"b20a0dc5-43c8-417c-8ec5-a7bcd4d37dbf\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 88.5}}, {\"45128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-03-04 04:54:31.000000+00:00\", \"2019-08-03 14:42:22.000000+00:00\"], \"session_ids\": [\"46ce0830-341c-40cd-92dc-d081d32a95ff\", \"b6ba25ff-60e3-4130-b795-7638d5779f41\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.704}}, {\"77151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-11-10 20:31:26.000000+00:00\", \"2021-11-14 14:53:14.000000+00:00\"], \"session_ids\": [\"0fb61e36-d329-4bf1-be26-d49a506829eb\", \"552949fa-b46a-45da-b6bc-fd8a2a087e39\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 2.124}}, {\"39194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-01 19:03:32.000000+00:00\", \"2019-11-16 14:44:58.000000+00:00\", \"2023-06-27 05:24:42.000000+00:00\"], \"session_ids\": [\"7e5933c7-2292-40f9-bfe4-6155e484c788\", \"de65bce6-5c3d-4182-a4e2-18992af644a7\", \"09651aef-ede2-4335-a29a-dcd49d9717da\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.074}}, {\"4655\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-09 05:45:20.000000+00:00\", \"2019-12-08 15:13:53.000000+00:00\"], \"session_ids\": [\"1602556b-1adb-4da0-a12e-07a754c6db6b\", \"484b9373-a107-4633-b293-4f0adef7e6d4\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}}, {\"20549\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-20 20:38:14.000000+00:00\", \"2021-08-28 06:39:29.000000+00:00\", \"2022-05-19 07:03:30.000000+00:00\"], \"session_ids\": [\"3ac4e2c3-4f79-4360-9fa9-e917662a84cc\", \"28673efb-fb61-4e1c-8fd6-b62541d1600d\", \"ae4abe06-b053-40a8-92c8-e36e730bd7f9\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 2.0}}, {\"74990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-09 14:26:29.000000+00:00\", \"2019-12-18 22:55:25.000000+00:00\"], \"session_ids\": [\"e46b7e7c-f21a-463c-8f5e-2b85b2fda130\", \"9b5b2a2c-cd04-4168-93b1-6451ca7fc2a8\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.72}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 7 users who belong to city Havana in addition do sorting by town center name in desc order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"59960\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-28 06:30:15.000000+00:00\", \"2021-04-17 00:32:28.000000+00:00\"], \"session_ids\": [\"011bab38-32ce-4350-82ba-7b4cacbaa0cc\", \"aceeb63b-c4d1-480c-bdab-449e32adc158\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 18.28}, \"96442\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-21 17:29:18.000000+00:00\", \"2021-10-17 22:44:47.000000+00:00\", \"2023-01-09 19:01:39.000000+00:00\", \"2020-11-29 11:05:17.000000+00:00\"], \"session_ids\": [\"824ab282-8170-43d4-bb8e-58010585eca9\", \"b445b2a8-3586-4b57-925f-4eefe07106d3\", \"7f4983ac-c142-4d6d-9287-adc03eb5f423\", \"889f3883-91d2-4c33-8c34-197fcdc6614f\"], \"total_duration\": 2074.0, \"total_sessions\": 4, \"mean_week_duration\": 12.345}, \"76261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-12 07:46:53.000000+00:00\", \"2019-08-27 02:54:14.000000+00:00\"], \"session_ids\": [\"b1e4fba7-377f-4397-9573-b716d8a1db52\", \"3cd68673-b61a-4d62-be75-1fd4c2eaf215\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 1.347}, \"26476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-23 21:02:46.000000+00:00\", \"2021-01-15 17:23:25.000000+00:00\", \"2022-12-31 15:12:18.000000+00:00\"], \"session_ids\": [\"87d2aad3-2111-4b24-be63-e74f15205613\", \"5a479c99-f25c-47a1-b140-299bf68b5ee9\", \"580a3925-037d-4840-bf4c-ed9f367b0b7a\"], \"total_duration\": 394.0, \"total_sessions\": 3, \"mean_week_duration\": 2.141}, \"83411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-19 02:43:59.000000+00:00\", \"2023-05-27 07:37:06.000000+00:00\"], \"session_ids\": [\"c6d074d1-d447-47c6-8f5c-7964ab0c58d4\", \"5e10a11d-0430-4cb7-8d30-7d3d489d867b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.629}, \"11427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-23 11:54:09.000000+00:00\", \"2022-03-23 21:28:24.000000+00:00\"], \"session_ids\": [\"968a843c-9c13-4034-a3ba-d292bd31864d\", \"bc4904d0-e423-4087-a403-88fa83f4f4ed\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 1.701}, \"27498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-12 12:02:07.000000+00:00\", \"2019-03-25 00:26:24.000000+00:00\"], \"session_ids\": [\"ab4d3eab-ebb7-475a-bda0-4178bf0bde17\", \"5f45aa1c-075a-46c9-a7e0-320669f5411d\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 7.213}, \"80003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-17 17:44:48.000000+00:00\", \"2021-08-12 08:56:37.000000+00:00\", \"2020-05-19 06:03:09.000000+00:00\"], \"session_ids\": [\"195f4484-22a1-4630-bd09-dfe2239bdbaf\", \"e3a7f98e-6e25-41e9-b4f2-2f11f4644a1a\", \"3f6e9b5c-8439-4ac5-9bb4-c927f686ad2f\"], \"total_duration\": 834.0, \"total_sessions\": 3, \"mean_week_duration\": 11.27}, \"7250\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-03 21:55:58.000000+00:00\", \"2021-10-14 21:28:15.000000+00:00\"], \"session_ids\": [\"d784fa1b-122d-4966-9605-c388bf9eb80b\", \"a689bc93-4af0-493c-bf64-7452020cf49a\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 5.438}, \"25321\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-10 03:04:11.000000+00:00\", \"2023-02-07 02:22:02.000000+00:00\"], \"session_ids\": [\"280b7f82-9783-446d-b321-a36ce076b180\", \"7f98bdbb-a9d5-4b56-91ec-1ca3e1ce514a\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.979}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Havana"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Havana\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 6 users pieces of information who are residents of cities Stockholm, San Salvador, Nassau, Mumbai, San Juan plus put to use sorting by town center name from the largest value to the smallest 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{\"89279\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-30 16:17:52.000000+00:00\", \"2021-03-05 00:19:24.000000+00:00\"], \"session_ids\": [\"8b2ffdab-8daa-4418-89c9-fb674ed8a38f\", \"c389bbad-e25d-4311-84b8-878b9c9090db\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.939}, \"71909\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-29 19:14:21.000000+00:00\", \"2020-12-05 18:15:05.000000+00:00\"], \"session_ids\": [\"83d2fc90-a968-4c0d-95ae-29a788352b2f\", \"d97538a0-5782-4443-8f07-7f0bb0459764\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 6.796}, \"30604\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-07 21:43:16.000000+00:00\", \"2019-05-30 15:35:48.000000+00:00\", \"2021-06-09 22:04:22.000000+00:00\"], \"session_ids\": [\"40dc8fcc-8abb-4626-8fac-b58cd4567f4a\", \"7ce73df5-a80f-424c-b9cd-2f2df2a48547\", \"7065d6a6-581b-42bf-bfdb-e41e958f2199\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 2.877}, \"53621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-06 07:12:41.000000+00:00\", \"2023-04-19 22:39:01.000000+00:00\", \"2020-10-29 12:47:18.000000+00:00\", \"2019-12-16 16:49:38.000000+00:00\", \"2021-03-10 04:46:49.000000+00:00\", \"2023-04-06 20:41:18.000000+00:00\", \"2021-11-26 12:00:53.000000+00:00\", \"2019-03-15 17:11:43.000000+00:00\", \"2020-05-22 04:22:53.000000+00:00\"], \"session_ids\": [\"fea0ea01-e999-4f2b-9bc3-1a3a0e9a9ba5\", \"47ade162-6000-4c29-9e21-62cfefbf8523\", \"bf772ae1-d021-4567-85de-2370a7d531d4\", \"1adb0a82-a053-49f9-ac40-f47429dbb9e7\", \"67606bf5-e565-4996-9e1e-68d9ea19c8fc\", \"4026c4c4-973c-4d57-b8b4-0efe9bee22b9\", \"4a3305ab-c9bc-4b40-a3a9-b6b65de66be8\", \"1db9b4e4-ce6f-459e-b705-64970ad1fe28\", \"7ad9eab9-49ce-4fa2-a8a5-eb10e57d01f3\"], \"total_duration\": 9035.0, \"total_sessions\": 9, \"mean_week_duration\": 42.22}, \"25796\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-12-15 05:39:53.000000+00:00\", \"2020-12-26 09:43:59.000000+00:00\", \"2019-04-20 05:16:17.000000+00:00\", \"2022-05-07 19:35:52.000000+00:00\", \"2023-05-20 18:47:12.000000+00:00\"], \"session_ids\": [\"c767063d-298d-44cf-915e-042149b31214\", \"515779b7-714c-4f66-ae2f-e01fc671f434\", \"6fe3ac5f-fb71-4542-b9de-b88a471700a2\", \"56e8aa18-e4df-46cb-addf-6d019e9b662c\", \"4b370a4b-7a4c-4a62-9f90-86830303c89a\"], \"total_duration\": 494.0, \"total_sessions\": 5, \"mean_week_duration\": 2.319}, \"96218\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-01-07 09:47:20.000000+00:00\", \"2023-01-28 06:25:01.000000+00:00\", \"2020-12-30 15:08:09.000000+00:00\", \"2021-05-01 05:55:23.000000+00:00\", \"2021-04-29 18:17:50.000000+00:00\", \"2019-06-09 08:29:19.000000+00:00\", \"2019-01-14 13:04:30.000000+00:00\"], \"session_ids\": [\"65716661-c539-40e8-93cf-0a040ca9ea8e\", \"b7eaf036-0d2e-42dc-80f3-271867d71876\", \"fb9644fd-c231-4972-8ee9-c4a6fb9b2fef\", \"ce9905ff-5515-42d5-bda6-ff2705fc79d9\", \"425daeb2-65f9-4f77-9bb8-fb43de71e863\", \"ad86525e-9e55-4f7f-94d9-ee00ba9ea235\", \"311bc298-65f8-4488-81b7-d6f9e4b3bf56\"], \"total_duration\": 117.0, \"total_sessions\": 7, \"mean_week_duration\": 0.555}, \"38034\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 11, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-18 12:37:14.000000+00:00\", \"2020-01-22 10:58:58.000000+00:00\"], \"session_ids\": [\"ce7b642d-11db-4dec-977b-18f3ff9dfe09\", \"fca857d8-9e52-40ab-abe5-8dcfd7f87b93\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.939}, \"75278\": {\"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\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-21 14:03:07.000000+00:00\", \"2019-08-25 05:08:15.000000+00:00\"], \"session_ids\": [\"ca6b2d06-8870-4db3-bac2-a2c99796d2a9\", \"23ab5a0c-fab0-4c39-836f-558fc4545e18\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}, \"28410\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-31 12:41:22.000000+00:00\", \"2019-12-17 07:04:26.000000+00:00\", \"2021-12-07 15:01:09.000000+00:00\", \"2021-04-13 19:14:36.000000+00:00\"], \"session_ids\": [\"aa976e03-1e6f-407f-a6ba-484ba102af5c\", \"60404948-51d1-44bc-981e-3daa47e74a0e\", \"051d7ee4-3280-4051-8d23-c0f4290b5445\", \"e219e508-0f9a-45a7-bc9c-d3dc3eeba02f\"], \"total_duration\": 193.0, \"total_sessions\": 4, \"mean_week_duration\": 1.739}, \"36362\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-28 08:52:42.000000+00:00\", \"2022-05-20 14:11:15.000000+00:00\", \"2023-01-10 06:35:50.000000+00:00\"], \"session_ids\": [\"d724a296-b845-4314-9d13-0942de48df2f\", \"5459540c-73b4-4c7a-a2ee-2fd9b7b8b028\", \"acb16ee4-8439-4798-aedd-1b95fa1490e9\"], \"total_duration\": 168.0, \"total_sessions\": 3, \"mean_week_duration\": 4.941}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Stockholm, San Salvador, Nassau, Mumbai, San Juan"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Stockholm\", \"San Salvador\", \"Nassau\", \"Mumbai\", \"San Juan\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"53621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-06 07:12:41.000000+00:00\", \"2023-04-19 22:39:01.000000+00:00\", \"2020-10-29 12:47:18.000000+00:00\", \"2019-12-16 16:49:38.000000+00:00\", \"2021-03-10 04:46:49.000000+00:00\", \"2023-04-06 20:41:18.000000+00:00\", \"2021-11-26 12:00:53.000000+00:00\", \"2019-03-15 17:11:43.000000+00:00\", \"2020-05-22 04:22:53.000000+00:00\"], \"session_ids\": [\"fea0ea01-e999-4f2b-9bc3-1a3a0e9a9ba5\", \"47ade162-6000-4c29-9e21-62cfefbf8523\", \"bf772ae1-d021-4567-85de-2370a7d531d4\", \"1adb0a82-a053-49f9-ac40-f47429dbb9e7\", \"67606bf5-e565-4996-9e1e-68d9ea19c8fc\", \"4026c4c4-973c-4d57-b8b4-0efe9bee22b9\", \"4a3305ab-c9bc-4b40-a3a9-b6b65de66be8\", \"1db9b4e4-ce6f-459e-b705-64970ad1fe28\", \"7ad9eab9-49ce-4fa2-a8a5-eb10e57d01f3\"], \"total_duration\": 9035.0, \"total_sessions\": 9, \"mean_week_duration\": 42.22}, \"75278\": {\"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\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-21 14:03:07.000000+00:00\", \"2019-08-25 05:08:15.000000+00:00\"], \"session_ids\": [\"ca6b2d06-8870-4db3-bac2-a2c99796d2a9\", \"23ab5a0c-fab0-4c39-836f-558fc4545e18\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"53621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-06 07:12:41.000000+00:00\", \"2023-04-19 22:39:01.000000+00:00\", \"2020-10-29 12:47:18.000000+00:00\", \"2019-12-16 16:49:38.000000+00:00\", \"2021-03-10 04:46:49.000000+00:00\", \"2023-04-06 20:41:18.000000+00:00\", \"2021-11-26 12:00:53.000000+00:00\", \"2019-03-15 17:11:43.000000+00:00\", \"2020-05-22 04:22:53.000000+00:00\"], \"session_ids\": [\"fea0ea01-e999-4f2b-9bc3-1a3a0e9a9ba5\", \"47ade162-6000-4c29-9e21-62cfefbf8523\", \"bf772ae1-d021-4567-85de-2370a7d531d4\", \"1adb0a82-a053-49f9-ac40-f47429dbb9e7\", \"67606bf5-e565-4996-9e1e-68d9ea19c8fc\", \"4026c4c4-973c-4d57-b8b4-0efe9bee22b9\", \"4a3305ab-c9bc-4b40-a3a9-b6b65de66be8\", \"1db9b4e4-ce6f-459e-b705-64970ad1fe28\", \"7ad9eab9-49ce-4fa2-a8a5-eb10e57d01f3\"], \"total_duration\": 9035.0, \"total_sessions\": 9, \"mean_week_duration\": 42.22}}, {\"75278\": {\"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\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-21 14:03:07.000000+00:00\", \"2019-08-25 05:08:15.000000+00:00\"], \"session_ids\": [\"ca6b2d06-8870-4db3-bac2-a2c99796d2a9\", \"23ab5a0c-fab0-4c39-836f-558fc4545e18\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"53621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-06 07:12:41.000000+00:00\", \"2023-04-19 22:39:01.000000+00:00\", \"2020-10-29 12:47:18.000000+00:00\", \"2019-12-16 16:49:38.000000+00:00\", \"2021-03-10 04:46:49.000000+00:00\", \"2023-04-06 20:41:18.000000+00:00\", \"2021-11-26 12:00:53.000000+00:00\", \"2019-03-15 17:11:43.000000+00:00\", \"2020-05-22 04:22:53.000000+00:00\"], \"session_ids\": [\"fea0ea01-e999-4f2b-9bc3-1a3a0e9a9ba5\", \"47ade162-6000-4c29-9e21-62cfefbf8523\", \"bf772ae1-d021-4567-85de-2370a7d531d4\", \"1adb0a82-a053-49f9-ac40-f47429dbb9e7\", \"67606bf5-e565-4996-9e1e-68d9ea19c8fc\", \"4026c4c4-973c-4d57-b8b4-0efe9bee22b9\", \"4a3305ab-c9bc-4b40-a3a9-b6b65de66be8\", \"1db9b4e4-ce6f-459e-b705-64970ad1fe28\", \"7ad9eab9-49ce-4fa2-a8a5-eb10e57d01f3\"], \"total_duration\": 9035.0, \"total_sessions\": 9, \"mean_week_duration\": 42.22}}, {\"75278\": {\"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\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-21 14:03:07.000000+00:00\", \"2019-08-25 05:08:15.000000+00:00\"], \"session_ids\": [\"ca6b2d06-8870-4db3-bac2-a2c99796d2a9\", \"23ab5a0c-fab0-4c39-836f-558fc4545e18\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}}]\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[{\"53621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-06 07:12:41.000000+00:00\", \"2023-04-19 22:39:01.000000+00:00\", \"2020-10-29 12:47:18.000000+00:00\", \"2019-12-16 16:49:38.000000+00:00\", \"2021-03-10 04:46:49.000000+00:00\", \"2023-04-06 20:41:18.000000+00:00\", \"2021-11-26 12:00:53.000000+00:00\", \"2019-03-15 17:11:43.000000+00:00\", \"2020-05-22 04:22:53.000000+00:00\"], \"session_ids\": [\"fea0ea01-e999-4f2b-9bc3-1a3a0e9a9ba5\", \"47ade162-6000-4c29-9e21-62cfefbf8523\", \"bf772ae1-d021-4567-85de-2370a7d531d4\", \"1adb0a82-a053-49f9-ac40-f47429dbb9e7\", \"67606bf5-e565-4996-9e1e-68d9ea19c8fc\", \"4026c4c4-973c-4d57-b8b4-0efe9bee22b9\", \"4a3305ab-c9bc-4b40-a3a9-b6b65de66be8\", \"1db9b4e4-ce6f-459e-b705-64970ad1fe28\", \"7ad9eab9-49ce-4fa2-a8a5-eb10e57d01f3\"], \"total_duration\": 9035.0, \"total_sessions\": 9, \"mean_week_duration\": 42.22}}, {\"75278\": {\"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\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-21 14:03:07.000000+00:00\", \"2019-08-25 05:08:15.000000+00:00\"], \"session_ids\": [\"ca6b2d06-8870-4db3-bac2-a2c99796d2a9\", \"23ab5a0c-fab0-4c39-836f-558fc4545e18\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}}]\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": "Tell me about user whose mean_week_duration is strictly greater than 10 + implement sorting by total amount of duration form the lowest to the highest."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"62520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-10 11:00:54.000000+00:00\", \"2019-02-02 01:45:41.000000+00:00\"], \"session_ids\": [\"07262698-79a6-42b6-b445-e1bde03e468b\", \"52aca88c-899c-4956-9f2b-a2a46ba770f7\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 8.087}, \"25816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-23 12:10:07.000000+00:00\", \"2021-04-11 15:01:46.000000+00:00\"], \"session_ids\": [\"3b0bd444-da77-4c47-b508-0a9a9904f472\", \"595d162f-8d89-4501-b3ca-666ff30e7cd8\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 7.738}, \"41512\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-06-23 01:32:26.000000+00:00\", \"2021-12-30 15:46:41.000000+00:00\"], \"session_ids\": [\"43c0b632-a166-42ce-af4d-b37344ccc7e2\", \"1a9b7c26-f558-4a56-abf7-cfb315351de2\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 2.481}, \"5823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-11 06:58:15.000000+00:00\", \"2022-06-11 11:24:46.000000+00:00\", \"2020-07-22 14:51:04.000000+00:00\", \"2023-01-05 07:42:54.000000+00:00\", \"2019-06-04 14:42:34.000000+00:00\", \"2023-06-21 07:30:17.000000+00:00\", \"2023-06-26 12:53:50.000000+00:00\", \"2020-07-23 04:00:18.000000+00:00\", \"2021-01-06 00:25:20.000000+00:00\", \"2019-07-02 01:14:47.000000+00:00\"], \"session_ids\": [\"561ce654-5498-485b-a042-6f8d00975d4a\", \"d17e95c2-24ef-45bf-8cc4-9b89ef66ea14\", \"97988836-409e-4b57-aefa-cd58303c075a\", \"9f7a1701-f0ce-4874-b11a-769219e325c6\", \"20ce296f-4eeb-43ba-8bd2-007716024a63\", \"f40a0722-1aec-49b7-b570-13a4d8fea488\", \"b67b4e1a-3dbe-4189-82a8-65ba49c37acd\", \"2af08470-6564-4358-b5ac-a2cf98c1f8f9\", \"4d6ce4b3-906c-4ab2-9697-86668a7493c2\", \"70b7848a-64a8-45f8-8eff-6985aa97245c\"], \"total_duration\": 32776.0, \"total_sessions\": 10, \"mean_week_duration\": 154.604}, \"66457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-12-27 12:09:29.000000+00:00\", \"2021-06-11 20:40:05.000000+00:00\"], \"session_ids\": [\"dbcbdf00-620e-4a5a-9902-0677987737ff\", \"b655288d-7d4a-4c39-87d8-d1796eb4b79d\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 3.296}, \"81642\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-04 21:35:49.000000+00:00\", \"2022-10-22 12:15:07.000000+00:00\", \"2019-07-02 09:07:16.000000+00:00\", \"2021-10-09 03:06:53.000000+00:00\", \"2022-09-24 22:28:05.000000+00:00\", \"2020-05-24 09:30:49.000000+00:00\", \"2019-03-22 13:50:38.000000+00:00\", \"2021-07-24 16:40:39.000000+00:00\", \"2019-03-12 02:15:30.000000+00:00\"], \"session_ids\": [\"54d547c1-1a76-44df-96f9-dc96363f09fc\", \"b8ea6fcd-c11f-4275-8d8f-07d9d17a3c87\", \"48b93b54-3b6a-4c76-b0eb-cb15510f615b\", \"76a3611a-abe6-4b97-ba50-03f2491e111f\", \"033192fa-d323-4426-995b-8b35619ea0ad\", \"2b70e5dc-ae7f-46a5-9043-8b567721fa28\", \"fe3fcb7c-59ef-4768-bdc0-7bf54c946ae2\", \"ba9f13ca-8b5e-47fe-8f56-d502ae51a40e\", \"65366ee6-8825-48cd-a8c2-417bd406543a\"], \"total_duration\": 192.0, \"total_sessions\": 9, \"mean_week_duration\": 1.016}, \"10511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-11 15:59:19.000000+00:00\", \"2023-05-11 20:19:39.000000+00:00\", \"2021-06-20 09:09:34.000000+00:00\", \"2021-10-20 20:32:08.000000+00:00\", \"2021-03-20 03:56:23.000000+00:00\"], \"session_ids\": [\"13373568-d00e-47a0-8e4a-37964a0ade81\", \"4ba734fd-020d-4ca9-9efb-4a00a1d831a5\", \"57d7f4a3-208d-491b-8fef-cdd2fd9410bd\", \"132e5316-2708-4b4b-8f4f-e74a632d1ec5\", \"9df6ab4e-3b54-4fab-831d-c76b99f2543a\"], \"total_duration\": 877.0, \"total_sessions\": 5, \"mean_week_duration\": 7.189}, \"31660\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-27 07:39:50.000000+00:00\", \"2023-05-04 11:14:29.000000+00:00\"], \"session_ids\": [\"0a80d7e3-090d-499b-b1da-2d1d6014c5d0\", \"0961672e-38d4-4d9e-9468-1a4b64eb9e06\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}, \"70422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-17 14:26:32.000000+00:00\", \"2021-11-26 12:08:38.000000+00:00\"], \"session_ids\": [\"3071fd61-3233-48d3-a000-27aec558c3c5\", \"4f50a922-b2a7-46f4-a59d-99e20df2862a\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 1.309}, \"2308\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-01 23:30:54.000000+00:00\", \"2019-04-16 04:50:33.000000+00:00\"], \"session_ids\": [\"3e60f59a-da37-4d07-88e4-ecd665bed230\", \"467c2d84-88f2-4488-a892-c57158c7eab3\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 3.392}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 32]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-11 06:58:15.000000+00:00\", \"2022-06-11 11:24:46.000000+00:00\", \"2020-07-22 14:51:04.000000+00:00\", \"2023-01-05 07:42:54.000000+00:00\", \"2019-06-04 14:42:34.000000+00:00\", \"2023-06-21 07:30:17.000000+00:00\", \"2023-06-26 12:53:50.000000+00:00\", \"2020-07-23 04:00:18.000000+00:00\", \"2021-01-06 00:25:20.000000+00:00\", \"2019-07-02 01:14:47.000000+00:00\"], \"session_ids\": [\"561ce654-5498-485b-a042-6f8d00975d4a\", \"d17e95c2-24ef-45bf-8cc4-9b89ef66ea14\", \"97988836-409e-4b57-aefa-cd58303c075a\", \"9f7a1701-f0ce-4874-b11a-769219e325c6\", \"20ce296f-4eeb-43ba-8bd2-007716024a63\", \"f40a0722-1aec-49b7-b570-13a4d8fea488\", \"b67b4e1a-3dbe-4189-82a8-65ba49c37acd\", \"2af08470-6564-4358-b5ac-a2cf98c1f8f9\", \"4d6ce4b3-906c-4ab2-9697-86668a7493c2\", \"70b7848a-64a8-45f8-8eff-6985aa97245c\"], \"total_duration\": 32776.0, \"total_sessions\": 10, \"mean_week_duration\": 154.604}}\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[{\"5823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-11 06:58:15.000000+00:00\", \"2022-06-11 11:24:46.000000+00:00\", \"2020-07-22 14:51:04.000000+00:00\", \"2023-01-05 07:42:54.000000+00:00\", \"2019-06-04 14:42:34.000000+00:00\", \"2023-06-21 07:30:17.000000+00:00\", \"2023-06-26 12:53:50.000000+00:00\", \"2020-07-23 04:00:18.000000+00:00\", \"2021-01-06 00:25:20.000000+00:00\", \"2019-07-02 01:14:47.000000+00:00\"], \"session_ids\": [\"561ce654-5498-485b-a042-6f8d00975d4a\", \"d17e95c2-24ef-45bf-8cc4-9b89ef66ea14\", \"97988836-409e-4b57-aefa-cd58303c075a\", \"9f7a1701-f0ce-4874-b11a-769219e325c6\", \"20ce296f-4eeb-43ba-8bd2-007716024a63\", \"f40a0722-1aec-49b7-b570-13a4d8fea488\", \"b67b4e1a-3dbe-4189-82a8-65ba49c37acd\", \"2af08470-6564-4358-b5ac-a2cf98c1f8f9\", \"4d6ce4b3-906c-4ab2-9697-86668a7493c2\", \"70b7848a-64a8-45f8-8eff-6985aa97245c\"], \"total_duration\": 32776.0, \"total_sessions\": 10, \"mean_week_duration\": 154.604}}]\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[{\"5823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-11 06:58:15.000000+00:00\", \"2022-06-11 11:24:46.000000+00:00\", \"2020-07-22 14:51:04.000000+00:00\", \"2023-01-05 07:42:54.000000+00:00\", \"2019-06-04 14:42:34.000000+00:00\", \"2023-06-21 07:30:17.000000+00:00\", \"2023-06-26 12:53:50.000000+00:00\", \"2020-07-23 04:00:18.000000+00:00\", \"2021-01-06 00:25:20.000000+00:00\", \"2019-07-02 01:14:47.000000+00:00\"], \"session_ids\": [\"561ce654-5498-485b-a042-6f8d00975d4a\", \"d17e95c2-24ef-45bf-8cc4-9b89ef66ea14\", \"97988836-409e-4b57-aefa-cd58303c075a\", \"9f7a1701-f0ce-4874-b11a-769219e325c6\", \"20ce296f-4eeb-43ba-8bd2-007716024a63\", \"f40a0722-1aec-49b7-b570-13a4d8fea488\", \"b67b4e1a-3dbe-4189-82a8-65ba49c37acd\", \"2af08470-6564-4358-b5ac-a2cf98c1f8f9\", \"4d6ce4b3-906c-4ab2-9697-86668a7493c2\", \"70b7848a-64a8-45f8-8eff-6985aa97245c\"], \"total_duration\": 32776.0, \"total_sessions\": 10, \"mean_week_duration\": 154.604}}]\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[{\"5823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-11 06:58:15.000000+00:00\", \"2022-06-11 11:24:46.000000+00:00\", \"2020-07-22 14:51:04.000000+00:00\", \"2023-01-05 07:42:54.000000+00:00\", \"2019-06-04 14:42:34.000000+00:00\", \"2023-06-21 07:30:17.000000+00:00\", \"2023-06-26 12:53:50.000000+00:00\", \"2020-07-23 04:00:18.000000+00:00\", \"2021-01-06 00:25:20.000000+00:00\", \"2019-07-02 01:14:47.000000+00:00\"], \"session_ids\": [\"561ce654-5498-485b-a042-6f8d00975d4a\", \"d17e95c2-24ef-45bf-8cc4-9b89ef66ea14\", \"97988836-409e-4b57-aefa-cd58303c075a\", \"9f7a1701-f0ce-4874-b11a-769219e325c6\", \"20ce296f-4eeb-43ba-8bd2-007716024a63\", \"f40a0722-1aec-49b7-b570-13a4d8fea488\", \"b67b4e1a-3dbe-4189-82a8-65ba49c37acd\", \"2af08470-6564-4358-b5ac-a2cf98c1f8f9\", \"4d6ce4b3-906c-4ab2-9697-86668a7493c2\", \"70b7848a-64a8-45f8-8eff-6985aa97245c\"], \"total_duration\": 32776.0, \"total_sessions\": 10, \"mean_week_duration\": 154.604}}]\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 users who belong to city Toronto in addition implement sorting by average of total time spent in the app per week in descending order."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"50529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-21 13:33:06.000000+00:00\", \"2022-07-16 15:03:51.000000+00:00\"], \"session_ids\": [\"88f419c6-67ab-4c49-8fb8-c76fd1f134b0\", \"feb6ef07-a218-40b2-8b9d-4e2a5061a719\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 13.235}, \"93660\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-28 14:44:10.000000+00:00\", \"2019-04-18 07:57:13.000000+00:00\", \"2021-12-22 03:22:47.000000+00:00\", \"2023-01-11 20:22:29.000000+00:00\"], \"session_ids\": [\"fc62aa57-ff26-4f6c-ace8-379786910be4\", \"982ef316-cf29-4fcb-a7f3-3cdcc73dd2e7\", \"bd196684-995b-4a67-8cc7-199346c4c969\", \"695bd316-90ff-4065-9178-5ca29b559631\"], \"total_duration\": 2020.0, \"total_sessions\": 4, \"mean_week_duration\": 10.359}, \"3195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-15 04:21:30.000000+00:00\", \"2020-04-15 03:01:45.000000+00:00\"], \"session_ids\": [\"e80d2371-4ca7-408a-b526-5522a843e9ff\", \"657d5d2a-10df-4816-9828-bc61ed53e8a6\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 3.615}, \"40106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-02 23:21:28.000000+00:00\", \"2021-01-14 08:52:01.000000+00:00\"], \"session_ids\": [\"7b61bffd-72d5-405b-9f09-52f506f37390\", \"501f6df4-41f5-4208-aef0-d43651b2787f\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}, \"61746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-05-20 06:08:03.000000+00:00\", \"2020-01-11 02:47:14.000000+00:00\"], \"session_ids\": [\"d00ca244-1006-463a-8131-dede181a2077\", \"a662e987-7291-4385-b11c-bc82ddce6b1a\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 2.958}, \"69032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-06 05:28:57.000000+00:00\", \"2021-10-13 08:18:12.000000+00:00\"], \"session_ids\": [\"cb86b204-58ab-4800-bb92-bf1329db6fa2\", \"95be4103-941b-4522-b19d-ad60b427ef1e\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 1.147}, \"3539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-03 21:13:46.000000+00:00\", \"2020-05-16 08:29:11.000000+00:00\", \"2019-01-13 10:07:22.000000+00:00\", \"2021-02-08 07:01:03.000000+00:00\", \"2021-08-13 07:02:45.000000+00:00\", \"2020-06-27 08:34:45.000000+00:00\"], \"session_ids\": [\"9228a2d1-93b2-4c26-aad1-e18e0561c07e\", \"153c9d4a-2b35-4478-88f5-677507f3f3fe\", \"2753a7dc-c130-4093-b0d5-103be11f4193\", \"2d4286c9-480c-4107-973b-bbe14f9d66db\", \"46f6e007-d526-4138-8f4e-5da4df1e7eda\", \"c3a7fc1c-132b-491f-8cc2-16115cc84a5e\"], \"total_duration\": 64.0, \"total_sessions\": 6, \"mean_week_duration\": 0.474}, \"24195\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-07-14 07:12:03.000000+00:00\", \"2019-11-14 07:55:33.000000+00:00\", \"2022-04-05 05:34:13.000000+00:00\", \"2022-05-17 01:15:55.000000+00:00\", \"2019-11-16 09:31:20.000000+00:00\"], \"session_ids\": [\"6c01641c-1fbd-4f12-9ad4-4d758e2e278f\", \"fbaad32d-e064-42c9-b6a4-5e370754e80b\", \"d8b229a6-ab4a-4d12-b48c-384129c72207\", \"285b0f00-8246-48e0-bc50-5cd6f94ad141\", \"31a9641f-2a02-45c1-90e6-3f960c4c46db\"], \"total_duration\": 209.0, \"total_sessions\": 5, \"mean_week_duration\": 1.403}, \"17627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-04-09 01:07:12.000000+00:00\", \"2021-01-11 21:44:24.000000+00:00\"], \"session_ids\": [\"2a6dcf1b-1537-4bec-a0cf-a1feecace73b\", \"a8351422-9a30-4fa8-9e21-9e317819f2bf\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 1.598}, \"29801\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-10-06 15:33:47.000000+00:00\", \"2021-11-08 08:12:10.000000+00:00\", \"2022-05-13 23:30:42.000000+00:00\", \"2023-04-11 13:26:54.000000+00:00\", \"2019-01-17 22:56:01.000000+00:00\", \"2023-01-10 15:10:20.000000+00:00\"], \"session_ids\": [\"eb156913-f8c3-4465-a7ec-8082426c2ba7\", \"bb2f254f-60f5-41c1-8417-ff930c4948ff\", \"0da6d9b9-d38d-483c-aad9-0839d742fdcd\", \"8f59f50a-1a9e-4530-a218-031bae7b8a3a\", \"e51a0068-7785-4026-bec4-2af2d02f5e59\", \"f979c9ec-9bd5-41f3-a24c-99f25e8d32d9\"], \"total_duration\": 204.0, \"total_sessions\": 6, \"mean_week_duration\": 0.923}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Toronto"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Toronto\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me 2 users with a time using the app per week that is higher than 49 and lower than 4, exclusively 4 additionaly perform sorting by duration summation form the lowest to the highest additionaly save only 3 entries."
},
{
"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{\"65207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-03-17 11:51:12.000000+00:00\", \"2021-05-29 19:02:55.000000+00:00\", \"2020-02-18 20:30:42.000000+00:00\"], \"session_ids\": [\"d89938a1-2558-4ff9-9210-dcfae5e4ccf9\", \"c4f450c9-ca31-437f-bc8d-785c86baf6c2\", \"549ae4fd-519d-4cfa-b24d-f2481cbfb95d\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.896}, \"18396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-07 20:36:35.000000+00:00\", \"2019-03-20 04:53:21.000000+00:00\"], \"session_ids\": [\"c144545b-b344-4d50-94fb-037811e50d59\", \"5f699336-973d-453b-859a-27df28224412\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}, \"18511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-05 06:35:17.000000+00:00\", \"2022-12-26 04:24:30.000000+00:00\", \"2019-08-31 05:40:19.000000+00:00\", \"2020-09-04 02:17:34.000000+00:00\"], \"session_ids\": [\"6c7239d4-ecd9-44dc-804d-154e54018143\", \"eb30a593-cb28-4d59-9ecf-3b89d7e8702b\", \"a7c1ff82-ede2-485c-b9bf-1aaafbb9d514\", \"3207b876-b8c9-4723-b5b5-57631bab92f8\"], \"total_duration\": 206.0, \"total_sessions\": 4, \"mean_week_duration\": 1.184}, \"35917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-13 12:08:16.000000+00:00\", \"2019-06-10 03:16:20.000000+00:00\"], \"session_ids\": [\"13361e1d-fe9a-4ec5-8e90-5726e90b3d57\", \"235e9012-43c5-4ecb-9b9c-2fa1fb6b1f3c\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"55207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-12 11:05:25.000000+00:00\", \"2020-07-01 19:36:48.000000+00:00\"], \"session_ids\": [\"9e2704e6-3727-45cf-84f0-2437d3a53461\", \"08a48aff-3a26-42fc-9420-99afe84cbfd9\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.097}, \"7337\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-06-20 00:31:28.000000+00:00\", \"2019-06-11 22:38:39.000000+00:00\"], \"session_ids\": [\"45c4613e-687b-4279-af5b-74e71817e5d7\", \"58f5606b-93ae-4abc-afd8-ba160660b37e\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 2.671}, \"45775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-17 22:54:30.000000+00:00\", \"2020-08-20 09:31:16.000000+00:00\"], \"session_ids\": [\"2a3ab93e-34d8-4a1a-a8d9-a076f0812abb\", \"71c8dc28-45e3-44f2-b6a5-e79d675dc290\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.031}, \"11026\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-08-15 18:58:09.000000+00:00\", \"2023-04-05 10:45:09.000000+00:00\", \"2022-01-30 13:17:03.000000+00:00\", \"2021-01-18 01:59:52.000000+00:00\"], \"session_ids\": [\"6a721414-3431-425a-89e8-5ddf5bcfc78f\", \"9770d242-2e8e-48e8-8a91-b3a362f4047e\", \"e432f081-3fc8-49f3-b08e-5cce3893c317\", \"674feaa2-ad4e-4744-8bba-cf7fa12280de\"], \"total_duration\": 1329.0, \"total_sessions\": 4, \"mean_week_duration\": 9.63}, \"39074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-18 10:43:36.000000+00:00\", \"2022-08-28 03:39:57.000000+00:00\"], \"session_ids\": [\"b11f3fd1-395f-404f-9e9c-577252bb0b7f\", \"b09bb969-9850-4cb1-be0f-f566b2e40297\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.529}, \"88721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-01 17:09:57.000000+00:00\", \"2022-11-07 03:13:06.000000+00:00\", \"2020-06-17 07:57:37.000000+00:00\"], \"session_ids\": [\"53081ae9-a968-4ff5-ad7d-182ba16b4c40\", \"f2124b45-625b-4496-8678-779aeb281e75\", \"05937033-cb97-44b0-8651-85dd9dfe41b3\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.56}}\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 4 and are equal or greater than 49"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 49]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-03-17 11:51:12.000000+00:00\", \"2021-05-29 19:02:55.000000+00:00\", \"2020-02-18 20:30:42.000000+00:00\"], \"session_ids\": [\"d89938a1-2558-4ff9-9210-dcfae5e4ccf9\", \"c4f450c9-ca31-437f-bc8d-785c86baf6c2\", \"549ae4fd-519d-4cfa-b24d-f2481cbfb95d\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.896}, \"18396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-07 20:36:35.000000+00:00\", \"2019-03-20 04:53:21.000000+00:00\"], \"session_ids\": [\"c144545b-b344-4d50-94fb-037811e50d59\", \"5f699336-973d-453b-859a-27df28224412\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}, \"18511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-05 06:35:17.000000+00:00\", \"2022-12-26 04:24:30.000000+00:00\", \"2019-08-31 05:40:19.000000+00:00\", \"2020-09-04 02:17:34.000000+00:00\"], \"session_ids\": [\"6c7239d4-ecd9-44dc-804d-154e54018143\", \"eb30a593-cb28-4d59-9ecf-3b89d7e8702b\", \"a7c1ff82-ede2-485c-b9bf-1aaafbb9d514\", \"3207b876-b8c9-4723-b5b5-57631bab92f8\"], \"total_duration\": 206.0, \"total_sessions\": 4, \"mean_week_duration\": 1.184}, \"35917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-13 12:08:16.000000+00:00\", \"2019-06-10 03:16:20.000000+00:00\"], \"session_ids\": [\"13361e1d-fe9a-4ec5-8e90-5726e90b3d57\", \"235e9012-43c5-4ecb-9b9c-2fa1fb6b1f3c\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"55207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-12 11:05:25.000000+00:00\", \"2020-07-01 19:36:48.000000+00:00\"], \"session_ids\": [\"9e2704e6-3727-45cf-84f0-2437d3a53461\", \"08a48aff-3a26-42fc-9420-99afe84cbfd9\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.097}, \"7337\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-06-20 00:31:28.000000+00:00\", \"2019-06-11 22:38:39.000000+00:00\"], \"session_ids\": [\"45c4613e-687b-4279-af5b-74e71817e5d7\", \"58f5606b-93ae-4abc-afd8-ba160660b37e\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 2.671}, \"39074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-18 10:43:36.000000+00:00\", \"2022-08-28 03:39:57.000000+00:00\"], \"session_ids\": [\"b11f3fd1-395f-404f-9e9c-577252bb0b7f\", \"b09bb969-9850-4cb1-be0f-f566b2e40297\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.529}, \"88721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-01 17:09:57.000000+00:00\", \"2022-11-07 03:13:06.000000+00:00\", \"2020-06-17 07:57:37.000000+00:00\"], \"session_ids\": [\"53081ae9-a968-4ff5-ad7d-182ba16b4c40\", \"f2124b45-625b-4496-8678-779aeb281e75\", \"05937033-cb97-44b0-8651-85dd9dfe41b3\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.56}}\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[{\"39074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-18 10:43:36.000000+00:00\", \"2022-08-28 03:39:57.000000+00:00\"], \"session_ids\": [\"b11f3fd1-395f-404f-9e9c-577252bb0b7f\", \"b09bb969-9850-4cb1-be0f-f566b2e40297\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.529}}, {\"35917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-13 12:08:16.000000+00:00\", \"2019-06-10 03:16:20.000000+00:00\"], \"session_ids\": [\"13361e1d-fe9a-4ec5-8e90-5726e90b3d57\", \"235e9012-43c5-4ecb-9b9c-2fa1fb6b1f3c\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"18396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-07 20:36:35.000000+00:00\", \"2019-03-20 04:53:21.000000+00:00\"], \"session_ids\": [\"c144545b-b344-4d50-94fb-037811e50d59\", \"5f699336-973d-453b-859a-27df28224412\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}}, {\"65207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-03-17 11:51:12.000000+00:00\", \"2021-05-29 19:02:55.000000+00:00\", \"2020-02-18 20:30:42.000000+00:00\"], \"session_ids\": [\"d89938a1-2558-4ff9-9210-dcfae5e4ccf9\", \"c4f450c9-ca31-437f-bc8d-785c86baf6c2\", \"549ae4fd-519d-4cfa-b24d-f2481cbfb95d\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.896}}, {\"55207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-12 11:05:25.000000+00:00\", \"2020-07-01 19:36:48.000000+00:00\"], \"session_ids\": [\"9e2704e6-3727-45cf-84f0-2437d3a53461\", \"08a48aff-3a26-42fc-9420-99afe84cbfd9\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.097}}, {\"18511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-05 06:35:17.000000+00:00\", \"2022-12-26 04:24:30.000000+00:00\", \"2019-08-31 05:40:19.000000+00:00\", \"2020-09-04 02:17:34.000000+00:00\"], \"session_ids\": [\"6c7239d4-ecd9-44dc-804d-154e54018143\", \"eb30a593-cb28-4d59-9ecf-3b89d7e8702b\", \"a7c1ff82-ede2-485c-b9bf-1aaafbb9d514\", \"3207b876-b8c9-4723-b5b5-57631bab92f8\"], \"total_duration\": 206.0, \"total_sessions\": 4, \"mean_week_duration\": 1.184}}, {\"7337\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-06-20 00:31:28.000000+00:00\", \"2019-06-11 22:38:39.000000+00:00\"], \"session_ids\": [\"45c4613e-687b-4279-af5b-74e71817e5d7\", \"58f5606b-93ae-4abc-afd8-ba160660b37e\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 2.671}}, {\"88721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-01 17:09:57.000000+00:00\", \"2022-11-07 03:13:06.000000+00:00\", \"2020-06-17 07:57:37.000000+00:00\"], \"session_ids\": [\"53081ae9-a968-4ff5-ad7d-182ba16b4c40\", \"f2124b45-625b-4496-8678-779aeb281e75\", \"05937033-cb97-44b0-8651-85dd9dfe41b3\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.56}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"39074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-18 10:43:36.000000+00:00\", \"2022-08-28 03:39:57.000000+00:00\"], \"session_ids\": [\"b11f3fd1-395f-404f-9e9c-577252bb0b7f\", \"b09bb969-9850-4cb1-be0f-f566b2e40297\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.529}}, {\"35917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-13 12:08:16.000000+00:00\", \"2019-06-10 03:16:20.000000+00:00\"], \"session_ids\": [\"13361e1d-fe9a-4ec5-8e90-5726e90b3d57\", \"235e9012-43c5-4ecb-9b9c-2fa1fb6b1f3c\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"18396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-07 20:36:35.000000+00:00\", \"2019-03-20 04:53:21.000000+00:00\"], \"session_ids\": [\"c144545b-b344-4d50-94fb-037811e50d59\", \"5f699336-973d-453b-859a-27df28224412\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}}]\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[{\"39074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-18 10:43:36.000000+00:00\", \"2022-08-28 03:39:57.000000+00:00\"], \"session_ids\": [\"b11f3fd1-395f-404f-9e9c-577252bb0b7f\", \"b09bb969-9850-4cb1-be0f-f566b2e40297\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.529}}, {\"35917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-13 12:08:16.000000+00:00\", \"2019-06-10 03:16:20.000000+00:00\"], \"session_ids\": [\"13361e1d-fe9a-4ec5-8e90-5726e90b3d57\", \"235e9012-43c5-4ecb-9b9c-2fa1fb6b1f3c\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"18396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-07 20:36:35.000000+00:00\", \"2019-03-20 04:53:21.000000+00:00\"], \"session_ids\": [\"c144545b-b344-4d50-94fb-037811e50d59\", \"5f699336-973d-453b-859a-27df28224412\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about 3 users whose city isn't Tokyo and execute sorting by overall duration of sessions per week in desc order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"89850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-13 04:09:19.000000+00:00\", \"2022-08-27 02:11:29.000000+00:00\"], \"session_ids\": [\"55f26f11-c6c1-4ac6-8044-b5f25a5b3340\", \"dbe2b1be-4f56-48f7-8e66-d6c94fe2f6fe\"], \"total_duration\": 446.0, \"total_sessions\": 2, \"mean_week_duration\": 15.929}, \"1556\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-02 14:41:13.000000+00:00\", \"2020-05-20 08:24:34.000000+00:00\", \"2022-07-23 17:43:32.000000+00:00\"], \"session_ids\": [\"9ed26aa9-b6e5-4847-81a0-cae1a5d78e17\", \"0758d435-cd02-4a8c-9619-5ef01fb185c4\", \"02007f04-6c66-485d-a7ea-ff2bf1f811f5\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 1.465}, \"12141\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-16 17:34:06.000000+00:00\", \"2019-07-10 17:43:19.000000+00:00\"], \"session_ids\": [\"c5dbb8e9-f9ac-4ea0-8be4-4d6ca8d0d60a\", \"8410dbb2-0eea-4db2-a6dd-6967ecf178ba\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 144.0}, \"9079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-26 20:57:58.000000+00:00\", \"2021-08-04 20:06:46.000000+00:00\", \"2021-01-07 08:26:17.000000+00:00\", \"2022-12-24 08:04:10.000000+00:00\", \"2020-05-15 00:07:30.000000+00:00\"], \"session_ids\": [\"b0f7878c-8d68-47e0-8ba8-e23fa7f42e9c\", \"a0ae7b5a-0378-4b22-bc8e-555bbae6b23a\", \"c5d79532-8dc9-40a8-821a-148929feefd4\", \"c13081b0-aad2-48bc-bc85-f6f8f630084b\", \"accabb19-6a6c-44b7-a5fd-9ede6519a5d0\"], \"total_duration\": 198.0, \"total_sessions\": 5, \"mean_week_duration\": 1.445}, \"58372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-25 17:16:12.000000+00:00\", \"2023-04-26 03:10:04.000000+00:00\"], \"session_ids\": [\"40cab65a-65e0-4fcd-b62b-658b8156d5f6\", \"d365f36f-67a2-4749-911d-8130f1b78488\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}, \"89478\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-26 09:46:52.000000+00:00\", \"2020-10-28 15:00:54.000000+00:00\"], \"session_ids\": [\"dfa209c3-92f3-43b5-90d7-14dd76f63ab7\", \"6dca5f73-388d-445d-a580-0943901d43e8\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}, \"55345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-11-01 07:38:31.000000+00:00\", \"2021-11-16 15:24:56.000000+00:00\", \"2021-08-02 02:32:45.000000+00:00\"], \"session_ids\": [\"c2594008-ba39-44b9-a7de-95dbdc8a3c5a\", \"841642aa-e8ad-491e-aaeb-6b2646c15c88\", \"86b683f6-de53-4c2b-968a-7dcb332f4fcf\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.691}, \"82106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-04-01 00:47:09.000000+00:00\", \"2021-12-19 04:23:14.000000+00:00\"], \"session_ids\": [\"174d9df5-475f-41b2-9c4c-ccdb68b62b77\", \"47be8e26-a301-4a43-9b8e-e2fe68801fe6\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.474}, \"79572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-21 10:37:33.000000+00:00\", \"2021-01-09 19:24:05.000000+00:00\"], \"session_ids\": [\"96e3a242-2d58-49ed-a4c6-3964a9e47792\", \"f4cca1bb-67ca-44b7-a31f-aba0d2f764fa\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.818}, \"77063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-07 00:17:38.000000+00:00\", \"2019-05-19 14:34:58.000000+00:00\", \"2019-08-04 08:00:48.000000+00:00\", \"2019-06-15 01:40:52.000000+00:00\", \"2023-02-24 13:40:46.000000+00:00\", \"2020-10-17 07:15:34.000000+00:00\"], \"session_ids\": [\"528d665a-f31b-4de5-9a5c-dea96da8a730\", \"ee5903a5-dc6b-47c5-9cd1-8f566875fabf\", \"3ef26ae6-929d-45a8-9da0-40734abd8319\", \"4c99b30e-0077-4cfe-bc7a-9921e558f824\", \"48ac03c6-c7cd-414b-98d8-1a6bad9efc40\", \"ce3063c2-ca76-4675-b047-a4a248fad68e\"], \"total_duration\": 48.0, \"total_sessions\": 6, \"mean_week_duration\": 0.244}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is not Tokyo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Tokyo\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"89850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-13 04:09:19.000000+00:00\", \"2022-08-27 02:11:29.000000+00:00\"], \"session_ids\": [\"55f26f11-c6c1-4ac6-8044-b5f25a5b3340\", \"dbe2b1be-4f56-48f7-8e66-d6c94fe2f6fe\"], \"total_duration\": 446.0, \"total_sessions\": 2, \"mean_week_duration\": 15.929}, \"1556\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-02 14:41:13.000000+00:00\", \"2020-05-20 08:24:34.000000+00:00\", \"2022-07-23 17:43:32.000000+00:00\"], \"session_ids\": [\"9ed26aa9-b6e5-4847-81a0-cae1a5d78e17\", \"0758d435-cd02-4a8c-9619-5ef01fb185c4\", \"02007f04-6c66-485d-a7ea-ff2bf1f811f5\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 1.465}, \"12141\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-16 17:34:06.000000+00:00\", \"2019-07-10 17:43:19.000000+00:00\"], \"session_ids\": [\"c5dbb8e9-f9ac-4ea0-8be4-4d6ca8d0d60a\", \"8410dbb2-0eea-4db2-a6dd-6967ecf178ba\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 144.0}, \"9079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-26 20:57:58.000000+00:00\", \"2021-08-04 20:06:46.000000+00:00\", \"2021-01-07 08:26:17.000000+00:00\", \"2022-12-24 08:04:10.000000+00:00\", \"2020-05-15 00:07:30.000000+00:00\"], \"session_ids\": [\"b0f7878c-8d68-47e0-8ba8-e23fa7f42e9c\", \"a0ae7b5a-0378-4b22-bc8e-555bbae6b23a\", \"c5d79532-8dc9-40a8-821a-148929feefd4\", \"c13081b0-aad2-48bc-bc85-f6f8f630084b\", \"accabb19-6a6c-44b7-a5fd-9ede6519a5d0\"], \"total_duration\": 198.0, \"total_sessions\": 5, \"mean_week_duration\": 1.445}, \"58372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-25 17:16:12.000000+00:00\", \"2023-04-26 03:10:04.000000+00:00\"], \"session_ids\": [\"40cab65a-65e0-4fcd-b62b-658b8156d5f6\", \"d365f36f-67a2-4749-911d-8130f1b78488\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}, \"89478\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-26 09:46:52.000000+00:00\", \"2020-10-28 15:00:54.000000+00:00\"], \"session_ids\": [\"dfa209c3-92f3-43b5-90d7-14dd76f63ab7\", \"6dca5f73-388d-445d-a580-0943901d43e8\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}, \"55345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-11-01 07:38:31.000000+00:00\", \"2021-11-16 15:24:56.000000+00:00\", \"2021-08-02 02:32:45.000000+00:00\"], \"session_ids\": [\"c2594008-ba39-44b9-a7de-95dbdc8a3c5a\", \"841642aa-e8ad-491e-aaeb-6b2646c15c88\", \"86b683f6-de53-4c2b-968a-7dcb332f4fcf\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.691}, \"82106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-04-01 00:47:09.000000+00:00\", \"2021-12-19 04:23:14.000000+00:00\"], \"session_ids\": [\"174d9df5-475f-41b2-9c4c-ccdb68b62b77\", \"47be8e26-a301-4a43-9b8e-e2fe68801fe6\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.474}, \"79572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-21 10:37:33.000000+00:00\", \"2021-01-09 19:24:05.000000+00:00\"], \"session_ids\": [\"96e3a242-2d58-49ed-a4c6-3964a9e47792\", \"f4cca1bb-67ca-44b7-a31f-aba0d2f764fa\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.818}, \"77063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-07 00:17:38.000000+00:00\", \"2019-05-19 14:34:58.000000+00:00\", \"2019-08-04 08:00:48.000000+00:00\", \"2019-06-15 01:40:52.000000+00:00\", \"2023-02-24 13:40:46.000000+00:00\", \"2020-10-17 07:15:34.000000+00:00\"], \"session_ids\": [\"528d665a-f31b-4de5-9a5c-dea96da8a730\", \"ee5903a5-dc6b-47c5-9cd1-8f566875fabf\", \"3ef26ae6-929d-45a8-9da0-40734abd8319\", \"4c99b30e-0077-4cfe-bc7a-9921e558f824\", \"48ac03c6-c7cd-414b-98d8-1a6bad9efc40\", \"ce3063c2-ca76-4675-b047-a4a248fad68e\"], \"total_duration\": 48.0, \"total_sessions\": 6, \"mean_week_duration\": 0.244}}\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[{\"12141\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-16 17:34:06.000000+00:00\", \"2019-07-10 17:43:19.000000+00:00\"], \"session_ids\": [\"c5dbb8e9-f9ac-4ea0-8be4-4d6ca8d0d60a\", \"8410dbb2-0eea-4db2-a6dd-6967ecf178ba\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 144.0}}, {\"89850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-13 04:09:19.000000+00:00\", \"2022-08-27 02:11:29.000000+00:00\"], \"session_ids\": [\"55f26f11-c6c1-4ac6-8044-b5f25a5b3340\", \"dbe2b1be-4f56-48f7-8e66-d6c94fe2f6fe\"], \"total_duration\": 446.0, \"total_sessions\": 2, \"mean_week_duration\": 15.929}}, {\"82106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-04-01 00:47:09.000000+00:00\", \"2021-12-19 04:23:14.000000+00:00\"], \"session_ids\": [\"174d9df5-475f-41b2-9c4c-ccdb68b62b77\", \"47be8e26-a301-4a43-9b8e-e2fe68801fe6\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.474}}, {\"58372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-25 17:16:12.000000+00:00\", \"2023-04-26 03:10:04.000000+00:00\"], \"session_ids\": [\"40cab65a-65e0-4fcd-b62b-658b8156d5f6\", \"d365f36f-67a2-4749-911d-8130f1b78488\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}}, {\"55345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-11-01 07:38:31.000000+00:00\", \"2021-11-16 15:24:56.000000+00:00\", \"2021-08-02 02:32:45.000000+00:00\"], \"session_ids\": [\"c2594008-ba39-44b9-a7de-95dbdc8a3c5a\", \"841642aa-e8ad-491e-aaeb-6b2646c15c88\", \"86b683f6-de53-4c2b-968a-7dcb332f4fcf\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.691}}, {\"1556\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-02 14:41:13.000000+00:00\", \"2020-05-20 08:24:34.000000+00:00\", \"2022-07-23 17:43:32.000000+00:00\"], \"session_ids\": [\"9ed26aa9-b6e5-4847-81a0-cae1a5d78e17\", \"0758d435-cd02-4a8c-9619-5ef01fb185c4\", \"02007f04-6c66-485d-a7ea-ff2bf1f811f5\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 1.465}}, {\"9079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-26 20:57:58.000000+00:00\", \"2021-08-04 20:06:46.000000+00:00\", \"2021-01-07 08:26:17.000000+00:00\", \"2022-12-24 08:04:10.000000+00:00\", \"2020-05-15 00:07:30.000000+00:00\"], \"session_ids\": [\"b0f7878c-8d68-47e0-8ba8-e23fa7f42e9c\", \"a0ae7b5a-0378-4b22-bc8e-555bbae6b23a\", \"c5d79532-8dc9-40a8-821a-148929feefd4\", \"c13081b0-aad2-48bc-bc85-f6f8f630084b\", \"accabb19-6a6c-44b7-a5fd-9ede6519a5d0\"], \"total_duration\": 198.0, \"total_sessions\": 5, \"mean_week_duration\": 1.445}}, {\"79572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-21 10:37:33.000000+00:00\", \"2021-01-09 19:24:05.000000+00:00\"], \"session_ids\": [\"96e3a242-2d58-49ed-a4c6-3964a9e47792\", \"f4cca1bb-67ca-44b7-a31f-aba0d2f764fa\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.818}}, {\"89478\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-26 09:46:52.000000+00:00\", \"2020-10-28 15:00:54.000000+00:00\"], \"session_ids\": [\"dfa209c3-92f3-43b5-90d7-14dd76f63ab7\", \"6dca5f73-388d-445d-a580-0943901d43e8\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}, {\"77063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-07 00:17:38.000000+00:00\", \"2019-05-19 14:34:58.000000+00:00\", \"2019-08-04 08:00:48.000000+00:00\", \"2019-06-15 01:40:52.000000+00:00\", \"2023-02-24 13:40:46.000000+00:00\", \"2020-10-17 07:15:34.000000+00:00\"], \"session_ids\": [\"528d665a-f31b-4de5-9a5c-dea96da8a730\", \"ee5903a5-dc6b-47c5-9cd1-8f566875fabf\", \"3ef26ae6-929d-45a8-9da0-40734abd8319\", \"4c99b30e-0077-4cfe-bc7a-9921e558f824\", \"48ac03c6-c7cd-414b-98d8-1a6bad9efc40\", \"ce3063c2-ca76-4675-b047-a4a248fad68e\"], \"total_duration\": 48.0, \"total_sessions\": 6, \"mean_week_duration\": 0.244}}]\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[{\"12141\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-16 17:34:06.000000+00:00\", \"2019-07-10 17:43:19.000000+00:00\"], \"session_ids\": [\"c5dbb8e9-f9ac-4ea0-8be4-4d6ca8d0d60a\", \"8410dbb2-0eea-4db2-a6dd-6967ecf178ba\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 144.0}}, {\"89850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-13 04:09:19.000000+00:00\", \"2022-08-27 02:11:29.000000+00:00\"], \"session_ids\": [\"55f26f11-c6c1-4ac6-8044-b5f25a5b3340\", \"dbe2b1be-4f56-48f7-8e66-d6c94fe2f6fe\"], \"total_duration\": 446.0, \"total_sessions\": 2, \"mean_week_duration\": 15.929}}, {\"82106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-04-01 00:47:09.000000+00:00\", \"2021-12-19 04:23:14.000000+00:00\"], \"session_ids\": [\"174d9df5-475f-41b2-9c4c-ccdb68b62b77\", \"47be8e26-a301-4a43-9b8e-e2fe68801fe6\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.474}}]\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[{\"12141\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-16 17:34:06.000000+00:00\", \"2019-07-10 17:43:19.000000+00:00\"], \"session_ids\": [\"c5dbb8e9-f9ac-4ea0-8be4-4d6ca8d0d60a\", \"8410dbb2-0eea-4db2-a6dd-6967ecf178ba\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 144.0}}, {\"89850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-13 04:09:19.000000+00:00\", \"2022-08-27 02:11:29.000000+00:00\"], \"session_ids\": [\"55f26f11-c6c1-4ac6-8044-b5f25a5b3340\", \"dbe2b1be-4f56-48f7-8e66-d6c94fe2f6fe\"], \"total_duration\": 446.0, \"total_sessions\": 2, \"mean_week_duration\": 15.929}}, {\"82106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-04-01 00:47:09.000000+00:00\", \"2021-12-19 04:23:14.000000+00:00\"], \"session_ids\": [\"174d9df5-475f-41b2-9c4c-ccdb68b62b77\", \"47be8e26-a301-4a43-9b8e-e2fe68801fe6\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.474}}]\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 are residing in cities New York City, London, Bridgetown , moreover put to use sorting by duration summation ascendingly in addition display only 4 entries."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"56527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-28 13:33:26.000000+00:00\", \"2021-04-14 07:33:31.000000+00:00\"], \"session_ids\": [\"e72f6d3c-3946-41df-99f8-b6f2dc459246\", \"adeee5c6-2412-45cf-ba33-73a36ea2300f\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.949}, \"9342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-27 07:26:13.000000+00:00\", \"2021-05-22 17:47:40.000000+00:00\"], \"session_ids\": [\"f7846809-a353-445d-8561-6cdce6d256da\", \"a4256ea2-9a33-4f6d-82f3-172d523ca12b\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 21.643}, \"64899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-22 01:43:11.000000+00:00\", \"2022-02-25 08:07:54.000000+00:00\"], \"session_ids\": [\"7605cd43-d059-4045-a7a2-7b8c31ff913d\", \"6c5081c9-1cde-4a17-b757-59ab297c401a\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}, \"63148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-10 07:23:27.000000+00:00\", \"2023-04-29 12:23:58.000000+00:00\"], \"session_ids\": [\"45405b64-b331-48f9-a8b1-6bd6fae80cb1\", \"2a1639f5-f724-4df9-b98f-46ad59306da3\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}, \"95494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-11-16 20:53:18.000000+00:00\", \"2023-05-03 01:30:48.000000+00:00\", \"2021-10-05 06:39:47.000000+00:00\", \"2022-11-07 09:17:59.000000+00:00\", \"2023-02-17 19:52:52.000000+00:00\", \"2020-05-20 03:09:54.000000+00:00\"], \"session_ids\": [\"e3999f32-f466-49ab-9574-635b026be5bf\", \"b00a71bc-0b6b-44be-ac69-255d36a3e5b9\", \"739a5ddd-637c-4656-93f1-2a1bce15ec39\", \"8c0e860e-dced-4ec4-b970-ca2cafb5d828\", \"d218f131-4460-4ccc-9e4e-f51ec10b4eef\", \"55a040e3-a160-4107-bec1-e453b78e8c27\"], \"total_duration\": 139.0, \"total_sessions\": 6, \"mean_week_duration\": 0.903}, \"84298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-10 23:28:11.000000+00:00\", \"2019-10-12 11:40:22.000000+00:00\", \"2021-11-10 23:29:05.000000+00:00\", \"2020-05-19 02:22:03.000000+00:00\", \"2021-05-18 11:24:24.000000+00:00\", \"2019-03-05 03:06:38.000000+00:00\", \"2022-02-03 22:01:44.000000+00:00\"], \"session_ids\": [\"079459fd-8851-4ec1-a967-7de9fb4b0dae\", \"e9efc594-a479-4ba2-a0ad-7759a153968f\", \"4e492161-1c81-411c-979c-565b86e3d0b2\", \"8fe65eea-6d30-409b-83e2-ab4a61a157b7\", \"cb04dd3f-fd52-4054-9a3b-d08134251569\", \"8d590462-547a-4b20-b0ff-0b319a1fe02c\", \"15f4134a-6e11-44a3-8dc1-273afba87c4a\"], \"total_duration\": 5817.0, \"total_sessions\": 7, \"mean_week_duration\": 38.02}, \"73311\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-18 07:57:03.000000+00:00\", \"2019-05-17 12:58:37.000000+00:00\", \"2023-03-25 18:38:52.000000+00:00\"], \"session_ids\": [\"429bcec6-4c00-433a-beb8-9561a594fa6a\", \"c9aff9eb-277a-4e46-9c32-9d96b48af59e\", \"c13ff929-7be6-42d9-b396-14c641b77df9\"], \"total_duration\": 497.0, \"total_sessions\": 3, \"mean_week_duration\": 2.46}, \"50943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-02 05:51:42.000000+00:00\", \"2021-09-18 00:08:24.000000+00:00\", \"2019-12-06 03:41:19.000000+00:00\", \"2021-07-06 16:13:51.000000+00:00\"], \"session_ids\": [\"b4f9b678-22d8-48f3-aba8-bb5826c46ea3\", \"bb943942-ea2c-4c12-a210-d314ffeb32fb\", \"e4350022-65de-4a39-9720-6625b9316b51\", \"fe029a08-31de-455b-b219-fd054e459283\"], \"total_duration\": 1635.0, \"total_sessions\": 4, \"mean_week_duration\": 12.577}, \"48721\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-14 11:53:49.000000+00:00\", \"2020-06-01 03:14:50.000000+00:00\"], \"session_ids\": [\"0de87e5a-7a79-4f74-8866-2db1dd29b126\", \"b8387eca-4ef0-4e2d-9969-8a0d81a981e5\"], \"total_duration\": 390.0, \"total_sessions\": 2, \"mean_week_duration\": 195.0}, \"40381\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-05-29 06:53:55.000000+00:00\", \"2019-02-11 15:47:45.000000+00:00\"], \"session_ids\": [\"62f7ae6d-0960-44e7-83b6-d352c14bd356\", \"8f43713d-d2a2-4cac-821a-7ba40c6a112d\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are New York City, London, Bridgetown"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"New York City\", \"London\", \"Bridgetown\"]]}}}\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": "Inform me regarding 4 users who are residents of city Budapest additionaly implement sorting by duration summation of sessions per week 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{\"52831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-09-06 00:57:37.000000+00:00\", \"2019-06-24 20:04:21.000000+00:00\", \"2020-08-06 22:37:21.000000+00:00\"], \"session_ids\": [\"7e1b9efa-8898-455e-8ec3-a690efcb467e\", \"11f87fc0-5ea5-4f8b-a984-a25c8a7412b7\", \"72dbe7c6-4438-4860-a696-9c35a35bba3a\"], \"total_duration\": 779.0, \"total_sessions\": 3, \"mean_week_duration\": 6.774}, \"8699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-03 08:58:26.000000+00:00\", \"2020-07-31 04:53:54.000000+00:00\"], \"session_ids\": [\"01b547d4-eb90-4c7d-b13b-c355c0c33236\", \"08f4614f-e2f4-405e-955a-eb2516f402a1\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 9.806}, \"83180\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-13 09:10:41.000000+00:00\", \"2023-01-11 15:32:13.000000+00:00\"], \"session_ids\": [\"53aeec2c-b667-497f-94d3-278a2a0ff29d\", \"fe582879-386e-4de8-bef6-2271bf2ec5a6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.398}, \"7961\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-07-20 13:41:44.000000+00:00\", \"2019-11-05 12:59:07.000000+00:00\"], \"session_ids\": [\"1cb7a8fe-f76d-4e2d-9803-e76bcf74ce09\", \"afb0f0f4-0818-4bb8-818f-f8d7add1a3ea\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 1.148}, \"74853\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-19 08:52:00.000000+00:00\", \"2023-05-08 07:43:18.000000+00:00\", \"2019-07-06 08:36:54.000000+00:00\", \"2023-05-08 16:12:45.000000+00:00\"], \"session_ids\": [\"04833284-4577-475d-9c23-49b6d82d0400\", \"ee846402-9f9e-4cf9-9adc-8b722dfff73e\", \"b756877d-29c9-4add-909f-5bd5d4ffbab9\", \"cce6ab53-64ca-471a-9b69-5b65f67bdf7a\"], \"total_duration\": 385.0, \"total_sessions\": 4, \"mean_week_duration\": 1.816}, \"67598\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-06-28 20:27:40.000000+00:00\", \"2019-03-13 08:31:40.000000+00:00\"], \"session_ids\": [\"66016298-8502-4d13-9484-7d493459c697\", \"3bbc22e9-d37d-4dbb-be71-6a094db07fff\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 1.688}, \"2219\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-15 08:06:08.000000+00:00\", \"2022-07-24 11:20:44.000000+00:00\", \"2019-04-14 13:27:13.000000+00:00\"], \"session_ids\": [\"4a639740-7ffc-4d68-9553-b485f4be7608\", \"ff0efe7e-ae5e-4c6e-94df-1dae789f1a94\", \"493e701f-e7eb-4ed6-9a64-02b614da6f34\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 0.596}, \"65731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-26 10:46:57.000000+00:00\", \"2019-09-17 23:54:18.000000+00:00\"], \"session_ids\": [\"a6e065f4-6993-4a52-b4be-37318423df4d\", \"24357038-efd3-44f9-94f9-0886a244705e\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 2.1}, \"25637\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-08 12:17:41.000000+00:00\", \"2022-04-18 09:34:19.000000+00:00\", \"2019-08-27 04:30:26.000000+00:00\", \"2021-04-29 00:58:21.000000+00:00\", \"2019-09-12 14:11:00.000000+00:00\", \"2019-10-12 21:52:07.000000+00:00\", \"2021-06-22 16:53:24.000000+00:00\", \"2019-06-24 19:50:37.000000+00:00\", \"2021-05-26 13:54:51.000000+00:00\"], \"session_ids\": [\"e258d98e-ec4e-4b65-9517-bca60aa18665\", \"512212d9-991e-436e-b06e-11afe4fb1c87\", \"1383eb01-615e-4704-bd4a-0e0f01b9f066\", \"bd0a7780-8ebb-482d-acd4-6b5851a5b9b1\", \"f9166321-5827-49d7-825f-7667aa29b2ff\", \"52c119a7-f6ec-44d5-9ae9-872c1b32b3ad\", \"3b2df562-a020-4120-8f80-98c39c4d73fd\", \"060e3fb2-4fdb-4ddd-8032-106f19fb117f\", \"83409eaf-8211-402f-8bba-6584c9332ea1\"], \"total_duration\": 114.0, \"total_sessions\": 9, \"mean_week_duration\": 0.776}, \"48935\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-03-23 01:46:32.000000+00:00\", \"2021-04-11 16:20:55.000000+00:00\", \"2019-05-31 12:02:56.000000+00:00\", \"2022-02-17 04:50:48.000000+00:00\", \"2020-02-15 10:05:48.000000+00:00\", \"2019-11-19 09:49:08.000000+00:00\", \"2020-04-13 00:19:13.000000+00:00\"], \"session_ids\": [\"a87aea91-baa4-4a96-acba-e2b67be812b0\", \"53b27f07-1017-44cf-bb87-fd8013966847\", \"25a5023c-e6ad-489e-8595-48fb4e160b8b\", \"d0cd26bb-2cf7-41cf-ac5a-c06f7f39f2d9\", \"840f6ec2-56db-457d-bd9b-b69aeed7fa3f\", \"5a486cb6-0578-4a43-9596-764f170483b3\", \"3a5d6150-d46c-4a17-a2ad-16e9415f7907\"], \"total_duration\": 5534.0, \"total_sessions\": 7, \"mean_week_duration\": 27.809}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Budapest"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Budapest\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show users to me who have sessions count less than 5 (not including) and greater than 6 additionaly implement sorting by sessions total 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{\"81749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-24 13:57:23.000000+00:00\", \"2019-05-04 20:47:45.000000+00:00\", \"2020-02-01 10:32:36.000000+00:00\", \"2021-07-02 15:53:05.000000+00:00\", \"2020-04-30 20:09:54.000000+00:00\"], \"session_ids\": [\"f292eb7d-23c5-4554-963e-8fda8dd55433\", \"9ccc7d42-79f2-433a-82bd-07c3f06a0057\", \"d89cb117-a8ba-4c75-bd96-45bd55513aac\", \"b3aaf275-e615-433c-a3a6-009aa44a3667\", \"40017392-a401-42c4-8797-3ccaef9d66ba\"], \"total_duration\": 1293.0, \"total_sessions\": 5, \"mean_week_duration\": 10.686}, \"74305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-20 13:01:48.000000+00:00\", \"2021-07-12 17:45:09.000000+00:00\"], \"session_ids\": [\"fcaa2991-74f6-4c8c-abbe-6e663a634718\", \"ed952188-4b08-481f-8af1-253faa0cb65d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.393}, \"50932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 15:36:06.000000+00:00\", \"2020-05-04 02:19:17.000000+00:00\", \"2021-02-01 14:22:10.000000+00:00\", \"2019-12-06 12:59:57.000000+00:00\", \"2021-05-11 18:26:31.000000+00:00\", \"2022-06-06 22:17:51.000000+00:00\", \"2023-05-31 20:40:45.000000+00:00\", \"2023-04-16 16:17:38.000000+00:00\", \"2022-06-13 13:24:17.000000+00:00\", \"2019-01-19 12:42:56.000000+00:00\", \"2019-06-17 15:47:58.000000+00:00\"], \"session_ids\": [\"2f2cd459-d3c9-427a-8156-169f9b33f157\", \"7d724b75-5819-4520-9ce1-c6dcbcb5d67e\", \"f466af87-6df5-4d2a-a936-50892f487617\", \"361f8960-5914-4013-9e5c-fa02f6975c1f\", \"cd2c6fcd-d41b-4536-bb81-0b3ef5b9099e\", \"415282e4-20fa-4f19-b6cc-f668b03a43cd\", \"c96d50bc-e690-4b47-a10c-e674d94f0f8b\", \"6ef359fe-c7d1-445a-b46d-dee2adb44d78\", \"3688c2b2-6449-4d86-b4da-d0c24d2c69af\", \"e1180a7c-5368-491a-9de3-f75a82528ca1\", \"765d5e98-01ce-4243-a23f-8aede685eb8e\"], \"total_duration\": 48305.0, \"total_sessions\": 11, \"mean_week_duration\": 211.864}, \"87179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-30 22:52:11.000000+00:00\", \"2022-10-02 02:45:03.000000+00:00\"], \"session_ids\": [\"9f51d3ce-5fb5-49e3-9b1a-bcc488e57b9a\", \"6c484ef2-1ec0-45fe-9c31-dd8c8601c3fa\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 11.029}, \"7783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 14:39:39.000000+00:00\", \"2019-09-10 18:56:46.000000+00:00\"], \"session_ids\": [\"eeab0503-34d3-4a96-a551-0e00b50e2c19\", \"4b313645-4186-4108-a0cc-1e2eefbe76b1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}, \"51344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-19 23:05:36.000000+00:00\", \"2023-02-01 08:13:45.000000+00:00\", \"2023-03-07 19:32:03.000000+00:00\", \"2023-02-21 05:54:47.000000+00:00\", \"2020-10-20 20:11:41.000000+00:00\", \"2022-06-16 09:09:30.000000+00:00\"], \"session_ids\": [\"56e48f58-60bc-41e0-8019-fdc205e8f7c9\", \"d503c421-dadd-46e0-bcf8-08dec7763ecd\", \"cd59627b-ff37-4b9e-bf47-e39c8c624405\", \"4ce218d5-00e3-4dae-9d28-aa6d04a1b78e\", \"e8f363eb-9a44-491b-8f44-ca9a30a13a97\", \"1002123e-3267-4034-bb3a-9558ec1fe147\"], \"total_duration\": 1709.0, \"total_sessions\": 6, \"mean_week_duration\": 12.035}, \"65332\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-11 18:15:15.000000+00:00\", \"2019-05-28 18:51:22.000000+00:00\", \"2023-01-23 02:21:15.000000+00:00\"], \"session_ids\": [\"8200ad9e-921c-420d-8f40-06407765aef4\", \"291dcadf-e549-4075-a5b0-3bb7af1dade8\", \"0a1b46ae-ea3b-41c1-b467-8aed88297a20\"], \"total_duration\": 908.0, \"total_sessions\": 3, \"mean_week_duration\": 4.754}, \"98025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-31 10:49:16.000000+00:00\", \"2019-11-01 13:00:16.000000+00:00\", \"2021-01-23 01:43:07.000000+00:00\", \"2019-05-02 22:18:07.000000+00:00\", \"2021-02-21 23:12:08.000000+00:00\", \"2019-08-11 10:42:24.000000+00:00\", \"2021-03-20 05:39:26.000000+00:00\", \"2019-03-14 00:00:25.000000+00:00\", \"2020-02-05 06:28:14.000000+00:00\", \"2019-11-10 03:20:25.000000+00:00\"], \"session_ids\": [\"c0478000-9238-477e-b23e-7d906a876767\", \"dcf65ca0-e351-4d6a-b42e-9e794f2d0b4c\", \"42c841dd-6f5c-44c3-95bf-3616ff1d9330\", \"54269c33-5e70-408a-a7bf-80fd4dc333fc\", \"e3afd815-9775-4449-94a2-fe6d4ca30b76\", \"fa9e23b8-8237-4852-8557-3f8d03aba29d\", \"c9e900f5-d65e-4b9b-b300-760c42fb026f\", \"6607a7d3-8fae-4ad8-8b3a-ee72d4a2c6c7\", \"45c3de3e-8f76-424b-a306-01dd09d69790\", \"015c398d-d053-4aa2-bc0c-4ae31a3f880c\"], \"total_duration\": 696.0, \"total_sessions\": 10, \"mean_week_duration\": 3.932}, \"60425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-23 14:00:40.000000+00:00\", \"2019-12-20 16:14:15.000000+00:00\", \"2021-03-16 10:30:56.000000+00:00\", \"2022-09-14 06:55:18.000000+00:00\", \"2022-01-12 06:27:44.000000+00:00\", \"2022-05-09 11:51:01.000000+00:00\", \"2020-06-01 04:51:14.000000+00:00\", \"2021-10-31 11:15:37.000000+00:00\"], \"session_ids\": [\"0f873c89-4277-42b1-a763-6ec547f2c2dd\", \"5d1fc380-188e-417e-b14c-18e9820addae\", \"cfb0df0c-99fb-475f-a5f2-ef5706b430f9\", \"136dfb9c-dfce-4e6e-9d8f-46dfe852a774\", \"35a0b558-3f66-4171-8663-29e6d832b341\", \"ab00a2b5-43f4-42b2-99e5-dc293c874b46\", \"b8f5307f-0dc5-470c-82fd-5bd8506124ca\", \"c58d184c-5e3b-4bc7-b46d-83a7a22d1257\"], \"total_duration\": 966.0, \"total_sessions\": 8, \"mean_week_duration\": 6.755}, \"78012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-05 17:44:29.000000+00:00\", \"2023-02-10 10:57:03.000000+00:00\"], \"session_ids\": [\"7d20ea8d-36c7-4485-9577-2944bcbf4c1b\", \"62e6ecaa-9224-479f-958e-0b3d54e96ac0\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 5 and are equal or greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"74305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-20 13:01:48.000000+00:00\", \"2021-07-12 17:45:09.000000+00:00\"], \"session_ids\": [\"fcaa2991-74f6-4c8c-abbe-6e663a634718\", \"ed952188-4b08-481f-8af1-253faa0cb65d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.393}, \"87179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-30 22:52:11.000000+00:00\", \"2022-10-02 02:45:03.000000+00:00\"], \"session_ids\": [\"9f51d3ce-5fb5-49e3-9b1a-bcc488e57b9a\", \"6c484ef2-1ec0-45fe-9c31-dd8c8601c3fa\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 11.029}, \"7783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 14:39:39.000000+00:00\", \"2019-09-10 18:56:46.000000+00:00\"], \"session_ids\": [\"eeab0503-34d3-4a96-a551-0e00b50e2c19\", \"4b313645-4186-4108-a0cc-1e2eefbe76b1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}, \"65332\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-11 18:15:15.000000+00:00\", \"2019-05-28 18:51:22.000000+00:00\", \"2023-01-23 02:21:15.000000+00:00\"], \"session_ids\": [\"8200ad9e-921c-420d-8f40-06407765aef4\", \"291dcadf-e549-4075-a5b0-3bb7af1dade8\", \"0a1b46ae-ea3b-41c1-b467-8aed88297a20\"], \"total_duration\": 908.0, \"total_sessions\": 3, \"mean_week_duration\": 4.754}, \"78012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-05 17:44:29.000000+00:00\", \"2023-02-10 10:57:03.000000+00:00\"], \"session_ids\": [\"7d20ea8d-36c7-4485-9577-2944bcbf4c1b\", \"62e6ecaa-9224-479f-958e-0b3d54e96ac0\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}, \"50932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 15:36:06.000000+00:00\", \"2020-05-04 02:19:17.000000+00:00\", \"2021-02-01 14:22:10.000000+00:00\", \"2019-12-06 12:59:57.000000+00:00\", \"2021-05-11 18:26:31.000000+00:00\", \"2022-06-06 22:17:51.000000+00:00\", \"2023-05-31 20:40:45.000000+00:00\", \"2023-04-16 16:17:38.000000+00:00\", \"2022-06-13 13:24:17.000000+00:00\", \"2019-01-19 12:42:56.000000+00:00\", \"2019-06-17 15:47:58.000000+00:00\"], \"session_ids\": [\"2f2cd459-d3c9-427a-8156-169f9b33f157\", \"7d724b75-5819-4520-9ce1-c6dcbcb5d67e\", \"f466af87-6df5-4d2a-a936-50892f487617\", \"361f8960-5914-4013-9e5c-fa02f6975c1f\", \"cd2c6fcd-d41b-4536-bb81-0b3ef5b9099e\", \"415282e4-20fa-4f19-b6cc-f668b03a43cd\", \"c96d50bc-e690-4b47-a10c-e674d94f0f8b\", \"6ef359fe-c7d1-445a-b46d-dee2adb44d78\", \"3688c2b2-6449-4d86-b4da-d0c24d2c69af\", \"e1180a7c-5368-491a-9de3-f75a82528ca1\", \"765d5e98-01ce-4243-a23f-8aede685eb8e\"], \"total_duration\": 48305.0, \"total_sessions\": 11, \"mean_week_duration\": 211.864}, \"51344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-19 23:05:36.000000+00:00\", \"2023-02-01 08:13:45.000000+00:00\", \"2023-03-07 19:32:03.000000+00:00\", \"2023-02-21 05:54:47.000000+00:00\", \"2020-10-20 20:11:41.000000+00:00\", \"2022-06-16 09:09:30.000000+00:00\"], \"session_ids\": [\"56e48f58-60bc-41e0-8019-fdc205e8f7c9\", \"d503c421-dadd-46e0-bcf8-08dec7763ecd\", \"cd59627b-ff37-4b9e-bf47-e39c8c624405\", \"4ce218d5-00e3-4dae-9d28-aa6d04a1b78e\", \"e8f363eb-9a44-491b-8f44-ca9a30a13a97\", \"1002123e-3267-4034-bb3a-9558ec1fe147\"], \"total_duration\": 1709.0, \"total_sessions\": 6, \"mean_week_duration\": 12.035}, \"98025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-31 10:49:16.000000+00:00\", \"2019-11-01 13:00:16.000000+00:00\", \"2021-01-23 01:43:07.000000+00:00\", \"2019-05-02 22:18:07.000000+00:00\", \"2021-02-21 23:12:08.000000+00:00\", \"2019-08-11 10:42:24.000000+00:00\", \"2021-03-20 05:39:26.000000+00:00\", \"2019-03-14 00:00:25.000000+00:00\", \"2020-02-05 06:28:14.000000+00:00\", \"2019-11-10 03:20:25.000000+00:00\"], \"session_ids\": [\"c0478000-9238-477e-b23e-7d906a876767\", \"dcf65ca0-e351-4d6a-b42e-9e794f2d0b4c\", \"42c841dd-6f5c-44c3-95bf-3616ff1d9330\", \"54269c33-5e70-408a-a7bf-80fd4dc333fc\", \"e3afd815-9775-4449-94a2-fe6d4ca30b76\", \"fa9e23b8-8237-4852-8557-3f8d03aba29d\", \"c9e900f5-d65e-4b9b-b300-760c42fb026f\", \"6607a7d3-8fae-4ad8-8b3a-ee72d4a2c6c7\", \"45c3de3e-8f76-424b-a306-01dd09d69790\", \"015c398d-d053-4aa2-bc0c-4ae31a3f880c\"], \"total_duration\": 696.0, \"total_sessions\": 10, \"mean_week_duration\": 3.932}, \"60425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-23 14:00:40.000000+00:00\", \"2019-12-20 16:14:15.000000+00:00\", \"2021-03-16 10:30:56.000000+00:00\", \"2022-09-14 06:55:18.000000+00:00\", \"2022-01-12 06:27:44.000000+00:00\", \"2022-05-09 11:51:01.000000+00:00\", \"2020-06-01 04:51:14.000000+00:00\", \"2021-10-31 11:15:37.000000+00:00\"], \"session_ids\": [\"0f873c89-4277-42b1-a763-6ec547f2c2dd\", \"5d1fc380-188e-417e-b14c-18e9820addae\", \"cfb0df0c-99fb-475f-a5f2-ef5706b430f9\", \"136dfb9c-dfce-4e6e-9d8f-46dfe852a774\", \"35a0b558-3f66-4171-8663-29e6d832b341\", \"ab00a2b5-43f4-42b2-99e5-dc293c874b46\", \"b8f5307f-0dc5-470c-82fd-5bd8506124ca\", \"c58d184c-5e3b-4bc7-b46d-83a7a22d1257\"], \"total_duration\": 966.0, \"total_sessions\": 8, \"mean_week_duration\": 6.755}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"74305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-20 13:01:48.000000+00:00\", \"2021-07-12 17:45:09.000000+00:00\"], \"session_ids\": [\"fcaa2991-74f6-4c8c-abbe-6e663a634718\", \"ed952188-4b08-481f-8af1-253faa0cb65d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.393}}, {\"87179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-30 22:52:11.000000+00:00\", \"2022-10-02 02:45:03.000000+00:00\"], \"session_ids\": [\"9f51d3ce-5fb5-49e3-9b1a-bcc488e57b9a\", \"6c484ef2-1ec0-45fe-9c31-dd8c8601c3fa\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 11.029}}, {\"7783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 14:39:39.000000+00:00\", \"2019-09-10 18:56:46.000000+00:00\"], \"session_ids\": [\"eeab0503-34d3-4a96-a551-0e00b50e2c19\", \"4b313645-4186-4108-a0cc-1e2eefbe76b1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}, {\"78012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-05 17:44:29.000000+00:00\", \"2023-02-10 10:57:03.000000+00:00\"], \"session_ids\": [\"7d20ea8d-36c7-4485-9577-2944bcbf4c1b\", \"62e6ecaa-9224-479f-958e-0b3d54e96ac0\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}}, {\"65332\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-11 18:15:15.000000+00:00\", \"2019-05-28 18:51:22.000000+00:00\", \"2023-01-23 02:21:15.000000+00:00\"], \"session_ids\": [\"8200ad9e-921c-420d-8f40-06407765aef4\", \"291dcadf-e549-4075-a5b0-3bb7af1dade8\", \"0a1b46ae-ea3b-41c1-b467-8aed88297a20\"], \"total_duration\": 908.0, \"total_sessions\": 3, \"mean_week_duration\": 4.754}}, {\"51344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-19 23:05:36.000000+00:00\", \"2023-02-01 08:13:45.000000+00:00\", \"2023-03-07 19:32:03.000000+00:00\", \"2023-02-21 05:54:47.000000+00:00\", \"2020-10-20 20:11:41.000000+00:00\", \"2022-06-16 09:09:30.000000+00:00\"], \"session_ids\": [\"56e48f58-60bc-41e0-8019-fdc205e8f7c9\", \"d503c421-dadd-46e0-bcf8-08dec7763ecd\", \"cd59627b-ff37-4b9e-bf47-e39c8c624405\", \"4ce218d5-00e3-4dae-9d28-aa6d04a1b78e\", \"e8f363eb-9a44-491b-8f44-ca9a30a13a97\", \"1002123e-3267-4034-bb3a-9558ec1fe147\"], \"total_duration\": 1709.0, \"total_sessions\": 6, \"mean_week_duration\": 12.035}}, {\"60425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-23 14:00:40.000000+00:00\", \"2019-12-20 16:14:15.000000+00:00\", \"2021-03-16 10:30:56.000000+00:00\", \"2022-09-14 06:55:18.000000+00:00\", \"2022-01-12 06:27:44.000000+00:00\", \"2022-05-09 11:51:01.000000+00:00\", \"2020-06-01 04:51:14.000000+00:00\", \"2021-10-31 11:15:37.000000+00:00\"], \"session_ids\": [\"0f873c89-4277-42b1-a763-6ec547f2c2dd\", \"5d1fc380-188e-417e-b14c-18e9820addae\", \"cfb0df0c-99fb-475f-a5f2-ef5706b430f9\", \"136dfb9c-dfce-4e6e-9d8f-46dfe852a774\", \"35a0b558-3f66-4171-8663-29e6d832b341\", \"ab00a2b5-43f4-42b2-99e5-dc293c874b46\", \"b8f5307f-0dc5-470c-82fd-5bd8506124ca\", \"c58d184c-5e3b-4bc7-b46d-83a7a22d1257\"], \"total_duration\": 966.0, \"total_sessions\": 8, \"mean_week_duration\": 6.755}}, {\"98025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-31 10:49:16.000000+00:00\", \"2019-11-01 13:00:16.000000+00:00\", \"2021-01-23 01:43:07.000000+00:00\", \"2019-05-02 22:18:07.000000+00:00\", \"2021-02-21 23:12:08.000000+00:00\", \"2019-08-11 10:42:24.000000+00:00\", \"2021-03-20 05:39:26.000000+00:00\", \"2019-03-14 00:00:25.000000+00:00\", \"2020-02-05 06:28:14.000000+00:00\", \"2019-11-10 03:20:25.000000+00:00\"], \"session_ids\": [\"c0478000-9238-477e-b23e-7d906a876767\", \"dcf65ca0-e351-4d6a-b42e-9e794f2d0b4c\", \"42c841dd-6f5c-44c3-95bf-3616ff1d9330\", \"54269c33-5e70-408a-a7bf-80fd4dc333fc\", \"e3afd815-9775-4449-94a2-fe6d4ca30b76\", \"fa9e23b8-8237-4852-8557-3f8d03aba29d\", \"c9e900f5-d65e-4b9b-b300-760c42fb026f\", \"6607a7d3-8fae-4ad8-8b3a-ee72d4a2c6c7\", \"45c3de3e-8f76-424b-a306-01dd09d69790\", \"015c398d-d053-4aa2-bc0c-4ae31a3f880c\"], \"total_duration\": 696.0, \"total_sessions\": 10, \"mean_week_duration\": 3.932}}, {\"50932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 15:36:06.000000+00:00\", \"2020-05-04 02:19:17.000000+00:00\", \"2021-02-01 14:22:10.000000+00:00\", \"2019-12-06 12:59:57.000000+00:00\", \"2021-05-11 18:26:31.000000+00:00\", \"2022-06-06 22:17:51.000000+00:00\", \"2023-05-31 20:40:45.000000+00:00\", \"2023-04-16 16:17:38.000000+00:00\", \"2022-06-13 13:24:17.000000+00:00\", \"2019-01-19 12:42:56.000000+00:00\", \"2019-06-17 15:47:58.000000+00:00\"], \"session_ids\": [\"2f2cd459-d3c9-427a-8156-169f9b33f157\", \"7d724b75-5819-4520-9ce1-c6dcbcb5d67e\", \"f466af87-6df5-4d2a-a936-50892f487617\", \"361f8960-5914-4013-9e5c-fa02f6975c1f\", \"cd2c6fcd-d41b-4536-bb81-0b3ef5b9099e\", \"415282e4-20fa-4f19-b6cc-f668b03a43cd\", \"c96d50bc-e690-4b47-a10c-e674d94f0f8b\", \"6ef359fe-c7d1-445a-b46d-dee2adb44d78\", \"3688c2b2-6449-4d86-b4da-d0c24d2c69af\", \"e1180a7c-5368-491a-9de3-f75a82528ca1\", \"765d5e98-01ce-4243-a23f-8aede685eb8e\"], \"total_duration\": 48305.0, \"total_sessions\": 11, \"mean_week_duration\": 211.864}}]\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[{\"74305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-20 13:01:48.000000+00:00\", \"2021-07-12 17:45:09.000000+00:00\"], \"session_ids\": [\"fcaa2991-74f6-4c8c-abbe-6e663a634718\", \"ed952188-4b08-481f-8af1-253faa0cb65d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.393}}, {\"87179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-30 22:52:11.000000+00:00\", \"2022-10-02 02:45:03.000000+00:00\"], \"session_ids\": [\"9f51d3ce-5fb5-49e3-9b1a-bcc488e57b9a\", \"6c484ef2-1ec0-45fe-9c31-dd8c8601c3fa\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 11.029}}, {\"7783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 14:39:39.000000+00:00\", \"2019-09-10 18:56:46.000000+00:00\"], \"session_ids\": [\"eeab0503-34d3-4a96-a551-0e00b50e2c19\", \"4b313645-4186-4108-a0cc-1e2eefbe76b1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}, {\"78012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-05 17:44:29.000000+00:00\", \"2023-02-10 10:57:03.000000+00:00\"], \"session_ids\": [\"7d20ea8d-36c7-4485-9577-2944bcbf4c1b\", \"62e6ecaa-9224-479f-958e-0b3d54e96ac0\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}}, {\"65332\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-11 18:15:15.000000+00:00\", \"2019-05-28 18:51:22.000000+00:00\", \"2023-01-23 02:21:15.000000+00:00\"], \"session_ids\": [\"8200ad9e-921c-420d-8f40-06407765aef4\", \"291dcadf-e549-4075-a5b0-3bb7af1dade8\", \"0a1b46ae-ea3b-41c1-b467-8aed88297a20\"], \"total_duration\": 908.0, \"total_sessions\": 3, \"mean_week_duration\": 4.754}}, {\"51344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-19 23:05:36.000000+00:00\", \"2023-02-01 08:13:45.000000+00:00\", \"2023-03-07 19:32:03.000000+00:00\", \"2023-02-21 05:54:47.000000+00:00\", \"2020-10-20 20:11:41.000000+00:00\", \"2022-06-16 09:09:30.000000+00:00\"], \"session_ids\": [\"56e48f58-60bc-41e0-8019-fdc205e8f7c9\", \"d503c421-dadd-46e0-bcf8-08dec7763ecd\", \"cd59627b-ff37-4b9e-bf47-e39c8c624405\", \"4ce218d5-00e3-4dae-9d28-aa6d04a1b78e\", \"e8f363eb-9a44-491b-8f44-ca9a30a13a97\", \"1002123e-3267-4034-bb3a-9558ec1fe147\"], \"total_duration\": 1709.0, \"total_sessions\": 6, \"mean_week_duration\": 12.035}}, {\"60425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-23 14:00:40.000000+00:00\", \"2019-12-20 16:14:15.000000+00:00\", \"2021-03-16 10:30:56.000000+00:00\", \"2022-09-14 06:55:18.000000+00:00\", \"2022-01-12 06:27:44.000000+00:00\", \"2022-05-09 11:51:01.000000+00:00\", \"2020-06-01 04:51:14.000000+00:00\", \"2021-10-31 11:15:37.000000+00:00\"], \"session_ids\": [\"0f873c89-4277-42b1-a763-6ec547f2c2dd\", \"5d1fc380-188e-417e-b14c-18e9820addae\", \"cfb0df0c-99fb-475f-a5f2-ef5706b430f9\", \"136dfb9c-dfce-4e6e-9d8f-46dfe852a774\", \"35a0b558-3f66-4171-8663-29e6d832b341\", \"ab00a2b5-43f4-42b2-99e5-dc293c874b46\", \"b8f5307f-0dc5-470c-82fd-5bd8506124ca\", \"c58d184c-5e3b-4bc7-b46d-83a7a22d1257\"], \"total_duration\": 966.0, \"total_sessions\": 8, \"mean_week_duration\": 6.755}}, {\"98025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-31 10:49:16.000000+00:00\", \"2019-11-01 13:00:16.000000+00:00\", \"2021-01-23 01:43:07.000000+00:00\", \"2019-05-02 22:18:07.000000+00:00\", \"2021-02-21 23:12:08.000000+00:00\", \"2019-08-11 10:42:24.000000+00:00\", \"2021-03-20 05:39:26.000000+00:00\", \"2019-03-14 00:00:25.000000+00:00\", \"2020-02-05 06:28:14.000000+00:00\", \"2019-11-10 03:20:25.000000+00:00\"], \"session_ids\": [\"c0478000-9238-477e-b23e-7d906a876767\", \"dcf65ca0-e351-4d6a-b42e-9e794f2d0b4c\", \"42c841dd-6f5c-44c3-95bf-3616ff1d9330\", \"54269c33-5e70-408a-a7bf-80fd4dc333fc\", \"e3afd815-9775-4449-94a2-fe6d4ca30b76\", \"fa9e23b8-8237-4852-8557-3f8d03aba29d\", \"c9e900f5-d65e-4b9b-b300-760c42fb026f\", \"6607a7d3-8fae-4ad8-8b3a-ee72d4a2c6c7\", \"45c3de3e-8f76-424b-a306-01dd09d69790\", \"015c398d-d053-4aa2-bc0c-4ae31a3f880c\"], \"total_duration\": 696.0, \"total_sessions\": 10, \"mean_week_duration\": 3.932}}, {\"50932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 15:36:06.000000+00:00\", \"2020-05-04 02:19:17.000000+00:00\", \"2021-02-01 14:22:10.000000+00:00\", \"2019-12-06 12:59:57.000000+00:00\", \"2021-05-11 18:26:31.000000+00:00\", \"2022-06-06 22:17:51.000000+00:00\", \"2023-05-31 20:40:45.000000+00:00\", \"2023-04-16 16:17:38.000000+00:00\", \"2022-06-13 13:24:17.000000+00:00\", \"2019-01-19 12:42:56.000000+00:00\", \"2019-06-17 15:47:58.000000+00:00\"], \"session_ids\": [\"2f2cd459-d3c9-427a-8156-169f9b33f157\", \"7d724b75-5819-4520-9ce1-c6dcbcb5d67e\", \"f466af87-6df5-4d2a-a936-50892f487617\", \"361f8960-5914-4013-9e5c-fa02f6975c1f\", \"cd2c6fcd-d41b-4536-bb81-0b3ef5b9099e\", \"415282e4-20fa-4f19-b6cc-f668b03a43cd\", \"c96d50bc-e690-4b47-a10c-e674d94f0f8b\", \"6ef359fe-c7d1-445a-b46d-dee2adb44d78\", \"3688c2b2-6449-4d86-b4da-d0c24d2c69af\", \"e1180a7c-5368-491a-9de3-f75a82528ca1\", \"765d5e98-01ce-4243-a23f-8aede685eb8e\"], \"total_duration\": 48305.0, \"total_sessions\": 11, \"mean_week_duration\": 211.864}}]\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 user information who is a resident of cities Mumbai, Seoul, Warsaw, Buenos Aires, Rio de Janeiro, Rome, Edinburgh, Moscow in addition carry out sorting by time using the app per week 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{\"28350\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-04 14:33:34.000000+00:00\", \"2020-12-28 22:33:26.000000+00:00\"], \"session_ids\": [\"0f0362f3-0809-4d71-ad13-6cdaad2bea58\", \"bef74119-cfc2-4b9f-ab9e-7492f6756f1d\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 4.5}, \"36632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-04-30 08:46:44.000000+00:00\", \"2021-04-13 14:27:12.000000+00:00\", \"2019-03-12 08:12:14.000000+00:00\", \"2021-10-21 14:25:17.000000+00:00\", \"2021-10-22 16:26:35.000000+00:00\", \"2019-06-18 07:39:10.000000+00:00\", \"2023-05-22 22:48:12.000000+00:00\", \"2022-11-18 18:12:19.000000+00:00\", \"2019-04-22 15:33:26.000000+00:00\"], \"session_ids\": [\"cd248405-dac2-42bb-bcd7-6b7b391ed24c\", \"8f56134f-2d1e-4f9b-981f-75cfe6047ee3\", \"91fb0a7c-8b0a-4d15-b4bf-025c4e96e339\", \"4c46db44-0d21-497a-b4b1-51634d92612c\", \"3925ead3-6100-4e80-90a1-fc271c0e2bbc\", \"4addce7d-0ce0-455e-9777-2af0fd1e84ea\", \"c7db47a9-057c-4ad8-9cdb-3f1ef683b97b\", \"1a816a4e-aea1-4658-a83f-7ac2ace9ba20\", \"2760574f-6b76-4669-a663-22c0fa882f00\"], \"total_duration\": 932.0, \"total_sessions\": 9, \"mean_week_duration\": 4.256}, \"17769\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-12 12:50:33.000000+00:00\", \"2022-01-30 13:10:56.000000+00:00\", \"2019-02-16 16:50:50.000000+00:00\", \"2022-03-29 07:06:44.000000+00:00\", \"2022-02-16 01:00:30.000000+00:00\", \"2022-04-09 19:29:33.000000+00:00\", \"2022-02-21 18:04:59.000000+00:00\", \"2019-01-18 02:24:54.000000+00:00\", \"2021-03-05 03:52:55.000000+00:00\", \"2020-03-01 08:52:18.000000+00:00\"], \"session_ids\": [\"04c3d275-9789-4648-a6ee-d8f9374faa93\", \"122dfa27-6309-494c-9f95-2f997059af46\", \"4ef7257a-5c39-47a5-9c41-aa7fdddd44b6\", \"f133e1c3-c8b0-40bd-860e-ef48cc695ab8\", \"bfec2b54-43f6-48bf-8104-d1a1af0097b9\", \"cdaed329-6fdd-40aa-9f07-0b12ba281135\", \"82cd1a22-accc-4981-a1a9-b64609ab139c\", \"757308af-60d4-469f-a19d-7bb43c69814b\", \"77a94d03-e5e3-4ba4-bdc0-35b05eb02f69\", \"66dce010-b043-41b5-a281-4311b169fc4b\"], \"total_duration\": 10205.0, \"total_sessions\": 10, \"mean_week_duration\": 60.385}, \"35838\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-24 18:25:50.000000+00:00\", \"2023-04-06 09:13:59.000000+00:00\"], \"session_ids\": [\"75f52b6c-05af-430f-9371-f5ed5fccbd14\", \"e0f085e9-421d-44b6-a1bc-f976d8f0a756\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 1.752}, \"94225\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-13 04:37:22.000000+00:00\", \"2023-04-26 12:05:14.000000+00:00\"], \"session_ids\": [\"492f70e1-52d4-41db-a901-a580f0805f47\", \"0b24a6b3-516f-4137-804a-bb61da72d8a3\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 0.82}, \"28112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-26 17:42:31.000000+00:00\", \"2022-02-25 16:07:30.000000+00:00\"], \"session_ids\": [\"e71f621b-3453-4ead-b01c-3445f32e3b50\", \"4bc2cb94-60a8-4823-8a36-6cd415c0abc4\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.35}, \"39429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-08 16:59:57.000000+00:00\", \"2021-11-23 09:38:05.000000+00:00\"], \"session_ids\": [\"26b2296a-efaa-4f49-a8f1-6b7ae533961f\", \"f5124ccf-5b51-4d24-9f85-13821abd7879\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 15.483}, \"77025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-12 07:17:34.000000+00:00\", \"2020-10-21 19:51:21.000000+00:00\"], \"session_ids\": [\"f58b6758-92fb-4f8c-8255-5a9d7a983f2a\", \"5a097dab-25c7-4b8e-ad20-ffb1fcb40257\"], \"total_duration\": 472.0, \"total_sessions\": 2, \"mean_week_duration\": 6.841}, \"98846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-04-26 07:01:06.000000+00:00\", \"2022-07-09 10:41:13.000000+00:00\"], \"session_ids\": [\"20c488da-1f62-4d8f-bccb-90f1d819a407\", \"c7214169-d49e-465f-8d92-77be25d8ad0a\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 0.774}, \"46142\": {\"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\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-04 08:04:10.000000+00:00\", \"2023-03-06 02:00:58.000000+00:00\", \"2023-06-10 06:38:17.000000+00:00\", \"2023-02-06 03:30:44.000000+00:00\", \"2021-04-10 21:07:48.000000+00:00\", \"2022-01-05 11:51:36.000000+00:00\"], \"session_ids\": [\"12c83e38-27ce-47ab-8a28-fe9428a96c5a\", \"ffe489d4-a6d6-4f07-87d9-948829e1a14b\", \"57c14371-3801-4221-bdbe-74a4c967c474\", \"c1a99667-efe7-4f38-bbc6-4ddbd52688f2\", \"bd479bf8-fcf4-4828-bf1f-70728ff89972\", \"11dd22ac-1523-4a08-80d1-b673014cc08d\"], \"total_duration\": 54.0, \"total_sessions\": 6, \"mean_week_duration\": 0.478}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Mumbai, Seoul, Warsaw, Buenos Aires, Rio de Janeiro, Rome, Edinburgh, Moscow"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Mumbai\", \"Seoul\", \"Warsaw\", \"Buenos Aires\", \"Rio de Janeiro\", \"Rome\", \"Edinburgh\", \"Moscow\"]]}}}\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": "Provide insights into user whose time using the app is smaller than 364 and bigger than 3315 (not including) in addition apply sorting by time spent on the site 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{\"99142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-25 00:36:09.000000+00:00\", \"2021-05-20 12:04:49.000000+00:00\", \"2021-01-02 07:24:58.000000+00:00\", \"2022-08-26 09:43:07.000000+00:00\", \"2020-09-15 16:28:10.000000+00:00\", \"2022-11-17 15:51:32.000000+00:00\"], \"session_ids\": [\"b65ff09b-63c5-4831-94e0-52853b6c194e\", \"e69c2a2d-db86-4a26-997c-6c365b0dd062\", \"b4e2f402-7a32-4604-9996-c7894ffde5a3\", \"85eedd29-8a39-4b55-915d-90cedfb3784c\", \"f9c0e6e1-22f5-4c45-8c64-bd99520e4106\", \"ea64c037-9425-444d-8dd0-0b9e342676a0\"], \"total_duration\": 5756.0, \"total_sessions\": 6, \"mean_week_duration\": 50.491}, \"99682\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-05 03:58:45.000000+00:00\", \"2022-08-30 20:39:17.000000+00:00\", \"2019-01-31 23:45:39.000000+00:00\"], \"session_ids\": [\"f3aec7e1-77cb-4c51-9e7a-073f60a7f292\", \"638efc20-b1f1-49f6-bdd8-d8b16cc53a03\", \"95b1dfc8-db98-46ac-bbcc-76637af778fb\"], \"total_duration\": 389.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}, \"82921\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-05 13:04:47.000000+00:00\", \"2021-05-08 12:18:57.000000+00:00\"], \"session_ids\": [\"f3f1b02f-0ec1-4b06-b560-ba43c4f7f9f6\", \"5380297e-2b63-4be8-a435-2357e1a4a982\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 23.923}, \"45535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-24 14:01:48.000000+00:00\", \"2022-11-20 12:56:39.000000+00:00\", \"2020-08-05 14:42:14.000000+00:00\", \"2023-05-15 20:35:50.000000+00:00\", \"2020-06-28 23:18:34.000000+00:00\", \"2019-08-12 04:10:01.000000+00:00\", \"2023-06-29 06:59:52.000000+00:00\"], \"session_ids\": [\"b343c0dd-92b5-4008-bc1c-52d46b8e9dd1\", \"e3be92a3-b0ba-4bc7-9504-69cc678a7151\", \"170072b2-ddaa-493c-98a5-efb9fa286a60\", \"0c0ce660-16e2-4a47-ae00-f954fe912d21\", \"edbbaa39-64f6-45de-b642-75bedaf4f7c3\", \"6bda4992-e604-45c7-a064-5174ca10f103\", \"9137e0e3-3037-458f-96b7-623411669144\"], \"total_duration\": 523.0, \"total_sessions\": 7, \"mean_week_duration\": 2.576}, \"30513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-18 04:07:22.000000+00:00\", \"2019-09-19 19:50:03.000000+00:00\", \"2023-01-26 09:59:29.000000+00:00\"], \"session_ids\": [\"5c140e36-69f3-444a-88d9-ae6d2015739e\", \"9a08e3bc-3f52-4a8a-91ed-6ccdad7ea1cb\", \"d7f5e87d-16d4-446a-9936-d38a4e4a494b\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 0.32}, \"36446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-10 03:03:43.000000+00:00\", \"2022-01-26 03:37:42.000000+00:00\"], \"session_ids\": [\"6074debf-bf2b-48cd-b341-dc73a055a893\", \"40324fba-9514-4d64-9320-3fe8a8e995cf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.3}, \"18387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-08-06 05:26:08.000000+00:00\", \"2020-12-25 23:27:03.000000+00:00\", \"2022-07-01 22:45:00.000000+00:00\", \"2023-05-15 06:04:42.000000+00:00\"], \"session_ids\": [\"d036e4c3-3e3e-4a33-afae-b6b3943762b7\", \"b5786492-e931-497b-8002-4f96d6a52904\", \"db3e2795-742d-4fde-8ef8-ee2e3bd9d90d\", \"315b4b59-8740-4587-b142-0df893dded99\"], \"total_duration\": 1310.0, \"total_sessions\": 4, \"mean_week_duration\": 9.034}, \"53661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-18 19:29:05.000000+00:00\", \"2022-06-27 02:57:20.000000+00:00\"], \"session_ids\": [\"253019a3-0bd3-4d39-b564-e3c7dc372f35\", \"afd7e2b8-2305-4ce7-98b7-b96e12037c7c\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 6.688}, \"96572\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-11-08 10:08:59.000000+00:00\", \"2020-02-09 10:46:53.000000+00:00\"], \"session_ids\": [\"147b76c6-eff3-40a6-82a2-4986c985bf78\", \"5101fa68-8bef-496f-8170-bbec1f2f26c6\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 17.286}, \"6337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-20 11:53:49.000000+00:00\", \"2020-05-19 07:58:34.000000+00:00\", \"2019-10-14 21:58:31.000000+00:00\", \"2023-03-15 12:13:01.000000+00:00\", \"2020-08-31 08:42:40.000000+00:00\"], \"session_ids\": [\"f1880c39-ac6b-49a4-a6b5-6fe1926a5452\", \"7d62def8-4759-499e-944f-7c54e164f1eb\", \"56ff29aa-37ac-4d8f-af5e-4be5aa2436cd\", \"dab1d977-bb38-4409-82ef-7e19b799cfe5\", \"3551d027-210e-4604-9318-4729aa1beffc\"], \"total_duration\": 605.0, \"total_sessions\": 5, \"mean_week_duration\": 3.38}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 364 and are greater than 3315"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[364, 3315]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"82921\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-05 13:04:47.000000+00:00\", \"2021-05-08 12:18:57.000000+00:00\"], \"session_ids\": [\"f3f1b02f-0ec1-4b06-b560-ba43c4f7f9f6\", \"5380297e-2b63-4be8-a435-2357e1a4a982\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 23.923}, \"30513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-18 04:07:22.000000+00:00\", \"2019-09-19 19:50:03.000000+00:00\", \"2023-01-26 09:59:29.000000+00:00\"], \"session_ids\": [\"5c140e36-69f3-444a-88d9-ae6d2015739e\", \"9a08e3bc-3f52-4a8a-91ed-6ccdad7ea1cb\", \"d7f5e87d-16d4-446a-9936-d38a4e4a494b\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 0.32}, \"36446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-10 03:03:43.000000+00:00\", \"2022-01-26 03:37:42.000000+00:00\"], \"session_ids\": [\"6074debf-bf2b-48cd-b341-dc73a055a893\", \"40324fba-9514-4d64-9320-3fe8a8e995cf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.3}, \"53661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-18 19:29:05.000000+00:00\", \"2022-06-27 02:57:20.000000+00:00\"], \"session_ids\": [\"253019a3-0bd3-4d39-b564-e3c7dc372f35\", \"afd7e2b8-2305-4ce7-98b7-b96e12037c7c\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 6.688}, \"96572\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-11-08 10:08:59.000000+00:00\", \"2020-02-09 10:46:53.000000+00:00\"], \"session_ids\": [\"147b76c6-eff3-40a6-82a2-4986c985bf78\", \"5101fa68-8bef-496f-8170-bbec1f2f26c6\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 17.286}, \"99142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-25 00:36:09.000000+00:00\", \"2021-05-20 12:04:49.000000+00:00\", \"2021-01-02 07:24:58.000000+00:00\", \"2022-08-26 09:43:07.000000+00:00\", \"2020-09-15 16:28:10.000000+00:00\", \"2022-11-17 15:51:32.000000+00:00\"], \"session_ids\": [\"b65ff09b-63c5-4831-94e0-52853b6c194e\", \"e69c2a2d-db86-4a26-997c-6c365b0dd062\", \"b4e2f402-7a32-4604-9996-c7894ffde5a3\", \"85eedd29-8a39-4b55-915d-90cedfb3784c\", \"f9c0e6e1-22f5-4c45-8c64-bd99520e4106\", \"ea64c037-9425-444d-8dd0-0b9e342676a0\"], \"total_duration\": 5756.0, \"total_sessions\": 6, \"mean_week_duration\": 50.491}}\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[{\"36446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-10 03:03:43.000000+00:00\", \"2022-01-26 03:37:42.000000+00:00\"], \"session_ids\": [\"6074debf-bf2b-48cd-b341-dc73a055a893\", \"40324fba-9514-4d64-9320-3fe8a8e995cf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.3}}, {\"30513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-18 04:07:22.000000+00:00\", \"2019-09-19 19:50:03.000000+00:00\", \"2023-01-26 09:59:29.000000+00:00\"], \"session_ids\": [\"5c140e36-69f3-444a-88d9-ae6d2015739e\", \"9a08e3bc-3f52-4a8a-91ed-6ccdad7ea1cb\", \"d7f5e87d-16d4-446a-9936-d38a4e4a494b\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 0.32}}, {\"53661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-18 19:29:05.000000+00:00\", \"2022-06-27 02:57:20.000000+00:00\"], \"session_ids\": [\"253019a3-0bd3-4d39-b564-e3c7dc372f35\", \"afd7e2b8-2305-4ce7-98b7-b96e12037c7c\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 6.688}}, {\"96572\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-11-08 10:08:59.000000+00:00\", \"2020-02-09 10:46:53.000000+00:00\"], \"session_ids\": [\"147b76c6-eff3-40a6-82a2-4986c985bf78\", \"5101fa68-8bef-496f-8170-bbec1f2f26c6\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 17.286}}, {\"82921\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-05 13:04:47.000000+00:00\", \"2021-05-08 12:18:57.000000+00:00\"], \"session_ids\": [\"f3f1b02f-0ec1-4b06-b560-ba43c4f7f9f6\", \"5380297e-2b63-4be8-a435-2357e1a4a982\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 23.923}}, {\"99142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-25 00:36:09.000000+00:00\", \"2021-05-20 12:04:49.000000+00:00\", \"2021-01-02 07:24:58.000000+00:00\", \"2022-08-26 09:43:07.000000+00:00\", \"2020-09-15 16:28:10.000000+00:00\", \"2022-11-17 15:51:32.000000+00:00\"], \"session_ids\": [\"b65ff09b-63c5-4831-94e0-52853b6c194e\", \"e69c2a2d-db86-4a26-997c-6c365b0dd062\", \"b4e2f402-7a32-4604-9996-c7894ffde5a3\", \"85eedd29-8a39-4b55-915d-90cedfb3784c\", \"f9c0e6e1-22f5-4c45-8c64-bd99520e4106\", \"ea64c037-9425-444d-8dd0-0b9e342676a0\"], \"total_duration\": 5756.0, \"total_sessions\": 6, \"mean_week_duration\": 50.491}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-10 03:03:43.000000+00:00\", \"2022-01-26 03:37:42.000000+00:00\"], \"session_ids\": [\"6074debf-bf2b-48cd-b341-dc73a055a893\", \"40324fba-9514-4d64-9320-3fe8a8e995cf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.3}}]\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[{\"36446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-10 03:03:43.000000+00:00\", \"2022-01-26 03:37:42.000000+00:00\"], \"session_ids\": [\"6074debf-bf2b-48cd-b341-dc73a055a893\", \"40324fba-9514-4d64-9320-3fe8a8e995cf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.3}}]\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 users pieces of information who are residing in city San Jose as well as implement sorting by sessions total in desc."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"1605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-11 15:17:23.000000+00:00\", \"2020-03-06 00:16:59.000000+00:00\", \"2019-10-05 04:56:36.000000+00:00\", \"2021-11-27 09:08:58.000000+00:00\", \"2020-07-24 19:38:20.000000+00:00\"], \"session_ids\": [\"f57b79ed-d475-4576-954a-d84a56ff9ae0\", \"bd191de8-419f-4e33-a20a-23f787278bd2\", \"ec76b4f8-c64f-467e-8b80-7b89839acdd6\", \"93511648-56d1-40e0-9d3c-0cd6e51f20d9\", \"943b1661-3835-4ae9-8c2f-4250fd9a708b\"], \"total_duration\": 3444.0, \"total_sessions\": 5, \"mean_week_duration\": 30.75}, \"91491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-03 00:23:18.000000+00:00\", \"2019-07-03 06:50:09.000000+00:00\", \"2020-08-06 02:34:27.000000+00:00\", \"2019-10-30 18:20:16.000000+00:00\"], \"session_ids\": [\"408e7d0b-1ace-488a-9a84-8f182568c6f4\", \"0c978e04-f867-445d-9fd2-326f35b3b2e8\", \"c92cb28a-c61f-4e86-a1cc-f0a1deb81c4b\", \"22f071e8-9e76-4ee2-a5fd-f7e0252100fa\"], \"total_duration\": 1068.0, \"total_sessions\": 4, \"mean_week_duration\": 6.282}, \"74476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-15 08:09:33.000000+00:00\", \"2021-10-29 08:42:29.000000+00:00\", \"2022-05-17 07:15:56.000000+00:00\", \"2022-06-25 00:00:41.000000+00:00\"], \"session_ids\": [\"d777cef7-773d-4970-a424-1537a0f7b0c3\", \"258ad81e-a040-4daa-b403-c280e8e18fec\", \"f2503678-7fb6-416f-8987-c4b226e350c0\", \"3e6dd919-8f3d-473c-a08d-4214d6969146\"], \"total_duration\": 181.0, \"total_sessions\": 4, \"mean_week_duration\": 3.291}, \"40082\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-12 01:36:37.000000+00:00\", \"2022-12-24 20:35:23.000000+00:00\"], \"session_ids\": [\"6a35c487-9f34-4093-8b11-5a27862f1c3e\", \"edf7890f-567f-4b1b-93a5-3f07b39ee2a0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}, \"68732\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-10 15:48:24.000000+00:00\", \"2022-08-10 14:52:38.000000+00:00\"], \"session_ids\": [\"7b2f2a35-c975-4803-8bbb-20f10fd23494\", \"8111d98c-3b90-4471-85ff-540d77b56660\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.254}, \"49572\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-17 06:50:35.000000+00:00\", \"2022-04-16 15:23:45.000000+00:00\"], \"session_ids\": [\"5f408c85-d1d7-495b-833c-e54466ae7c03\", \"b7fbd1ec-3255-4406-9acf-45056096766e\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.812}, \"60782\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-29 19:24:29.000000+00:00\", \"2019-08-18 09:49:41.000000+00:00\"], \"session_ids\": [\"795718b7-9ef5-47e7-8888-1586fb0a42e6\", \"ac80a904-a1a1-4acc-bfcb-341e32f3dd81\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 14.267}, \"56922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-06 22:12:41.000000+00:00\", \"2021-12-26 02:48:48.000000+00:00\"], \"session_ids\": [\"4762690c-7f08-4360-9ca1-f3c7ac920e0f\", \"f19e5d22-e34e-4795-9165-ae78b8fae647\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.109}, \"27084\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-12 08:51:22.000000+00:00\", \"2022-01-08 21:31:34.000000+00:00\"], \"session_ids\": [\"47b6217a-33b6-4988-8998-2d70ba8a1154\", \"a46176a0-b8d5-4b17-915b-75610b60a2cb\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 16.185}, \"78628\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-08 19:28:47.000000+00:00\", \"2020-01-26 16:44:06.000000+00:00\"], \"session_ids\": [\"30c984ff-9943-46fa-93a5-ca74949b246a\", \"1368cbbc-bd38-4de9-b568-b9d43cc11736\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 3.158}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is San Jose"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"San Jose\"]]}}}\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 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": "Provide me an information about 5 users who belong to city San Jose + apply sorting by city naming asc."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"57736\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-11 20:19:13.000000+00:00\", \"2021-06-05 13:04:31.000000+00:00\", \"2021-04-12 17:57:13.000000+00:00\"], \"session_ids\": [\"e83538de-e326-4f11-bf02-38dc908ac032\", \"c74f283f-4d85-4db7-a979-7e899265a727\", \"21f5fda9-d829-4554-a5a9-c90d703f6eb5\"], \"total_duration\": 268.0, \"total_sessions\": 3, \"mean_week_duration\": 2.481}, \"92852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-20 03:19:10.000000+00:00\", \"2022-07-26 21:27:12.000000+00:00\"], \"session_ids\": [\"c985c28f-5c81-4120-bc6c-e4988b815c40\", \"c1d8d135-639b-4eae-9b56-4186fe300232\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 27.0}, \"70497\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-05-30 02:37:59.000000+00:00\", \"2020-10-02 20:22:12.000000+00:00\", \"2019-11-06 14:17:35.000000+00:00\"], \"session_ids\": [\"5ab7312c-59da-4039-a82e-7ce3acf8486f\", \"2648f97f-0eb6-4006-bb0e-1f39bfb02b69\", \"c4aa40fb-9455-477f-915e-43a384271d22\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 7.963}, \"27226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-03 20:28:32.000000+00:00\", \"2020-10-27 14:08:39.000000+00:00\"], \"session_ids\": [\"d6ddb88f-17b5-41cd-a121-4c8e6f15edb1\", \"cc376515-170c-4969-93aa-51a5d09a0341\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.311}, \"41116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-03-20 02:05:34.000000+00:00\", \"2019-08-05 08:57:54.000000+00:00\", \"2020-03-10 07:20:27.000000+00:00\", \"2020-03-27 02:33:27.000000+00:00\", \"2019-11-17 22:56:16.000000+00:00\", \"2020-02-19 09:59:35.000000+00:00\"], \"session_ids\": [\"94d6b285-3d09-4fc4-a553-6aab0acd77c3\", \"48f76ff7-3886-48cc-821b-e5bb76a53031\", \"a1328d2a-537c-4a6e-81d0-b722f6dd8fba\", \"db24ef40-3840-4a7c-9536-af7b07c150c4\", \"29fecbcd-991d-4f47-8f94-0e88711a1b5e\", \"b8295492-6601-4122-a11b-5a8b79494f61\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.642}, \"97486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-12 17:31:47.000000+00:00\", \"2020-04-17 11:31:44.000000+00:00\", \"2019-01-21 17:40:00.000000+00:00\"], \"session_ids\": [\"f8729625-6a95-4d65-b51b-aae3227a406c\", \"ea6a85ce-005d-497b-b31a-dafe6b2797c1\", \"1c3edba3-53fa-4303-98b9-818dc5348bd0\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.558}, \"72995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-07-14 07:40:21.000000+00:00\", \"2020-09-21 19:33:52.000000+00:00\"], \"session_ids\": [\"e44f82a1-bf19-4e7f-9989-d1caaaf2f853\", \"159ee76e-d859-4f23-935a-300879dd3365\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}, \"82728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-09 05:43:31.000000+00:00\", \"2021-03-06 01:21:09.000000+00:00\", \"2022-01-07 00:42:23.000000+00:00\", \"2021-03-16 13:12:21.000000+00:00\", \"2021-05-29 19:17:51.000000+00:00\"], \"session_ids\": [\"80483232-91f5-45e3-be48-7e8f499c484b\", \"2ae207e0-0f76-4475-95c8-03aebf8d3347\", \"e0dd25d4-a307-4a54-a1d7-d58935f73ae2\", \"229d6561-20ca-46c7-90ba-d62353b4afed\", \"21c333d3-262d-4909-b959-9c5f1edc8e02\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.464}, \"41927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-06 00:12:40.000000+00:00\", \"2023-03-25 01:40:57.000000+00:00\", \"2021-01-07 03:37:25.000000+00:00\"], \"session_ids\": [\"f2d286dd-8636-42e6-afb4-96692cfdaa64\", \"5a812152-75b3-47a6-b235-3909b7c895de\", \"72a631e6-4a09-463f-99f5-f83a3905fbba\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 2.075}, \"15153\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-01 23:55:22.000000+00:00\", \"2021-11-06 23:55:02.000000+00:00\", \"2021-08-14 14:13:05.000000+00:00\"], \"session_ids\": [\"0b88d937-e93b-4926-a6dd-9ad714a1a500\", \"9e03a027-4f5f-4f87-aa74-b148e0099f08\", \"3463002d-acd4-4d3c-8d5a-c637175677bc\"], \"total_duration\": 543.0, \"total_sessions\": 3, \"mean_week_duration\": 8.758}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is San Jose"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"San Jose\"]]}}}\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": "Can you give me information regarding 7 users who don't currently live in city Reykjavik , and implement sorting by sum of duration in asc order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-24 00:04:48.000000+00:00\", \"2022-12-26 21:34:59.000000+00:00\", \"2022-10-29 00:14:43.000000+00:00\"], \"session_ids\": [\"f3703ab2-dbca-49e7-835e-90f2902fbb3a\", \"00266195-44d0-4f17-9256-f80d373bbfb9\", \"f359038a-1eb6-4aef-b720-44073eae7200\"], \"total_duration\": 615.0, \"total_sessions\": 3, \"mean_week_duration\": 68.333}, \"85836\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-05 02:06:05.000000+00:00\", \"2020-03-24 23:19:03.000000+00:00\"], \"session_ids\": [\"631434f4-5f8b-4a76-980e-24ecaaaf4277\", \"b4f97d0e-6b48-4d5a-ac98-6309bab564f8\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.153}, \"24396\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-10 14:10:32.000000+00:00\", \"2020-02-28 01:11:17.000000+00:00\"], \"session_ids\": [\"9953ad5e-30a8-4c50-86f6-5939f27a7388\", \"212044df-b931-4375-8404-5682b4860933\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 4.814}, \"26179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-06-26 17:54:35.000000+00:00\", \"2023-04-24 12:50:20.000000+00:00\", \"2021-07-10 07:26:37.000000+00:00\", \"2023-05-30 06:43:39.000000+00:00\", \"2020-09-06 07:10:36.000000+00:00\", \"2020-06-03 15:37:36.000000+00:00\"], \"session_ids\": [\"07edf892-e3f7-4d1a-bc3c-8b655efebe43\", \"c18dba01-9ae9-4f08-862e-705b603a1030\", \"32830b7e-447c-40a4-ba95-66b26e319607\", \"40e4285a-d896-4edf-aa79-38d088a662f6\", \"21a0976e-7c37-4e1c-9e8a-33ff90f38f58\", \"ce7d77b7-fa20-432b-a956-9fd8daefd66a\"], \"total_duration\": 6341.0, \"total_sessions\": 6, \"mean_week_duration\": 40.647}, \"55998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-25 17:01:13.000000+00:00\", \"2022-01-21 12:24:27.000000+00:00\"], \"session_ids\": [\"1d59c0e6-7a54-471b-99a6-ef802f55f120\", \"d766f50d-72c5-49d5-8cf2-c25a6656f552\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 6.041}, \"74683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-07 11:13:39.000000+00:00\", \"2022-07-01 04:20:04.000000+00:00\", \"2019-08-13 07:57:14.000000+00:00\"], \"session_ids\": [\"9b27809e-496f-4d9f-b992-b05e2a33b568\", \"7a2e1673-cc32-43b8-a107-0075c4988c27\", \"65125921-566d-4eac-84d2-ab0a74065a5c\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.355}, \"85585\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-08 19:01:42.000000+00:00\", \"2022-12-14 13:15:17.000000+00:00\", \"2021-06-10 08:55:54.000000+00:00\", \"2022-05-01 21:02:16.000000+00:00\", \"2021-10-30 09:47:32.000000+00:00\", \"2023-02-07 10:25:38.000000+00:00\"], \"session_ids\": [\"2b1bc8ff-4bb6-4567-b7b2-d85d3e59617f\", \"0e51b5f9-bff8-442d-925d-00f4a3756ea6\", \"77bd9ecb-2b67-4b02-87c8-4d557f43af94\", \"6de8a501-9d12-4854-8b55-21cafadca68e\", \"70bc01f0-1d44-4b52-b73a-eb89b3d0be54\", \"75dfc120-738c-49ae-88e2-24d59746b52a\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.759}, \"29734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-01 11:04:13.000000+00:00\", \"2019-10-17 10:49:21.000000+00:00\"], \"session_ids\": [\"f430e501-810a-490b-ba5b-fbb89878a528\", \"aaf44581-68ff-4ac3-91b6-95551cd168cc\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.081}, \"97057\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-11-19 04:24:52.000000+00:00\", \"2019-05-03 21:18:55.000000+00:00\"], \"session_ids\": [\"1598d208-4f23-45f7-b155-60af1e551f16\", \"99cd70c6-e96b-46d0-bb1c-9296992e56b3\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 2.616}, \"11459\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-01 10:03:48.000000+00:00\", \"2020-06-23 15:55:45.000000+00:00\"], \"session_ids\": [\"c36971fe-3362-4dc6-85c6-23898de03014\", \"59f6fab3-aa3b-45e6-afa0-b5c6a17807fa\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Reykjavik"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-24 00:04:48.000000+00:00\", \"2022-12-26 21:34:59.000000+00:00\", \"2022-10-29 00:14:43.000000+00:00\"], \"session_ids\": [\"f3703ab2-dbca-49e7-835e-90f2902fbb3a\", \"00266195-44d0-4f17-9256-f80d373bbfb9\", \"f359038a-1eb6-4aef-b720-44073eae7200\"], \"total_duration\": 615.0, \"total_sessions\": 3, \"mean_week_duration\": 68.333}, \"85836\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-05 02:06:05.000000+00:00\", \"2020-03-24 23:19:03.000000+00:00\"], \"session_ids\": [\"631434f4-5f8b-4a76-980e-24ecaaaf4277\", \"b4f97d0e-6b48-4d5a-ac98-6309bab564f8\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.153}, \"24396\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-10 14:10:32.000000+00:00\", \"2020-02-28 01:11:17.000000+00:00\"], \"session_ids\": [\"9953ad5e-30a8-4c50-86f6-5939f27a7388\", \"212044df-b931-4375-8404-5682b4860933\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 4.814}, \"26179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-06-26 17:54:35.000000+00:00\", \"2023-04-24 12:50:20.000000+00:00\", \"2021-07-10 07:26:37.000000+00:00\", \"2023-05-30 06:43:39.000000+00:00\", \"2020-09-06 07:10:36.000000+00:00\", \"2020-06-03 15:37:36.000000+00:00\"], \"session_ids\": [\"07edf892-e3f7-4d1a-bc3c-8b655efebe43\", \"c18dba01-9ae9-4f08-862e-705b603a1030\", \"32830b7e-447c-40a4-ba95-66b26e319607\", \"40e4285a-d896-4edf-aa79-38d088a662f6\", \"21a0976e-7c37-4e1c-9e8a-33ff90f38f58\", \"ce7d77b7-fa20-432b-a956-9fd8daefd66a\"], \"total_duration\": 6341.0, \"total_sessions\": 6, \"mean_week_duration\": 40.647}, \"55998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-25 17:01:13.000000+00:00\", \"2022-01-21 12:24:27.000000+00:00\"], \"session_ids\": [\"1d59c0e6-7a54-471b-99a6-ef802f55f120\", \"d766f50d-72c5-49d5-8cf2-c25a6656f552\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 6.041}, \"74683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-07 11:13:39.000000+00:00\", \"2022-07-01 04:20:04.000000+00:00\", \"2019-08-13 07:57:14.000000+00:00\"], \"session_ids\": [\"9b27809e-496f-4d9f-b992-b05e2a33b568\", \"7a2e1673-cc32-43b8-a107-0075c4988c27\", \"65125921-566d-4eac-84d2-ab0a74065a5c\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.355}, \"85585\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-08 19:01:42.000000+00:00\", \"2022-12-14 13:15:17.000000+00:00\", \"2021-06-10 08:55:54.000000+00:00\", \"2022-05-01 21:02:16.000000+00:00\", \"2021-10-30 09:47:32.000000+00:00\", \"2023-02-07 10:25:38.000000+00:00\"], \"session_ids\": [\"2b1bc8ff-4bb6-4567-b7b2-d85d3e59617f\", \"0e51b5f9-bff8-442d-925d-00f4a3756ea6\", \"77bd9ecb-2b67-4b02-87c8-4d557f43af94\", \"6de8a501-9d12-4854-8b55-21cafadca68e\", \"70bc01f0-1d44-4b52-b73a-eb89b3d0be54\", \"75dfc120-738c-49ae-88e2-24d59746b52a\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.759}, \"29734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-01 11:04:13.000000+00:00\", \"2019-10-17 10:49:21.000000+00:00\"], \"session_ids\": [\"f430e501-810a-490b-ba5b-fbb89878a528\", \"aaf44581-68ff-4ac3-91b6-95551cd168cc\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.081}, \"97057\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-11-19 04:24:52.000000+00:00\", \"2019-05-03 21:18:55.000000+00:00\"], \"session_ids\": [\"1598d208-4f23-45f7-b155-60af1e551f16\", \"99cd70c6-e96b-46d0-bb1c-9296992e56b3\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 2.616}, \"11459\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-01 10:03:48.000000+00:00\", \"2020-06-23 15:55:45.000000+00:00\"], \"session_ids\": [\"c36971fe-3362-4dc6-85c6-23898de03014\", \"59f6fab3-aa3b-45e6-afa0-b5c6a17807fa\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"74683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-07 11:13:39.000000+00:00\", \"2022-07-01 04:20:04.000000+00:00\", \"2019-08-13 07:57:14.000000+00:00\"], \"session_ids\": [\"9b27809e-496f-4d9f-b992-b05e2a33b568\", \"7a2e1673-cc32-43b8-a107-0075c4988c27\", \"65125921-566d-4eac-84d2-ab0a74065a5c\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.355}}, {\"11459\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-01 10:03:48.000000+00:00\", \"2020-06-23 15:55:45.000000+00:00\"], \"session_ids\": [\"c36971fe-3362-4dc6-85c6-23898de03014\", \"59f6fab3-aa3b-45e6-afa0-b5c6a17807fa\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}, {\"85836\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-05 02:06:05.000000+00:00\", \"2020-03-24 23:19:03.000000+00:00\"], \"session_ids\": [\"631434f4-5f8b-4a76-980e-24ecaaaf4277\", \"b4f97d0e-6b48-4d5a-ac98-6309bab564f8\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.153}}, {\"29734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-01 11:04:13.000000+00:00\", \"2019-10-17 10:49:21.000000+00:00\"], \"session_ids\": [\"f430e501-810a-490b-ba5b-fbb89878a528\", \"aaf44581-68ff-4ac3-91b6-95551cd168cc\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.081}}, {\"24396\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-10 14:10:32.000000+00:00\", \"2020-02-28 01:11:17.000000+00:00\"], \"session_ids\": [\"9953ad5e-30a8-4c50-86f6-5939f27a7388\", \"212044df-b931-4375-8404-5682b4860933\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 4.814}}, {\"55998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-25 17:01:13.000000+00:00\", \"2022-01-21 12:24:27.000000+00:00\"], \"session_ids\": [\"1d59c0e6-7a54-471b-99a6-ef802f55f120\", \"d766f50d-72c5-49d5-8cf2-c25a6656f552\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 6.041}}, {\"85585\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-08 19:01:42.000000+00:00\", \"2022-12-14 13:15:17.000000+00:00\", \"2021-06-10 08:55:54.000000+00:00\", \"2022-05-01 21:02:16.000000+00:00\", \"2021-10-30 09:47:32.000000+00:00\", \"2023-02-07 10:25:38.000000+00:00\"], \"session_ids\": [\"2b1bc8ff-4bb6-4567-b7b2-d85d3e59617f\", \"0e51b5f9-bff8-442d-925d-00f4a3756ea6\", \"77bd9ecb-2b67-4b02-87c8-4d557f43af94\", \"6de8a501-9d12-4854-8b55-21cafadca68e\", \"70bc01f0-1d44-4b52-b73a-eb89b3d0be54\", \"75dfc120-738c-49ae-88e2-24d59746b52a\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.759}}, {\"97057\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-11-19 04:24:52.000000+00:00\", \"2019-05-03 21:18:55.000000+00:00\"], \"session_ids\": [\"1598d208-4f23-45f7-b155-60af1e551f16\", \"99cd70c6-e96b-46d0-bb1c-9296992e56b3\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 2.616}}, {\"87516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-24 00:04:48.000000+00:00\", \"2022-12-26 21:34:59.000000+00:00\", \"2022-10-29 00:14:43.000000+00:00\"], \"session_ids\": [\"f3703ab2-dbca-49e7-835e-90f2902fbb3a\", \"00266195-44d0-4f17-9256-f80d373bbfb9\", \"f359038a-1eb6-4aef-b720-44073eae7200\"], \"total_duration\": 615.0, \"total_sessions\": 3, \"mean_week_duration\": 68.333}}, {\"26179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-06-26 17:54:35.000000+00:00\", \"2023-04-24 12:50:20.000000+00:00\", \"2021-07-10 07:26:37.000000+00:00\", \"2023-05-30 06:43:39.000000+00:00\", \"2020-09-06 07:10:36.000000+00:00\", \"2020-06-03 15:37:36.000000+00:00\"], \"session_ids\": [\"07edf892-e3f7-4d1a-bc3c-8b655efebe43\", \"c18dba01-9ae9-4f08-862e-705b603a1030\", \"32830b7e-447c-40a4-ba95-66b26e319607\", \"40e4285a-d896-4edf-aa79-38d088a662f6\", \"21a0976e-7c37-4e1c-9e8a-33ff90f38f58\", \"ce7d77b7-fa20-432b-a956-9fd8daefd66a\"], \"total_duration\": 6341.0, \"total_sessions\": 6, \"mean_week_duration\": 40.647}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"74683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-07 11:13:39.000000+00:00\", \"2022-07-01 04:20:04.000000+00:00\", \"2019-08-13 07:57:14.000000+00:00\"], \"session_ids\": [\"9b27809e-496f-4d9f-b992-b05e2a33b568\", \"7a2e1673-cc32-43b8-a107-0075c4988c27\", \"65125921-566d-4eac-84d2-ab0a74065a5c\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.355}}, {\"11459\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-01 10:03:48.000000+00:00\", \"2020-06-23 15:55:45.000000+00:00\"], \"session_ids\": [\"c36971fe-3362-4dc6-85c6-23898de03014\", \"59f6fab3-aa3b-45e6-afa0-b5c6a17807fa\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}, {\"85836\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-05 02:06:05.000000+00:00\", \"2020-03-24 23:19:03.000000+00:00\"], \"session_ids\": [\"631434f4-5f8b-4a76-980e-24ecaaaf4277\", \"b4f97d0e-6b48-4d5a-ac98-6309bab564f8\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.153}}, {\"29734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-01 11:04:13.000000+00:00\", \"2019-10-17 10:49:21.000000+00:00\"], \"session_ids\": [\"f430e501-810a-490b-ba5b-fbb89878a528\", \"aaf44581-68ff-4ac3-91b6-95551cd168cc\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.081}}, {\"24396\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-10 14:10:32.000000+00:00\", \"2020-02-28 01:11:17.000000+00:00\"], \"session_ids\": [\"9953ad5e-30a8-4c50-86f6-5939f27a7388\", \"212044df-b931-4375-8404-5682b4860933\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 4.814}}, {\"55998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-25 17:01:13.000000+00:00\", \"2022-01-21 12:24:27.000000+00:00\"], \"session_ids\": [\"1d59c0e6-7a54-471b-99a6-ef802f55f120\", \"d766f50d-72c5-49d5-8cf2-c25a6656f552\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 6.041}}, {\"85585\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-08 19:01:42.000000+00:00\", \"2022-12-14 13:15:17.000000+00:00\", \"2021-06-10 08:55:54.000000+00:00\", \"2022-05-01 21:02:16.000000+00:00\", \"2021-10-30 09:47:32.000000+00:00\", \"2023-02-07 10:25:38.000000+00:00\"], \"session_ids\": [\"2b1bc8ff-4bb6-4567-b7b2-d85d3e59617f\", \"0e51b5f9-bff8-442d-925d-00f4a3756ea6\", \"77bd9ecb-2b67-4b02-87c8-4d557f43af94\", \"6de8a501-9d12-4854-8b55-21cafadca68e\", \"70bc01f0-1d44-4b52-b73a-eb89b3d0be54\", \"75dfc120-738c-49ae-88e2-24d59746b52a\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.759}}]\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[{\"74683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-07 11:13:39.000000+00:00\", \"2022-07-01 04:20:04.000000+00:00\", \"2019-08-13 07:57:14.000000+00:00\"], \"session_ids\": [\"9b27809e-496f-4d9f-b992-b05e2a33b568\", \"7a2e1673-cc32-43b8-a107-0075c4988c27\", \"65125921-566d-4eac-84d2-ab0a74065a5c\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.355}}, {\"11459\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-01 10:03:48.000000+00:00\", \"2020-06-23 15:55:45.000000+00:00\"], \"session_ids\": [\"c36971fe-3362-4dc6-85c6-23898de03014\", \"59f6fab3-aa3b-45e6-afa0-b5c6a17807fa\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}, {\"85836\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-05 02:06:05.000000+00:00\", \"2020-03-24 23:19:03.000000+00:00\"], \"session_ids\": [\"631434f4-5f8b-4a76-980e-24ecaaaf4277\", \"b4f97d0e-6b48-4d5a-ac98-6309bab564f8\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.153}}, {\"29734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-01 11:04:13.000000+00:00\", \"2019-10-17 10:49:21.000000+00:00\"], \"session_ids\": [\"f430e501-810a-490b-ba5b-fbb89878a528\", \"aaf44581-68ff-4ac3-91b6-95551cd168cc\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.081}}, {\"24396\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-10 14:10:32.000000+00:00\", \"2020-02-28 01:11:17.000000+00:00\"], \"session_ids\": [\"9953ad5e-30a8-4c50-86f6-5939f27a7388\", \"212044df-b931-4375-8404-5682b4860933\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 4.814}}, {\"55998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-25 17:01:13.000000+00:00\", \"2022-01-21 12:24:27.000000+00:00\"], \"session_ids\": [\"1d59c0e6-7a54-471b-99a6-ef802f55f120\", \"d766f50d-72c5-49d5-8cf2-c25a6656f552\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 6.041}}, {\"85585\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-08 19:01:42.000000+00:00\", \"2022-12-14 13:15:17.000000+00:00\", \"2021-06-10 08:55:54.000000+00:00\", \"2022-05-01 21:02:16.000000+00:00\", \"2021-10-30 09:47:32.000000+00:00\", \"2023-02-07 10:25:38.000000+00:00\"], \"session_ids\": [\"2b1bc8ff-4bb6-4567-b7b2-d85d3e59617f\", \"0e51b5f9-bff8-442d-925d-00f4a3756ea6\", \"77bd9ecb-2b67-4b02-87c8-4d557f43af94\", \"6de8a501-9d12-4854-8b55-21cafadca68e\", \"70bc01f0-1d44-4b52-b73a-eb89b3d0be54\", \"75dfc120-738c-49ae-88e2-24d59746b52a\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.759}}]\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 2 users pieces of information who have total_sessions greater than 3 and less than 8 (both not including) , sort by total duration amount 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{\"1610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-04 03:40:26.000000+00:00\", \"2021-01-22 23:13:38.000000+00:00\", \"2022-07-17 00:18:08.000000+00:00\", \"2022-07-30 08:42:19.000000+00:00\", \"2023-01-28 14:12:10.000000+00:00\"], \"session_ids\": [\"e3978940-57db-42c0-ba92-a4a9d34e9caa\", \"4c6faf8e-6016-4a66-aaca-213bfdab82da\", \"e1ecd192-91e2-4582-b78c-2e9ff08231cd\", \"b67e377e-51da-4728-9e6c-a7d67b99d281\", \"b4e3293f-d323-4ada-bc98-a0f87d5eb840\"], \"total_duration\": 3094.0, \"total_sessions\": 5, \"mean_week_duration\": 29.467}, \"55499\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-16 01:06:15.000000+00:00\", \"2021-10-18 04:15:03.000000+00:00\"], \"session_ids\": [\"c62d0ef2-f16a-4844-a325-2faf2a4383e9\", \"73e222e2-f68e-4791-a6be-364f99ce9e46\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 3.716}, \"39091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-08-31 19:08:04.000000+00:00\", \"2021-02-16 12:53:44.000000+00:00\"], \"session_ids\": [\"45462da0-02d2-4dbd-90ff-2768020d86b1\", \"c4b59e70-cdca-4de0-abc3-89b7b008ee69\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.701}, \"4661\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-09-02 05:51:13.000000+00:00\", \"2022-09-08 16:15:24.000000+00:00\", \"2020-02-21 00:23:34.000000+00:00\"], \"session_ids\": [\"6aae63c0-b3d9-40ac-b4a9-a4da86dc3a05\", \"b42562fc-266c-44c9-b9b1-efdf867a1628\", \"32e53055-f86c-49d0-b6e8-af93dc5261d7\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 0.253}, \"46609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-12-09 22:52:26.000000+00:00\", \"2021-02-22 03:50:44.000000+00:00\", \"2021-02-17 11:12:11.000000+00:00\"], \"session_ids\": [\"5ca479d9-f941-439e-9563-76011cf63588\", \"4bd7c738-3dfc-4df7-9ea0-e7ab42710bed\", \"ed17bd22-56e2-4cd9-8b1c-428962e34339\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.411}, \"23424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-12 05:41:39.000000+00:00\", \"2019-11-01 12:06:30.000000+00:00\", \"2020-11-14 08:33:24.000000+00:00\", \"2019-03-06 08:40:46.000000+00:00\", \"2020-11-30 05:12:24.000000+00:00\"], \"session_ids\": [\"a176e781-5cb0-4287-825a-17608dd82323\", \"b1691770-ec20-4158-984c-47b0d83868c2\", \"970af9c8-cd8e-4620-bf1c-8bf1a07c050c\", \"41b3655c-28ab-4bf3-b5d6-e92ba99fa087\", \"820188c9-d029-4c3c-b800-d6d8556b4e72\"], \"total_duration\": 299.0, \"total_sessions\": 5, \"mean_week_duration\": 1.709}, \"95761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-11 03:32:53.000000+00:00\", \"2021-07-07 21:39:02.000000+00:00\"], \"session_ids\": [\"4cf76291-934c-443d-8623-bcd5adf5d4a2\", \"c7fd0dc0-b6e1-42e3-9a22-4d69f0aaffed\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 1.596}, \"38087\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-03 00:11:15.000000+00:00\", \"2022-10-17 06:33:09.000000+00:00\"], \"session_ids\": [\"4ddba1e1-4abf-4e0f-81e3-c8e8e1e24ed4\", \"db6ee35c-b3ef-47ba-ba48-a502fbec46d8\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 25.727}, \"32308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-12 14:43:00.000000+00:00\", \"2020-05-28 12:33:17.000000+00:00\"], \"session_ids\": [\"653d7c02-fdcc-49cc-8099-7c80038265d4\", \"e5367a46-f80d-4c38-8bde-e0f89b68e18c\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 7.88}, \"39855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-03 00:39:26.000000+00:00\", \"2023-05-25 13:48:59.000000+00:00\", \"2020-12-12 22:43:16.000000+00:00\", \"2020-04-21 03:18:10.000000+00:00\", \"2019-06-25 18:12:36.000000+00:00\", \"2020-06-23 13:52:24.000000+00:00\", \"2023-05-28 02:46:36.000000+00:00\"], \"session_ids\": [\"0bc3bf8c-7873-4855-af20-b8d25a3fcaac\", \"610f66b4-af33-4071-a1f3-11396d0c088f\", \"257b7ec1-cf9c-4708-932e-793844c28594\", \"38afa8c0-12bc-4edc-b7aa-f01e3f2ed1ba\", \"c24efe3f-494f-492f-8ef1-42989621b60e\", \"5cd28bea-56ac-43e9-8508-d41d6632e7c9\", \"838d39af-95e2-49f9-84da-eb0f90ff4075\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 5.059}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are greater than 3 and are less than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"1610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-04 03:40:26.000000+00:00\", \"2021-01-22 23:13:38.000000+00:00\", \"2022-07-17 00:18:08.000000+00:00\", \"2022-07-30 08:42:19.000000+00:00\", \"2023-01-28 14:12:10.000000+00:00\"], \"session_ids\": [\"e3978940-57db-42c0-ba92-a4a9d34e9caa\", \"4c6faf8e-6016-4a66-aaca-213bfdab82da\", \"e1ecd192-91e2-4582-b78c-2e9ff08231cd\", \"b67e377e-51da-4728-9e6c-a7d67b99d281\", \"b4e3293f-d323-4ada-bc98-a0f87d5eb840\"], \"total_duration\": 3094.0, \"total_sessions\": 5, \"mean_week_duration\": 29.467}, \"23424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-12 05:41:39.000000+00:00\", \"2019-11-01 12:06:30.000000+00:00\", \"2020-11-14 08:33:24.000000+00:00\", \"2019-03-06 08:40:46.000000+00:00\", \"2020-11-30 05:12:24.000000+00:00\"], \"session_ids\": [\"a176e781-5cb0-4287-825a-17608dd82323\", \"b1691770-ec20-4158-984c-47b0d83868c2\", \"970af9c8-cd8e-4620-bf1c-8bf1a07c050c\", \"41b3655c-28ab-4bf3-b5d6-e92ba99fa087\", \"820188c9-d029-4c3c-b800-d6d8556b4e72\"], \"total_duration\": 299.0, \"total_sessions\": 5, \"mean_week_duration\": 1.709}, \"39855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-03 00:39:26.000000+00:00\", \"2023-05-25 13:48:59.000000+00:00\", \"2020-12-12 22:43:16.000000+00:00\", \"2020-04-21 03:18:10.000000+00:00\", \"2019-06-25 18:12:36.000000+00:00\", \"2020-06-23 13:52:24.000000+00:00\", \"2023-05-28 02:46:36.000000+00:00\"], \"session_ids\": [\"0bc3bf8c-7873-4855-af20-b8d25a3fcaac\", \"610f66b4-af33-4071-a1f3-11396d0c088f\", \"257b7ec1-cf9c-4708-932e-793844c28594\", \"38afa8c0-12bc-4edc-b7aa-f01e3f2ed1ba\", \"c24efe3f-494f-492f-8ef1-42989621b60e\", \"5cd28bea-56ac-43e9-8508-d41d6632e7c9\", \"838d39af-95e2-49f9-84da-eb0f90ff4075\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 5.059}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"1610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-04 03:40:26.000000+00:00\", \"2021-01-22 23:13:38.000000+00:00\", \"2022-07-17 00:18:08.000000+00:00\", \"2022-07-30 08:42:19.000000+00:00\", \"2023-01-28 14:12:10.000000+00:00\"], \"session_ids\": [\"e3978940-57db-42c0-ba92-a4a9d34e9caa\", \"4c6faf8e-6016-4a66-aaca-213bfdab82da\", \"e1ecd192-91e2-4582-b78c-2e9ff08231cd\", \"b67e377e-51da-4728-9e6c-a7d67b99d281\", \"b4e3293f-d323-4ada-bc98-a0f87d5eb840\"], \"total_duration\": 3094.0, \"total_sessions\": 5, \"mean_week_duration\": 29.467}}, {\"39855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-03 00:39:26.000000+00:00\", \"2023-05-25 13:48:59.000000+00:00\", \"2020-12-12 22:43:16.000000+00:00\", \"2020-04-21 03:18:10.000000+00:00\", \"2019-06-25 18:12:36.000000+00:00\", \"2020-06-23 13:52:24.000000+00:00\", \"2023-05-28 02:46:36.000000+00:00\"], \"session_ids\": [\"0bc3bf8c-7873-4855-af20-b8d25a3fcaac\", \"610f66b4-af33-4071-a1f3-11396d0c088f\", \"257b7ec1-cf9c-4708-932e-793844c28594\", \"38afa8c0-12bc-4edc-b7aa-f01e3f2ed1ba\", \"c24efe3f-494f-492f-8ef1-42989621b60e\", \"5cd28bea-56ac-43e9-8508-d41d6632e7c9\", \"838d39af-95e2-49f9-84da-eb0f90ff4075\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 5.059}}, {\"23424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-12 05:41:39.000000+00:00\", \"2019-11-01 12:06:30.000000+00:00\", \"2020-11-14 08:33:24.000000+00:00\", \"2019-03-06 08:40:46.000000+00:00\", \"2020-11-30 05:12:24.000000+00:00\"], \"session_ids\": [\"a176e781-5cb0-4287-825a-17608dd82323\", \"b1691770-ec20-4158-984c-47b0d83868c2\", \"970af9c8-cd8e-4620-bf1c-8bf1a07c050c\", \"41b3655c-28ab-4bf3-b5d6-e92ba99fa087\", \"820188c9-d029-4c3c-b800-d6d8556b4e72\"], \"total_duration\": 299.0, \"total_sessions\": 5, \"mean_week_duration\": 1.709}}]\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[{\"1610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-04 03:40:26.000000+00:00\", \"2021-01-22 23:13:38.000000+00:00\", \"2022-07-17 00:18:08.000000+00:00\", \"2022-07-30 08:42:19.000000+00:00\", \"2023-01-28 14:12:10.000000+00:00\"], \"session_ids\": [\"e3978940-57db-42c0-ba92-a4a9d34e9caa\", \"4c6faf8e-6016-4a66-aaca-213bfdab82da\", \"e1ecd192-91e2-4582-b78c-2e9ff08231cd\", \"b67e377e-51da-4728-9e6c-a7d67b99d281\", \"b4e3293f-d323-4ada-bc98-a0f87d5eb840\"], \"total_duration\": 3094.0, \"total_sessions\": 5, \"mean_week_duration\": 29.467}}, {\"39855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-03 00:39:26.000000+00:00\", \"2023-05-25 13:48:59.000000+00:00\", \"2020-12-12 22:43:16.000000+00:00\", \"2020-04-21 03:18:10.000000+00:00\", \"2019-06-25 18:12:36.000000+00:00\", \"2020-06-23 13:52:24.000000+00:00\", \"2023-05-28 02:46:36.000000+00:00\"], \"session_ids\": [\"0bc3bf8c-7873-4855-af20-b8d25a3fcaac\", \"610f66b4-af33-4071-a1f3-11396d0c088f\", \"257b7ec1-cf9c-4708-932e-793844c28594\", \"38afa8c0-12bc-4edc-b7aa-f01e3f2ed1ba\", \"c24efe3f-494f-492f-8ef1-42989621b60e\", \"5cd28bea-56ac-43e9-8508-d41d6632e7c9\", \"838d39af-95e2-49f9-84da-eb0f90ff4075\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 5.059}}]\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[{\"1610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-04 03:40:26.000000+00:00\", \"2021-01-22 23:13:38.000000+00:00\", \"2022-07-17 00:18:08.000000+00:00\", \"2022-07-30 08:42:19.000000+00:00\", \"2023-01-28 14:12:10.000000+00:00\"], \"session_ids\": [\"e3978940-57db-42c0-ba92-a4a9d34e9caa\", \"4c6faf8e-6016-4a66-aaca-213bfdab82da\", \"e1ecd192-91e2-4582-b78c-2e9ff08231cd\", \"b67e377e-51da-4728-9e6c-a7d67b99d281\", \"b4e3293f-d323-4ada-bc98-a0f87d5eb840\"], \"total_duration\": 3094.0, \"total_sessions\": 5, \"mean_week_duration\": 29.467}}, {\"39855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-03 00:39:26.000000+00:00\", \"2023-05-25 13:48:59.000000+00:00\", \"2020-12-12 22:43:16.000000+00:00\", \"2020-04-21 03:18:10.000000+00:00\", \"2019-06-25 18:12:36.000000+00:00\", \"2020-06-23 13:52:24.000000+00:00\", \"2023-05-28 02:46:36.000000+00:00\"], \"session_ids\": [\"0bc3bf8c-7873-4855-af20-b8d25a3fcaac\", \"610f66b4-af33-4071-a1f3-11396d0c088f\", \"257b7ec1-cf9c-4708-932e-793844c28594\", \"38afa8c0-12bc-4edc-b7aa-f01e3f2ed1ba\", \"c24efe3f-494f-492f-8ef1-42989621b60e\", \"5cd28bea-56ac-43e9-8508-d41d6632e7c9\", \"838d39af-95e2-49f9-84da-eb0f90ff4075\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 5.059}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about 3 users who are not living in city Toronto as well as execute sorting by city naming 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{\"22538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-10 08:28:50.000000+00:00\", \"2022-11-30 23:37:45.000000+00:00\", \"2020-10-02 08:25:39.000000+00:00\"], \"session_ids\": [\"8b7d4fac-acf9-4283-bbc5-d09a3c3d7d94\", \"48946db3-2946-4d6b-a8e1-a6e7698a5652\", \"fc700787-2932-46ee-ba15-36e1cb82fd7d\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.791}, \"60075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-10 04:22:43.000000+00:00\", \"2020-05-02 04:10:35.000000+00:00\", \"2020-09-14 00:50:54.000000+00:00\", \"2022-02-26 23:02:56.000000+00:00\", \"2021-06-22 15:10:24.000000+00:00\"], \"session_ids\": [\"aca06af7-468d-4a9b-81d7-c349bb404119\", \"4f86fd66-0ae3-4c23-8352-f06d10de5ea4\", \"c37a0a98-1ce4-464b-91c2-22a5e5d76fb3\", \"2826e9ba-44c4-4abf-af09-4a63bca18aaf\", \"7e8faf37-75e7-4c81-b109-130ebb294036\"], \"total_duration\": 3381.0, \"total_sessions\": 5, \"mean_week_duration\": 34.856}, \"24492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-01 18:58:45.000000+00:00\", \"2019-10-13 20:02:08.000000+00:00\", \"2022-10-21 03:25:18.000000+00:00\"], \"session_ids\": [\"0ecaca19-ce67-4e2d-abdb-ada48442296a\", \"470a9a2b-2a66-4458-95c7-c9c795666030\", \"23a48f75-f974-4a3e-809e-a669c6c8eaad\"], \"total_duration\": 219.0, \"total_sessions\": 3, \"mean_week_duration\": 1.177}, \"57998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-14 09:34:21.000000+00:00\", \"2021-08-02 00:36:17.000000+00:00\"], \"session_ids\": [\"7a9fb5c4-013e-427c-9caf-8ebcda0a5417\", \"1ed8fb1f-9ad9-40ae-8d94-0ba35b3b8263\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.129}, \"34508\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-28 06:22:10.000000+00:00\", \"2021-06-16 16:01:17.000000+00:00\", \"2020-02-10 13:52:26.000000+00:00\", \"2019-09-25 11:36:15.000000+00:00\", \"2021-01-03 02:46:31.000000+00:00\"], \"session_ids\": [\"d628ac72-112b-4a3c-89b2-dc7a2a4b492e\", \"dbda563d-ed90-4263-ac06-b2f5744bdd86\", \"e91227db-9527-4514-8b9b-93700417c120\", \"ae3ab217-48d6-4c41-8a01-9ec3f5077985\", \"0d237442-6198-4919-b29b-90bd85642b13\"], \"total_duration\": 166.0, \"total_sessions\": 5, \"mean_week_duration\": 1.456}, \"60325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-05-26 06:17:48.000000+00:00\", \"2023-01-06 22:39:15.000000+00:00\"], \"session_ids\": [\"82817a9f-7308-4bd2-8161-a63424d07504\", \"4f42d380-751e-436e-b97c-33f6bb6f4ee7\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.19}, \"77076\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-13 22:38:24.000000+00:00\", \"2021-03-18 01:09:29.000000+00:00\"], \"session_ids\": [\"e8fe4c39-1e77-4ca4-af0d-9a47772a1d46\", \"d34f4766-cfce-40fa-9093-f53fae1535dd\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 5.333}, \"99238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-05 05:12:21.000000+00:00\", \"2022-08-04 20:37:05.000000+00:00\"], \"session_ids\": [\"b01c64ad-cec4-4321-83c6-5bef1a823faf\", \"e7b88577-25b3-4588-9c3c-79e0a4f0d0ae\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.398}, \"25305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-27 06:51:18.000000+00:00\", \"2020-12-12 15:20:49.000000+00:00\", \"2019-02-01 05:46:28.000000+00:00\"], \"session_ids\": [\"31e30e0a-5de1-4950-8372-480c6d23ea74\", \"1b3e84f2-5fe6-4f58-a761-0c1256a20aaa\", \"3fba051d-a7a9-4ee8-bc8b-e38092187129\"], \"total_duration\": 511.0, \"total_sessions\": 3, \"mean_week_duration\": 5.214}, \"33309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-30 06:07:58.000000+00:00\", \"2019-06-28 02:33:06.000000+00:00\"], \"session_ids\": [\"8b3d7e2d-0d69-4fb8-b6d7-df641e0bd51d\", \"646fe7db-4bbd-48e9-90e2-de96fb7f9217\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.453}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Toronto"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Toronto\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"22538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-10 08:28:50.000000+00:00\", \"2022-11-30 23:37:45.000000+00:00\", \"2020-10-02 08:25:39.000000+00:00\"], \"session_ids\": [\"8b7d4fac-acf9-4283-bbc5-d09a3c3d7d94\", \"48946db3-2946-4d6b-a8e1-a6e7698a5652\", \"fc700787-2932-46ee-ba15-36e1cb82fd7d\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.791}, \"60075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-10 04:22:43.000000+00:00\", \"2020-05-02 04:10:35.000000+00:00\", \"2020-09-14 00:50:54.000000+00:00\", \"2022-02-26 23:02:56.000000+00:00\", \"2021-06-22 15:10:24.000000+00:00\"], \"session_ids\": [\"aca06af7-468d-4a9b-81d7-c349bb404119\", \"4f86fd66-0ae3-4c23-8352-f06d10de5ea4\", \"c37a0a98-1ce4-464b-91c2-22a5e5d76fb3\", \"2826e9ba-44c4-4abf-af09-4a63bca18aaf\", \"7e8faf37-75e7-4c81-b109-130ebb294036\"], \"total_duration\": 3381.0, \"total_sessions\": 5, \"mean_week_duration\": 34.856}, \"24492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-01 18:58:45.000000+00:00\", \"2019-10-13 20:02:08.000000+00:00\", \"2022-10-21 03:25:18.000000+00:00\"], \"session_ids\": [\"0ecaca19-ce67-4e2d-abdb-ada48442296a\", \"470a9a2b-2a66-4458-95c7-c9c795666030\", \"23a48f75-f974-4a3e-809e-a669c6c8eaad\"], \"total_duration\": 219.0, \"total_sessions\": 3, \"mean_week_duration\": 1.177}, \"57998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-14 09:34:21.000000+00:00\", \"2021-08-02 00:36:17.000000+00:00\"], \"session_ids\": [\"7a9fb5c4-013e-427c-9caf-8ebcda0a5417\", \"1ed8fb1f-9ad9-40ae-8d94-0ba35b3b8263\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.129}, \"34508\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-28 06:22:10.000000+00:00\", \"2021-06-16 16:01:17.000000+00:00\", \"2020-02-10 13:52:26.000000+00:00\", \"2019-09-25 11:36:15.000000+00:00\", \"2021-01-03 02:46:31.000000+00:00\"], \"session_ids\": [\"d628ac72-112b-4a3c-89b2-dc7a2a4b492e\", \"dbda563d-ed90-4263-ac06-b2f5744bdd86\", \"e91227db-9527-4514-8b9b-93700417c120\", \"ae3ab217-48d6-4c41-8a01-9ec3f5077985\", \"0d237442-6198-4919-b29b-90bd85642b13\"], \"total_duration\": 166.0, \"total_sessions\": 5, \"mean_week_duration\": 1.456}, \"60325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-05-26 06:17:48.000000+00:00\", \"2023-01-06 22:39:15.000000+00:00\"], \"session_ids\": [\"82817a9f-7308-4bd2-8161-a63424d07504\", \"4f42d380-751e-436e-b97c-33f6bb6f4ee7\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.19}, \"77076\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-13 22:38:24.000000+00:00\", \"2021-03-18 01:09:29.000000+00:00\"], \"session_ids\": [\"e8fe4c39-1e77-4ca4-af0d-9a47772a1d46\", \"d34f4766-cfce-40fa-9093-f53fae1535dd\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 5.333}, \"99238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-05 05:12:21.000000+00:00\", \"2022-08-04 20:37:05.000000+00:00\"], \"session_ids\": [\"b01c64ad-cec4-4321-83c6-5bef1a823faf\", \"e7b88577-25b3-4588-9c3c-79e0a4f0d0ae\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.398}, \"25305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-27 06:51:18.000000+00:00\", \"2020-12-12 15:20:49.000000+00:00\", \"2019-02-01 05:46:28.000000+00:00\"], \"session_ids\": [\"31e30e0a-5de1-4950-8372-480c6d23ea74\", \"1b3e84f2-5fe6-4f58-a761-0c1256a20aaa\", \"3fba051d-a7a9-4ee8-bc8b-e38092187129\"], \"total_duration\": 511.0, \"total_sessions\": 3, \"mean_week_duration\": 5.214}, \"33309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-30 06:07:58.000000+00:00\", \"2019-06-28 02:33:06.000000+00:00\"], \"session_ids\": [\"8b3d7e2d-0d69-4fb8-b6d7-df641e0bd51d\", \"646fe7db-4bbd-48e9-90e2-de96fb7f9217\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.453}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"34508\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-28 06:22:10.000000+00:00\", \"2021-06-16 16:01:17.000000+00:00\", \"2020-02-10 13:52:26.000000+00:00\", \"2019-09-25 11:36:15.000000+00:00\", \"2021-01-03 02:46:31.000000+00:00\"], \"session_ids\": [\"d628ac72-112b-4a3c-89b2-dc7a2a4b492e\", \"dbda563d-ed90-4263-ac06-b2f5744bdd86\", \"e91227db-9527-4514-8b9b-93700417c120\", \"ae3ab217-48d6-4c41-8a01-9ec3f5077985\", \"0d237442-6198-4919-b29b-90bd85642b13\"], \"total_duration\": 166.0, \"total_sessions\": 5, \"mean_week_duration\": 1.456}}, {\"77076\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-13 22:38:24.000000+00:00\", \"2021-03-18 01:09:29.000000+00:00\"], \"session_ids\": [\"e8fe4c39-1e77-4ca4-af0d-9a47772a1d46\", \"d34f4766-cfce-40fa-9093-f53fae1535dd\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 5.333}}, {\"99238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-05 05:12:21.000000+00:00\", \"2022-08-04 20:37:05.000000+00:00\"], \"session_ids\": [\"b01c64ad-cec4-4321-83c6-5bef1a823faf\", \"e7b88577-25b3-4588-9c3c-79e0a4f0d0ae\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.398}}, {\"22538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-10 08:28:50.000000+00:00\", \"2022-11-30 23:37:45.000000+00:00\", \"2020-10-02 08:25:39.000000+00:00\"], \"session_ids\": [\"8b7d4fac-acf9-4283-bbc5-d09a3c3d7d94\", \"48946db3-2946-4d6b-a8e1-a6e7698a5652\", \"fc700787-2932-46ee-ba15-36e1cb82fd7d\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.791}}, {\"24492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-01 18:58:45.000000+00:00\", \"2019-10-13 20:02:08.000000+00:00\", \"2022-10-21 03:25:18.000000+00:00\"], \"session_ids\": [\"0ecaca19-ce67-4e2d-abdb-ada48442296a\", \"470a9a2b-2a66-4458-95c7-c9c795666030\", \"23a48f75-f974-4a3e-809e-a669c6c8eaad\"], \"total_duration\": 219.0, \"total_sessions\": 3, \"mean_week_duration\": 1.177}}, {\"60075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-10 04:22:43.000000+00:00\", \"2020-05-02 04:10:35.000000+00:00\", \"2020-09-14 00:50:54.000000+00:00\", \"2022-02-26 23:02:56.000000+00:00\", \"2021-06-22 15:10:24.000000+00:00\"], \"session_ids\": [\"aca06af7-468d-4a9b-81d7-c349bb404119\", \"4f86fd66-0ae3-4c23-8352-f06d10de5ea4\", \"c37a0a98-1ce4-464b-91c2-22a5e5d76fb3\", \"2826e9ba-44c4-4abf-af09-4a63bca18aaf\", \"7e8faf37-75e7-4c81-b109-130ebb294036\"], \"total_duration\": 3381.0, \"total_sessions\": 5, \"mean_week_duration\": 34.856}}, {\"60325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-05-26 06:17:48.000000+00:00\", \"2023-01-06 22:39:15.000000+00:00\"], \"session_ids\": [\"82817a9f-7308-4bd2-8161-a63424d07504\", \"4f42d380-751e-436e-b97c-33f6bb6f4ee7\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.19}}, {\"25305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-27 06:51:18.000000+00:00\", \"2020-12-12 15:20:49.000000+00:00\", \"2019-02-01 05:46:28.000000+00:00\"], \"session_ids\": [\"31e30e0a-5de1-4950-8372-480c6d23ea74\", \"1b3e84f2-5fe6-4f58-a761-0c1256a20aaa\", \"3fba051d-a7a9-4ee8-bc8b-e38092187129\"], \"total_duration\": 511.0, \"total_sessions\": 3, \"mean_week_duration\": 5.214}}, {\"33309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-30 06:07:58.000000+00:00\", \"2019-06-28 02:33:06.000000+00:00\"], \"session_ids\": [\"8b3d7e2d-0d69-4fb8-b6d7-df641e0bd51d\", \"646fe7db-4bbd-48e9-90e2-de96fb7f9217\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.453}}, {\"57998\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-14 09:34:21.000000+00:00\", \"2021-08-02 00:36:17.000000+00:00\"], \"session_ids\": [\"7a9fb5c4-013e-427c-9caf-8ebcda0a5417\", \"1ed8fb1f-9ad9-40ae-8d94-0ba35b3b8263\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.129}}]\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[{\"34508\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-28 06:22:10.000000+00:00\", \"2021-06-16 16:01:17.000000+00:00\", \"2020-02-10 13:52:26.000000+00:00\", \"2019-09-25 11:36:15.000000+00:00\", \"2021-01-03 02:46:31.000000+00:00\"], \"session_ids\": [\"d628ac72-112b-4a3c-89b2-dc7a2a4b492e\", \"dbda563d-ed90-4263-ac06-b2f5744bdd86\", \"e91227db-9527-4514-8b9b-93700417c120\", \"ae3ab217-48d6-4c41-8a01-9ec3f5077985\", \"0d237442-6198-4919-b29b-90bd85642b13\"], \"total_duration\": 166.0, \"total_sessions\": 5, \"mean_week_duration\": 1.456}}, {\"77076\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-13 22:38:24.000000+00:00\", \"2021-03-18 01:09:29.000000+00:00\"], \"session_ids\": [\"e8fe4c39-1e77-4ca4-af0d-9a47772a1d46\", \"d34f4766-cfce-40fa-9093-f53fae1535dd\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 5.333}}, {\"99238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-05 05:12:21.000000+00:00\", \"2022-08-04 20:37:05.000000+00:00\"], \"session_ids\": [\"b01c64ad-cec4-4321-83c6-5bef1a823faf\", \"e7b88577-25b3-4588-9c3c-79e0a4f0d0ae\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.398}}]\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[{\"34508\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-28 06:22:10.000000+00:00\", \"2021-06-16 16:01:17.000000+00:00\", \"2020-02-10 13:52:26.000000+00:00\", \"2019-09-25 11:36:15.000000+00:00\", \"2021-01-03 02:46:31.000000+00:00\"], \"session_ids\": [\"d628ac72-112b-4a3c-89b2-dc7a2a4b492e\", \"dbda563d-ed90-4263-ac06-b2f5744bdd86\", \"e91227db-9527-4514-8b9b-93700417c120\", \"ae3ab217-48d6-4c41-8a01-9ec3f5077985\", \"0d237442-6198-4919-b29b-90bd85642b13\"], \"total_duration\": 166.0, \"total_sessions\": 5, \"mean_week_duration\": 1.456}}, {\"77076\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-13 22:38:24.000000+00:00\", \"2021-03-18 01:09:29.000000+00:00\"], \"session_ids\": [\"e8fe4c39-1e77-4ca4-af0d-9a47772a1d46\", \"d34f4766-cfce-40fa-9093-f53fae1535dd\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 5.333}}, {\"99238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-05 05:12:21.000000+00:00\", \"2022-08-04 20:37:05.000000+00:00\"], \"session_ids\": [\"b01c64ad-cec4-4321-83c6-5bef1a823faf\", \"e7b88577-25b3-4588-9c3c-79e0a4f0d0ae\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.398}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about user who isn't an inhabitant of cities Mexico City, Havana, Rio de Janeiro, Amsterdam, Athens, San Pedro, New Delhi, Dublin and in addition carry out sorting by overall total sessions asc."
},
{
"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{\"9659\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-02-12 05:54:01.000000+00:00\", \"2023-06-01 08:37:54.000000+00:00\", \"2021-12-23 19:09:20.000000+00:00\", \"2021-02-10 11:57:07.000000+00:00\", \"2023-03-07 19:33:43.000000+00:00\"], \"session_ids\": [\"8227edd0-750f-4371-9983-c965e3b4b915\", \"d1e42d36-f582-487c-87ce-45739b8f5a83\", \"39113b47-6f21-43b5-bd66-bbfaee9eff3c\", \"344426ee-f04d-4439-adf0-6383912d16af\", \"b7b645c7-05bb-4555-bef0-ee942130a56d\"], \"total_duration\": 279.0, \"total_sessions\": 5, \"mean_week_duration\": 1.613}, \"44986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-15 13:36:18.000000+00:00\", \"2022-07-31 17:41:52.000000+00:00\", \"2021-10-31 07:53:02.000000+00:00\", \"2020-12-21 02:40:41.000000+00:00\"], \"session_ids\": [\"2ddd8328-a60d-4a1a-bb6c-7eb83dd1cdfb\", \"c4819ab5-16d6-4674-a0d2-8e454129b3f6\", \"1eb81099-ddbb-4278-baa5-5acf243c75ff\", \"8ef64ffd-2a77-4f34-ab13-d80ceb794dd5\"], \"total_duration\": 836.0, \"total_sessions\": 4, \"mean_week_duration\": 7.207}, \"96919\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-17 05:31:53.000000+00:00\", \"2022-11-07 07:36:20.000000+00:00\", \"2019-04-01 07:07:43.000000+00:00\"], \"session_ids\": [\"2c57e97a-b5b8-481a-a7d1-2131520cb324\", \"48f2b662-4a56-42c7-9b4b-81a815561b73\", \"308f8bff-3525-40fe-ab44-5aad37d40e3f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 0.904}, \"67528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-08 14:37:30.000000+00:00\", \"2020-10-13 14:49:45.000000+00:00\", \"2023-02-14 17:25:25.000000+00:00\", \"2020-07-23 13:07:46.000000+00:00\"], \"session_ids\": [\"bc507592-a913-48ca-9409-31753a1424c0\", \"8e2805c0-110f-41cf-a194-af47a01f400d\", \"8a942dee-355c-4cb6-b8da-157d254cbd3c\", \"42912cf6-fea9-4878-b58c-8156e4b1374f\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.53}, \"16141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-18 13:09:12.000000+00:00\", \"2023-03-25 11:11:45.000000+00:00\", \"2019-04-07 15:08:48.000000+00:00\", \"2020-11-18 13:00:13.000000+00:00\"], \"session_ids\": [\"9f47f51b-8faf-4615-b43e-edebb8e335c4\", \"b661a42c-a603-4d5c-a29b-ce7950ab1596\", \"a73cd925-8b55-4159-b830-ae6012593d4a\", \"f713c1ff-6cc8-4c0a-8eb0-87c3dc31c551\"], \"total_duration\": 2148.0, \"total_sessions\": 4, \"mean_week_duration\": 10.377}, \"61358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:57:55.000000+00:00\", \"2021-05-13 15:37:15.000000+00:00\"], \"session_ids\": [\"3b3ffebc-77c1-4321-acf8-35916e6972cc\", \"0789e11b-a70c-43fe-83dc-26d4b4be6e04\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 3.621}, \"44360\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-31 11:41:57.000000+00:00\", \"2019-01-27 23:48:20.000000+00:00\", \"2019-12-15 22:17:24.000000+00:00\", \"2022-04-01 20:38:08.000000+00:00\", \"2022-12-25 09:18:11.000000+00:00\"], \"session_ids\": [\"d39e5d34-5f97-43b6-911f-63c269a480fc\", \"9d747e6e-877f-460c-b168-3b3f6c481b11\", \"e0c19f5e-4923-4f1e-9ab2-16d3bf2dbfd8\", \"5cdfee60-beb6-4f96-89e2-b560740e9d28\", \"b3517490-88c7-4527-a485-be82c34a8e05\"], \"total_duration\": 2222.0, \"total_sessions\": 5, \"mean_week_duration\": 10.892}, \"58816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 21:20:51.000000+00:00\", \"2022-11-14 14:11:16.000000+00:00\"], \"session_ids\": [\"a95460d9-7db4-48c4-b0b0-a152fddd6455\", \"55eb5033-c002-4b68-9a12-dd50029e22e2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}, \"74246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-09-18 23:54:06.000000+00:00\", \"2023-01-18 00:25:26.000000+00:00\", \"2019-12-19 02:26:44.000000+00:00\"], \"session_ids\": [\"262a7638-f52b-45c0-86c5-bc9da204be3c\", \"497611a6-9c37-4a20-b5c7-aee7cf88d570\", \"ce4f523e-5a42-4993-8ee2-6665281a0876\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 0.807}, \"38607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-03 20:10:49.000000+00:00\", \"2023-04-12 10:22:29.000000+00:00\", \"2022-02-13 21:07:08.000000+00:00\", \"2020-11-18 21:46:27.000000+00:00\", \"2021-04-17 06:32:08.000000+00:00\", \"2019-02-21 15:49:49.000000+00:00\"], \"session_ids\": [\"0c57b5a8-9f2e-4631-ac6f-437f77172907\", \"31d21e2c-544e-4fa5-938e-3ab33ffcc3af\", \"224ca2fb-5e35-4a34-b64c-36ec0f673895\", \"9f838037-0362-4fde-8f41-5a9ca70cb979\", \"69662732-25d9-45c6-a738-8d0700c63519\", \"0bed40a9-b0a1-481a-b927-b2453bfc35de\"], \"total_duration\": 1248.0, \"total_sessions\": 6, \"mean_week_duration\": 5.778}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are not Mexico City, Havana, Rio de Janeiro, Amsterdam, Athens, San Pedro, New Delhi, Dublin"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Mexico City\", \"Havana\", \"Rio de Janeiro\", \"Amsterdam\", \"Athens\", \"San Pedro\", \"New Delhi\", \"Dublin\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"9659\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-02-12 05:54:01.000000+00:00\", \"2023-06-01 08:37:54.000000+00:00\", \"2021-12-23 19:09:20.000000+00:00\", \"2021-02-10 11:57:07.000000+00:00\", \"2023-03-07 19:33:43.000000+00:00\"], \"session_ids\": [\"8227edd0-750f-4371-9983-c965e3b4b915\", \"d1e42d36-f582-487c-87ce-45739b8f5a83\", \"39113b47-6f21-43b5-bd66-bbfaee9eff3c\", \"344426ee-f04d-4439-adf0-6383912d16af\", \"b7b645c7-05bb-4555-bef0-ee942130a56d\"], \"total_duration\": 279.0, \"total_sessions\": 5, \"mean_week_duration\": 1.613}, \"44986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-15 13:36:18.000000+00:00\", \"2022-07-31 17:41:52.000000+00:00\", \"2021-10-31 07:53:02.000000+00:00\", \"2020-12-21 02:40:41.000000+00:00\"], \"session_ids\": [\"2ddd8328-a60d-4a1a-bb6c-7eb83dd1cdfb\", \"c4819ab5-16d6-4674-a0d2-8e454129b3f6\", \"1eb81099-ddbb-4278-baa5-5acf243c75ff\", \"8ef64ffd-2a77-4f34-ab13-d80ceb794dd5\"], \"total_duration\": 836.0, \"total_sessions\": 4, \"mean_week_duration\": 7.207}, \"96919\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-17 05:31:53.000000+00:00\", \"2022-11-07 07:36:20.000000+00:00\", \"2019-04-01 07:07:43.000000+00:00\"], \"session_ids\": [\"2c57e97a-b5b8-481a-a7d1-2131520cb324\", \"48f2b662-4a56-42c7-9b4b-81a815561b73\", \"308f8bff-3525-40fe-ab44-5aad37d40e3f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 0.904}, \"67528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-08 14:37:30.000000+00:00\", \"2020-10-13 14:49:45.000000+00:00\", \"2023-02-14 17:25:25.000000+00:00\", \"2020-07-23 13:07:46.000000+00:00\"], \"session_ids\": [\"bc507592-a913-48ca-9409-31753a1424c0\", \"8e2805c0-110f-41cf-a194-af47a01f400d\", \"8a942dee-355c-4cb6-b8da-157d254cbd3c\", \"42912cf6-fea9-4878-b58c-8156e4b1374f\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.53}, \"16141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-18 13:09:12.000000+00:00\", \"2023-03-25 11:11:45.000000+00:00\", \"2019-04-07 15:08:48.000000+00:00\", \"2020-11-18 13:00:13.000000+00:00\"], \"session_ids\": [\"9f47f51b-8faf-4615-b43e-edebb8e335c4\", \"b661a42c-a603-4d5c-a29b-ce7950ab1596\", \"a73cd925-8b55-4159-b830-ae6012593d4a\", \"f713c1ff-6cc8-4c0a-8eb0-87c3dc31c551\"], \"total_duration\": 2148.0, \"total_sessions\": 4, \"mean_week_duration\": 10.377}, \"61358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:57:55.000000+00:00\", \"2021-05-13 15:37:15.000000+00:00\"], \"session_ids\": [\"3b3ffebc-77c1-4321-acf8-35916e6972cc\", \"0789e11b-a70c-43fe-83dc-26d4b4be6e04\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 3.621}, \"44360\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-31 11:41:57.000000+00:00\", \"2019-01-27 23:48:20.000000+00:00\", \"2019-12-15 22:17:24.000000+00:00\", \"2022-04-01 20:38:08.000000+00:00\", \"2022-12-25 09:18:11.000000+00:00\"], \"session_ids\": [\"d39e5d34-5f97-43b6-911f-63c269a480fc\", \"9d747e6e-877f-460c-b168-3b3f6c481b11\", \"e0c19f5e-4923-4f1e-9ab2-16d3bf2dbfd8\", \"5cdfee60-beb6-4f96-89e2-b560740e9d28\", \"b3517490-88c7-4527-a485-be82c34a8e05\"], \"total_duration\": 2222.0, \"total_sessions\": 5, \"mean_week_duration\": 10.892}, \"58816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 21:20:51.000000+00:00\", \"2022-11-14 14:11:16.000000+00:00\"], \"session_ids\": [\"a95460d9-7db4-48c4-b0b0-a152fddd6455\", \"55eb5033-c002-4b68-9a12-dd50029e22e2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}, \"74246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-09-18 23:54:06.000000+00:00\", \"2023-01-18 00:25:26.000000+00:00\", \"2019-12-19 02:26:44.000000+00:00\"], \"session_ids\": [\"262a7638-f52b-45c0-86c5-bc9da204be3c\", \"497611a6-9c37-4a20-b5c7-aee7cf88d570\", \"ce4f523e-5a42-4993-8ee2-6665281a0876\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 0.807}, \"38607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-03 20:10:49.000000+00:00\", \"2023-04-12 10:22:29.000000+00:00\", \"2022-02-13 21:07:08.000000+00:00\", \"2020-11-18 21:46:27.000000+00:00\", \"2021-04-17 06:32:08.000000+00:00\", \"2019-02-21 15:49:49.000000+00:00\"], \"session_ids\": [\"0c57b5a8-9f2e-4631-ac6f-437f77172907\", \"31d21e2c-544e-4fa5-938e-3ab33ffcc3af\", \"224ca2fb-5e35-4a34-b64c-36ec0f673895\", \"9f838037-0362-4fde-8f41-5a9ca70cb979\", \"69662732-25d9-45c6-a738-8d0700c63519\", \"0bed40a9-b0a1-481a-b927-b2453bfc35de\"], \"total_duration\": 1248.0, \"total_sessions\": 6, \"mean_week_duration\": 5.778}}\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[{\"61358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:57:55.000000+00:00\", \"2021-05-13 15:37:15.000000+00:00\"], \"session_ids\": [\"3b3ffebc-77c1-4321-acf8-35916e6972cc\", \"0789e11b-a70c-43fe-83dc-26d4b4be6e04\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 3.621}}, {\"58816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 21:20:51.000000+00:00\", \"2022-11-14 14:11:16.000000+00:00\"], \"session_ids\": [\"a95460d9-7db4-48c4-b0b0-a152fddd6455\", \"55eb5033-c002-4b68-9a12-dd50029e22e2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}}, {\"96919\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-17 05:31:53.000000+00:00\", \"2022-11-07 07:36:20.000000+00:00\", \"2019-04-01 07:07:43.000000+00:00\"], \"session_ids\": [\"2c57e97a-b5b8-481a-a7d1-2131520cb324\", \"48f2b662-4a56-42c7-9b4b-81a815561b73\", \"308f8bff-3525-40fe-ab44-5aad37d40e3f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 0.904}}, {\"74246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-09-18 23:54:06.000000+00:00\", \"2023-01-18 00:25:26.000000+00:00\", \"2019-12-19 02:26:44.000000+00:00\"], \"session_ids\": [\"262a7638-f52b-45c0-86c5-bc9da204be3c\", \"497611a6-9c37-4a20-b5c7-aee7cf88d570\", \"ce4f523e-5a42-4993-8ee2-6665281a0876\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 0.807}}, {\"44986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-15 13:36:18.000000+00:00\", \"2022-07-31 17:41:52.000000+00:00\", \"2021-10-31 07:53:02.000000+00:00\", \"2020-12-21 02:40:41.000000+00:00\"], \"session_ids\": [\"2ddd8328-a60d-4a1a-bb6c-7eb83dd1cdfb\", \"c4819ab5-16d6-4674-a0d2-8e454129b3f6\", \"1eb81099-ddbb-4278-baa5-5acf243c75ff\", \"8ef64ffd-2a77-4f34-ab13-d80ceb794dd5\"], \"total_duration\": 836.0, \"total_sessions\": 4, \"mean_week_duration\": 7.207}}, {\"67528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-08 14:37:30.000000+00:00\", \"2020-10-13 14:49:45.000000+00:00\", \"2023-02-14 17:25:25.000000+00:00\", \"2020-07-23 13:07:46.000000+00:00\"], \"session_ids\": [\"bc507592-a913-48ca-9409-31753a1424c0\", \"8e2805c0-110f-41cf-a194-af47a01f400d\", \"8a942dee-355c-4cb6-b8da-157d254cbd3c\", \"42912cf6-fea9-4878-b58c-8156e4b1374f\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.53}}, {\"16141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-18 13:09:12.000000+00:00\", \"2023-03-25 11:11:45.000000+00:00\", \"2019-04-07 15:08:48.000000+00:00\", \"2020-11-18 13:00:13.000000+00:00\"], \"session_ids\": [\"9f47f51b-8faf-4615-b43e-edebb8e335c4\", \"b661a42c-a603-4d5c-a29b-ce7950ab1596\", \"a73cd925-8b55-4159-b830-ae6012593d4a\", \"f713c1ff-6cc8-4c0a-8eb0-87c3dc31c551\"], \"total_duration\": 2148.0, \"total_sessions\": 4, \"mean_week_duration\": 10.377}}, {\"9659\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-02-12 05:54:01.000000+00:00\", \"2023-06-01 08:37:54.000000+00:00\", \"2021-12-23 19:09:20.000000+00:00\", \"2021-02-10 11:57:07.000000+00:00\", \"2023-03-07 19:33:43.000000+00:00\"], \"session_ids\": [\"8227edd0-750f-4371-9983-c965e3b4b915\", \"d1e42d36-f582-487c-87ce-45739b8f5a83\", \"39113b47-6f21-43b5-bd66-bbfaee9eff3c\", \"344426ee-f04d-4439-adf0-6383912d16af\", \"b7b645c7-05bb-4555-bef0-ee942130a56d\"], \"total_duration\": 279.0, \"total_sessions\": 5, \"mean_week_duration\": 1.613}}, {\"44360\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-31 11:41:57.000000+00:00\", \"2019-01-27 23:48:20.000000+00:00\", \"2019-12-15 22:17:24.000000+00:00\", \"2022-04-01 20:38:08.000000+00:00\", \"2022-12-25 09:18:11.000000+00:00\"], \"session_ids\": [\"d39e5d34-5f97-43b6-911f-63c269a480fc\", \"9d747e6e-877f-460c-b168-3b3f6c481b11\", \"e0c19f5e-4923-4f1e-9ab2-16d3bf2dbfd8\", \"5cdfee60-beb6-4f96-89e2-b560740e9d28\", \"b3517490-88c7-4527-a485-be82c34a8e05\"], \"total_duration\": 2222.0, \"total_sessions\": 5, \"mean_week_duration\": 10.892}}, {\"38607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-03 20:10:49.000000+00:00\", \"2023-04-12 10:22:29.000000+00:00\", \"2022-02-13 21:07:08.000000+00:00\", \"2020-11-18 21:46:27.000000+00:00\", \"2021-04-17 06:32:08.000000+00:00\", \"2019-02-21 15:49:49.000000+00:00\"], \"session_ids\": [\"0c57b5a8-9f2e-4631-ac6f-437f77172907\", \"31d21e2c-544e-4fa5-938e-3ab33ffcc3af\", \"224ca2fb-5e35-4a34-b64c-36ec0f673895\", \"9f838037-0362-4fde-8f41-5a9ca70cb979\", \"69662732-25d9-45c6-a738-8d0700c63519\", \"0bed40a9-b0a1-481a-b927-b2453bfc35de\"], \"total_duration\": 1248.0, \"total_sessions\": 6, \"mean_week_duration\": 5.778}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"61358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:57:55.000000+00:00\", \"2021-05-13 15:37:15.000000+00:00\"], \"session_ids\": [\"3b3ffebc-77c1-4321-acf8-35916e6972cc\", \"0789e11b-a70c-43fe-83dc-26d4b4be6e04\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 3.621}}]\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[{\"61358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:57:55.000000+00:00\", \"2021-05-13 15:37:15.000000+00:00\"], \"session_ids\": [\"3b3ffebc-77c1-4321-acf8-35916e6972cc\", \"0789e11b-a70c-43fe-83dc-26d4b4be6e04\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 3.621}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about users who have overall quantity of sessions bigger than 5 and smaller than 10 additionaly apply sorting by town center name in asc."
},
{
"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{\"87359\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-23 11:56:18.000000+00:00\", \"2019-12-17 02:44:12.000000+00:00\"], \"session_ids\": [\"3bd6b1a0-ffc5-456d-8bc5-7865f06acb1c\", \"9ce65b05-add5-4d4b-ad51-b82bfe8f89a6\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 13.765}, \"68775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-07 02:12:58.000000+00:00\", \"2022-04-17 02:36:06.000000+00:00\"], \"session_ids\": [\"71376a70-57ce-4da6-8f9a-167ce8223210\", \"76b60e8c-76c7-4c00-a455-1e8b15d43e7c\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 2.88}, \"30795\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-09 01:41:36.000000+00:00\", \"2019-07-26 12:03:55.000000+00:00\"], \"session_ids\": [\"5587dff2-5b53-4b80-8dc0-34aecc66005d\", \"088ef596-bb7e-4336-823e-7775a38e9ca0\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 11.561}, \"15719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-15 01:41:48.000000+00:00\", \"2023-03-18 20:32:33.000000+00:00\"], \"session_ids\": [\"61a70268-fd12-46d1-b47d-501d586e8dde\", \"a3ec11d5-3f1b-44fc-8790-346d9e4c1282\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 3.689}, \"22645\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-16 16:31:01.000000+00:00\", \"2022-10-22 08:59:55.000000+00:00\"], \"session_ids\": [\"93ef1b54-3c9c-4aff-9b0d-ed39704aef82\", \"26df4aa4-d60b-4941-b301-8adb5af2950e\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 3.044}, \"74344\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-04-28 10:19:44.000000+00:00\", \"2020-03-03 10:12:12.000000+00:00\"], \"session_ids\": [\"affb58fa-a222-42fa-bac6-a4d2de7ea58b\", \"267c6680-0eb0-423e-a150-72c01d560403\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 27.25}, \"21347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-04-07 04:55:15.000000+00:00\", \"2021-01-08 02:21:25.000000+00:00\"], \"session_ids\": [\"7fa3803d-e8c9-4283-accd-177b60dc0f6e\", \"ab6dfc12-1437-4427-9e99-3b90a6ad1304\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 3.775}, \"71665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-10-17 20:27:07.000000+00:00\", \"2020-06-24 10:16:52.000000+00:00\", \"2021-03-14 12:18:01.000000+00:00\"], \"session_ids\": [\"c0a28097-a4be-4a5a-8537-ca169a162aa7\", \"3173a815-1505-4b39-9c1f-a287a20cecc3\", \"bae14095-ba97-4be9-bbae-fe92ee7eacc5\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.662}, \"22820\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-21 22:52:13.000000+00:00\", \"2019-07-25 21:55:42.000000+00:00\"], \"session_ids\": [\"754de418-3fc7-41bf-be6b-fa062df6ce03\", \"b1c16a65-2836-418d-a2f8-1f347a9618b3\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.095}, \"2605\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-13 06:54:19.000000+00:00\", \"2023-03-15 16:55:14.000000+00:00\", \"2022-04-17 20:12:41.000000+00:00\", \"2021-11-24 21:25:58.000000+00:00\"], \"session_ids\": [\"4288b525-0d4a-492f-878c-9e5dfa68ded8\", \"fe81ac1e-2e72-4660-bdd0-dc5bc4fbb5f8\", \"954b9c5d-f26e-4c7a-a68c-6f2e54ffa223\", \"068e3667-db73-44d6-8e6e-882a096d0842\"], \"total_duration\": 1417.0, \"total_sessions\": 4, \"mean_week_duration\": 6.5}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 5 and are equal or less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about 7 users whose sum of duration is less than 4028 and strictly greater than 152 plus do sorting by urban title from the smallest value to the largest value additionaly show me only 2 entries."
},
{
"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{\"19340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-05 08:56:39.000000+00:00\", \"2021-07-21 12:30:43.000000+00:00\", \"2020-06-04 07:09:37.000000+00:00\", \"2020-11-19 11:18:41.000000+00:00\", \"2022-10-15 02:44:23.000000+00:00\", \"2021-02-01 12:05:09.000000+00:00\", \"2019-12-19 22:03:35.000000+00:00\", \"2022-07-27 16:01:39.000000+00:00\"], \"session_ids\": [\"0d95835e-7336-4965-af81-2c6278e40cc3\", \"103666d6-9666-4de3-88d0-9f0bfc833a98\", \"0615a8da-f083-4435-b947-86133759c4b5\", \"15c373e0-a418-439d-ba43-fe362b2d35de\", \"ac80113b-2c9c-4c87-872f-7d54fd23a03f\", \"5e9b30e6-dcc4-4446-85db-befad85ff366\", \"1500e24f-77cf-4237-999c-9f26f3d631df\", \"ba1ff199-ebed-4ec8-8848-c8878785980b\"], \"total_duration\": 8807.0, \"total_sessions\": 8, \"mean_week_duration\": 59.507}, \"85603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-20 19:34:12.000000+00:00\", \"2020-05-05 02:39:08.000000+00:00\"], \"session_ids\": [\"78c1ac4f-6a79-4ce3-860b-d843e007e17c\", \"d8478903-2c77-4742-b537-61be5a6efe5b\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 15.655}, \"85256\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-31 05:42:23.000000+00:00\", \"2022-10-08 17:01:23.000000+00:00\"], \"session_ids\": [\"243620eb-8891-4c51-b5d5-1a1ef984dcc2\", \"fca361ea-6383-4af9-ba36-0a5ace0c6633\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.058}, \"3416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-25 17:59:01.000000+00:00\", \"2021-09-26 16:55:16.000000+00:00\", \"2021-11-26 00:52:07.000000+00:00\"], \"session_ids\": [\"6c704aef-e43d-428d-ac08-520c6531365c\", \"674c23df-49d3-4df9-87ed-64679b8d59be\", \"fe6653a8-c579-4735-8781-58779d1dd4d1\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 4.083}, \"43140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-25 23:03:36.000000+00:00\", \"2022-12-29 22:41:04.000000+00:00\", \"2023-02-03 20:09:14.000000+00:00\", \"2019-04-24 17:26:51.000000+00:00\"], \"session_ids\": [\"4bfb67e5-d4f6-45ac-8d3f-59d1aab2f234\", \"935e20cd-488c-4a6c-b71c-aee3988014ab\", \"3de64317-2dc1-421f-9e24-493ea7af8978\", \"bacd2bda-9327-4a5d-9c24-ba401deb2fb0\"], \"total_duration\": 1012.0, \"total_sessions\": 4, \"mean_week_duration\": 5.111}, \"8266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-18 04:42:38.000000+00:00\", \"2020-03-12 15:35:14.000000+00:00\"], \"session_ids\": [\"fa6971fa-41f2-4bce-8811-5404f161b71d\", \"6db208d5-e93e-459f-bdf9-c64e7a407117\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.136}, \"67221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-19 16:44:55.000000+00:00\", \"2022-10-01 11:52:18.000000+00:00\"], \"session_ids\": [\"a1420c6a-5931-478e-8d7e-d4b91ffb125c\", \"6d0c5e87-c255-4223-88e6-27f0d95b9fb9\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.698}, \"29333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 03:51:32.000000+00:00\", \"2019-04-25 10:53:43.000000+00:00\", \"2019-10-29 11:16:29.000000+00:00\", \"2020-03-28 12:29:26.000000+00:00\", \"2020-11-22 17:10:42.000000+00:00\", \"2019-01-30 17:03:14.000000+00:00\", \"2021-06-02 14:46:07.000000+00:00\"], \"session_ids\": [\"668f87aa-1254-45f6-a5ea-4199c1eb9aed\", \"0b0823c7-2c19-4ff1-a11a-7ae29b9e4d4d\", \"5b3e96b9-446c-4bee-b5e7-e2ad8a6f32bd\", \"db1160f4-f49c-4096-b3af-8e92b9469efb\", \"7d3d2cbe-69b1-4ee4-bbc3-f2daa2de58e2\", \"12f511ea-3cb3-4f97-8cc0-2b92981eaadd\", \"34a8b23f-70d2-4d43-8b32-d1b4e8650b2b\"], \"total_duration\": 1735.0, \"total_sessions\": 7, \"mean_week_duration\": 14.221}, \"31637\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-08-25 11:19:20.000000+00:00\", \"2021-06-02 19:59:20.000000+00:00\"], \"session_ids\": [\"ba76ac26-c35a-4af8-9657-ed5b800c75b5\", \"693ad3af-0f19-413d-989d-126d7e4d2c22\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.609}, \"66242\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-08-20 21:25:28.000000+00:00\", \"2021-09-12 03:01:44.000000+00:00\", \"2022-08-30 13:59:01.000000+00:00\", \"2021-01-09 09:02:14.000000+00:00\"], \"session_ids\": [\"87ef6825-dc9c-45ca-903f-a88e5fdff1de\", \"5b74b5aa-4a35-4cc5-966b-f32208b5228e\", \"87cefd7a-3311-4d78-8b1c-83693ed5a478\", \"27a08363-3e09-453b-9fb2-fb86c590b856\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 4.038}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 152 and are equal or less than 4028"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[152, 4028]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"85603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-20 19:34:12.000000+00:00\", \"2020-05-05 02:39:08.000000+00:00\"], \"session_ids\": [\"78c1ac4f-6a79-4ce3-860b-d843e007e17c\", \"d8478903-2c77-4742-b537-61be5a6efe5b\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 15.655}, \"85256\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-31 05:42:23.000000+00:00\", \"2022-10-08 17:01:23.000000+00:00\"], \"session_ids\": [\"243620eb-8891-4c51-b5d5-1a1ef984dcc2\", \"fca361ea-6383-4af9-ba36-0a5ace0c6633\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.058}, \"3416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-25 17:59:01.000000+00:00\", \"2021-09-26 16:55:16.000000+00:00\", \"2021-11-26 00:52:07.000000+00:00\"], \"session_ids\": [\"6c704aef-e43d-428d-ac08-520c6531365c\", \"674c23df-49d3-4df9-87ed-64679b8d59be\", \"fe6653a8-c579-4735-8781-58779d1dd4d1\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 4.083}, \"43140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-25 23:03:36.000000+00:00\", \"2022-12-29 22:41:04.000000+00:00\", \"2023-02-03 20:09:14.000000+00:00\", \"2019-04-24 17:26:51.000000+00:00\"], \"session_ids\": [\"4bfb67e5-d4f6-45ac-8d3f-59d1aab2f234\", \"935e20cd-488c-4a6c-b71c-aee3988014ab\", \"3de64317-2dc1-421f-9e24-493ea7af8978\", \"bacd2bda-9327-4a5d-9c24-ba401deb2fb0\"], \"total_duration\": 1012.0, \"total_sessions\": 4, \"mean_week_duration\": 5.111}, \"67221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-19 16:44:55.000000+00:00\", \"2022-10-01 11:52:18.000000+00:00\"], \"session_ids\": [\"a1420c6a-5931-478e-8d7e-d4b91ffb125c\", \"6d0c5e87-c255-4223-88e6-27f0d95b9fb9\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.698}, \"29333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 03:51:32.000000+00:00\", \"2019-04-25 10:53:43.000000+00:00\", \"2019-10-29 11:16:29.000000+00:00\", \"2020-03-28 12:29:26.000000+00:00\", \"2020-11-22 17:10:42.000000+00:00\", \"2019-01-30 17:03:14.000000+00:00\", \"2021-06-02 14:46:07.000000+00:00\"], \"session_ids\": [\"668f87aa-1254-45f6-a5ea-4199c1eb9aed\", \"0b0823c7-2c19-4ff1-a11a-7ae29b9e4d4d\", \"5b3e96b9-446c-4bee-b5e7-e2ad8a6f32bd\", \"db1160f4-f49c-4096-b3af-8e92b9469efb\", \"7d3d2cbe-69b1-4ee4-bbc3-f2daa2de58e2\", \"12f511ea-3cb3-4f97-8cc0-2b92981eaadd\", \"34a8b23f-70d2-4d43-8b32-d1b4e8650b2b\"], \"total_duration\": 1735.0, \"total_sessions\": 7, \"mean_week_duration\": 14.221}, \"66242\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-08-20 21:25:28.000000+00:00\", \"2021-09-12 03:01:44.000000+00:00\", \"2022-08-30 13:59:01.000000+00:00\", \"2021-01-09 09:02:14.000000+00:00\"], \"session_ids\": [\"87ef6825-dc9c-45ca-903f-a88e5fdff1de\", \"5b74b5aa-4a35-4cc5-966b-f32208b5228e\", \"87cefd7a-3311-4d78-8b1c-83693ed5a478\", \"27a08363-3e09-453b-9fb2-fb86c590b856\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 4.038}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"85256\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-31 05:42:23.000000+00:00\", \"2022-10-08 17:01:23.000000+00:00\"], \"session_ids\": [\"243620eb-8891-4c51-b5d5-1a1ef984dcc2\", \"fca361ea-6383-4af9-ba36-0a5ace0c6633\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.058}}, {\"67221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-19 16:44:55.000000+00:00\", \"2022-10-01 11:52:18.000000+00:00\"], \"session_ids\": [\"a1420c6a-5931-478e-8d7e-d4b91ffb125c\", \"6d0c5e87-c255-4223-88e6-27f0d95b9fb9\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.698}}, {\"43140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-25 23:03:36.000000+00:00\", \"2022-12-29 22:41:04.000000+00:00\", \"2023-02-03 20:09:14.000000+00:00\", \"2019-04-24 17:26:51.000000+00:00\"], \"session_ids\": [\"4bfb67e5-d4f6-45ac-8d3f-59d1aab2f234\", \"935e20cd-488c-4a6c-b71c-aee3988014ab\", \"3de64317-2dc1-421f-9e24-493ea7af8978\", \"bacd2bda-9327-4a5d-9c24-ba401deb2fb0\"], \"total_duration\": 1012.0, \"total_sessions\": 4, \"mean_week_duration\": 5.111}}, {\"85603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-20 19:34:12.000000+00:00\", \"2020-05-05 02:39:08.000000+00:00\"], \"session_ids\": [\"78c1ac4f-6a79-4ce3-860b-d843e007e17c\", \"d8478903-2c77-4742-b537-61be5a6efe5b\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 15.655}}, {\"29333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 03:51:32.000000+00:00\", \"2019-04-25 10:53:43.000000+00:00\", \"2019-10-29 11:16:29.000000+00:00\", \"2020-03-28 12:29:26.000000+00:00\", \"2020-11-22 17:10:42.000000+00:00\", \"2019-01-30 17:03:14.000000+00:00\", \"2021-06-02 14:46:07.000000+00:00\"], \"session_ids\": [\"668f87aa-1254-45f6-a5ea-4199c1eb9aed\", \"0b0823c7-2c19-4ff1-a11a-7ae29b9e4d4d\", \"5b3e96b9-446c-4bee-b5e7-e2ad8a6f32bd\", \"db1160f4-f49c-4096-b3af-8e92b9469efb\", \"7d3d2cbe-69b1-4ee4-bbc3-f2daa2de58e2\", \"12f511ea-3cb3-4f97-8cc0-2b92981eaadd\", \"34a8b23f-70d2-4d43-8b32-d1b4e8650b2b\"], \"total_duration\": 1735.0, \"total_sessions\": 7, \"mean_week_duration\": 14.221}}, {\"3416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-25 17:59:01.000000+00:00\", \"2021-09-26 16:55:16.000000+00:00\", \"2021-11-26 00:52:07.000000+00:00\"], \"session_ids\": [\"6c704aef-e43d-428d-ac08-520c6531365c\", \"674c23df-49d3-4df9-87ed-64679b8d59be\", \"fe6653a8-c579-4735-8781-58779d1dd4d1\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 4.083}}, {\"66242\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-08-20 21:25:28.000000+00:00\", \"2021-09-12 03:01:44.000000+00:00\", \"2022-08-30 13:59:01.000000+00:00\", \"2021-01-09 09:02:14.000000+00:00\"], \"session_ids\": [\"87ef6825-dc9c-45ca-903f-a88e5fdff1de\", \"5b74b5aa-4a35-4cc5-966b-f32208b5228e\", \"87cefd7a-3311-4d78-8b1c-83693ed5a478\", \"27a08363-3e09-453b-9fb2-fb86c590b856\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 4.038}}]\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[{\"85256\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-31 05:42:23.000000+00:00\", \"2022-10-08 17:01:23.000000+00:00\"], \"session_ids\": [\"243620eb-8891-4c51-b5d5-1a1ef984dcc2\", \"fca361ea-6383-4af9-ba36-0a5ace0c6633\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.058}}, {\"67221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-19 16:44:55.000000+00:00\", \"2022-10-01 11:52:18.000000+00:00\"], \"session_ids\": [\"a1420c6a-5931-478e-8d7e-d4b91ffb125c\", \"6d0c5e87-c255-4223-88e6-27f0d95b9fb9\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.698}}]\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[{\"85256\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-31 05:42:23.000000+00:00\", \"2022-10-08 17:01:23.000000+00:00\"], \"session_ids\": [\"243620eb-8891-4c51-b5d5-1a1ef984dcc2\", \"fca361ea-6383-4af9-ba36-0a5ace0c6633\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.058}}, {\"67221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-19 16:44:55.000000+00:00\", \"2022-10-01 11:52:18.000000+00:00\"], \"session_ids\": [\"a1420c6a-5931-478e-8d7e-d4b91ffb125c\", \"6d0c5e87-c255-4223-88e6-27f0d95b9fb9\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.698}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 5 users who are inhabitants of city Budapest plus implement sorting by all sessions quantity form the highest value to the lowest value."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"3401\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-02-09 10:44:20.000000+00:00\", \"2023-06-03 11:56:00.000000+00:00\"], \"session_ids\": [\"e2c25683-a6d4-40e8-a4d9-9eb5323655d7\", \"32208d46-b2b9-493c-88f1-f7656b090134\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 2.388}, \"34324\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-12 01:12:14.000000+00:00\", \"2021-01-18 03:41:47.000000+00:00\", \"2019-01-29 16:49:50.000000+00:00\", \"2021-08-24 18:56:17.000000+00:00\", \"2022-11-03 19:38:24.000000+00:00\"], \"session_ids\": [\"78ff883c-b9ac-464a-922d-589b77bc1157\", \"85d26ef9-1aa0-403c-a8e2-f532b493119a\", \"9cebb501-02d7-4183-91a1-9b1ab39b4d00\", \"857acedd-fff6-4b1d-9063-4ea70f3bfda4\", \"8b4f9697-8798-4ef3-b669-fd69f79493ba\"], \"total_duration\": 155.0, \"total_sessions\": 5, \"mean_week_duration\": 0.787}, \"87152\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 9, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-19 17:28:16.000000+00:00\", \"2019-01-15 10:30:56.000000+00:00\"], \"session_ids\": [\"565fb4b8-d4eb-42cb-99ce-63473bdfc7de\", \"553aea6e-cae3-48b2-828b-f1023b3d90fa\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 3.038}, \"38398\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-01 04:02:45.000000+00:00\", \"2020-03-30 04:40:42.000000+00:00\", \"2019-12-05 03:45:41.000000+00:00\", \"2022-08-21 14:51:41.000000+00:00\", \"2022-02-21 07:52:42.000000+00:00\", \"2023-01-05 05:10:32.000000+00:00\", \"2023-04-01 23:38:08.000000+00:00\", \"2022-06-14 22:56:14.000000+00:00\", \"2021-09-28 02:12:08.000000+00:00\"], \"session_ids\": [\"7e900c1d-12f8-4d94-b55c-cfc3f7c0cc5a\", \"e2ca5e4b-86ec-4819-ae43-699873b7ef63\", \"94bfb49b-86d8-4fa9-a4cb-e3cd10897449\", \"da782d1d-1b86-47ee-9cbe-338c5153a995\", \"11b73cca-4a73-4fd4-9816-7a8546d910a8\", \"23eca2d8-da9f-490b-8fff-5bc64439ab9a\", \"a66ad0ed-5767-4dd1-a131-123f21d1dada\", \"618e6889-bde2-4151-a375-9e0e7ff767dc\", \"87b6f919-4172-480a-a195-289641d92a54\"], \"total_duration\": 437.0, \"total_sessions\": 9, \"mean_week_duration\": 2.511}, \"31919\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-13 20:16:27.000000+00:00\", \"2022-09-24 14:09:56.000000+00:00\"], \"session_ids\": [\"14f36c35-5a94-4ca5-8c6a-83d612b741a4\", \"d87b2e68-ae78-43cf-8edb-deefef4bc38c\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 0.706}, \"53850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-21 18:32:03.000000+00:00\", \"2020-09-18 21:04:21.000000+00:00\", \"2023-02-16 00:24:22.000000+00:00\", \"2022-08-02 02:18:49.000000+00:00\"], \"session_ids\": [\"571573d1-686f-493e-9f3d-dd27b74ed866\", \"afc0c240-4ce6-4e64-bd0a-ef52cc86e8f4\", \"722124a7-8d5e-46bc-a1da-d4f00bd2ebd5\", \"e8d4a4ec-7abb-4ada-a108-84a73c7f082c\"], \"total_duration\": 545.0, \"total_sessions\": 4, \"mean_week_duration\": 3.682}, \"81991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-27 00:47:30.000000+00:00\", \"2023-04-27 02:16:04.000000+00:00\"], \"session_ids\": [\"c5dce7c6-d201-410b-897c-99c47235368e\", \"407ab776-6b6b-4204-8ed6-4569e571af24\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 1.129}, \"85404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-09-13 08:58:13.000000+00:00\", \"2019-09-29 07:14:27.000000+00:00\", \"2023-03-03 19:10:47.000000+00:00\", \"2021-05-22 09:02:31.000000+00:00\", \"2019-09-01 02:45:47.000000+00:00\", \"2023-05-16 19:54:13.000000+00:00\", \"2019-04-21 16:02:37.000000+00:00\", \"2022-10-16 10:38:05.000000+00:00\", \"2020-09-21 02:09:23.000000+00:00\"], \"session_ids\": [\"bb232498-81ea-47b8-a706-e21f3678d326\", \"6e74b098-48d3-49e9-b4a7-cd339d3f58ca\", \"f14a1039-9897-4cd0-ab0b-b5becf68d3c8\", \"58414477-54f6-4512-a68e-b4c0455559ab\", \"5a834320-7062-426d-bd07-740b40aaf846\", \"110c5370-af46-425d-a2ab-85438256da51\", \"b8a6e2cc-68a3-42cb-a0b8-55ea57643c9c\", \"163870ed-262d-4f21-b38d-b1ebc4e777bb\", \"902910c4-63d2-48a4-ad2e-016a1675babf\"], \"total_duration\": 13050.0, \"total_sessions\": 9, \"mean_week_duration\": 61.268}, \"20914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-25 00:39:31.000000+00:00\", \"2020-02-13 11:34:50.000000+00:00\"], \"session_ids\": [\"6112a616-5f76-4c76-aed3-5706cbd7842e\", \"8d7ad189-2a9a-45d0-b756-f0542d316cd2\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"22873\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-04-01 17:01:10.000000+00:00\", \"2023-02-14 15:40:07.000000+00:00\"], \"session_ids\": [\"a1422a48-2ae0-463b-85e3-94a23073b754\", \"2ffabe48-62d5-49ed-9232-ded29e83173f\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.609}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Budapest"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Budapest\"]]}}}\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": "Could you tell me about users with a duration summation of sessions per week that is above 3 and below 33, exclusive both 3 and 33 and sort by time using the app from the smallest to the largest , 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{\"76939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-03 02:26:37.000000+00:00\", \"2019-05-21 15:35:58.000000+00:00\", \"2022-01-23 22:49:39.000000+00:00\", \"2023-01-18 11:36:43.000000+00:00\", \"2023-03-15 06:16:05.000000+00:00\", \"2019-09-18 08:12:54.000000+00:00\"], \"session_ids\": [\"61049c28-c941-4877-af2b-b550e17e02d4\", \"20730e6b-6831-4808-b5d5-e47a94250d66\", \"aa9ddfc5-6c4d-449e-9fd5-d9d035635fa3\", \"fbe7b63b-e669-404d-9699-09573a2f3632\", \"75374854-b6bf-4510-99a1-99b26771ca9c\", \"f58d1099-cea3-4095-8d7f-63f02e10ad83\"], \"total_duration\": 413.0, \"total_sessions\": 6, \"mean_week_duration\": 2.075}, \"86776\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-05-12 21:11:14.000000+00:00\", \"2021-08-07 07:05:52.000000+00:00\"], \"session_ids\": [\"cdd5feb0-9cc2-43fb-b504-642a56ed3c59\", \"ca8de158-5c76-4729-b5fe-cc843295b4a2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.492}, \"59564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-14 19:45:59.000000+00:00\", \"2022-10-11 08:36:41.000000+00:00\", \"2022-12-28 03:33:04.000000+00:00\", \"2019-06-09 16:33:15.000000+00:00\", \"2023-01-04 22:44:38.000000+00:00\", \"2019-03-07 12:16:18.000000+00:00\", \"2021-11-11 09:56:47.000000+00:00\"], \"session_ids\": [\"65c91435-9807-4bb5-85b8-61517968f627\", \"269dade9-968e-43db-b068-6f48cc0c5dc1\", \"1cf8ac53-5cca-487d-bb5b-2f6a5f3c71d6\", \"3bc759ca-4f9a-44ec-ba9c-f86c5eb3162f\", \"4dd32ff4-4013-4d5d-ac7b-a99f2b3c6911\", \"03c02add-755b-4670-8990-a5a19deac50c\", \"93959aa2-c12d-44d8-b993-fb5e220f6bf0\"], \"total_duration\": 2039.0, \"total_sessions\": 7, \"mean_week_duration\": 10.195}, \"4710\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-30 12:41:14.000000+00:00\", \"2022-06-30 05:15:27.000000+00:00\"], \"session_ids\": [\"bc3ef570-19e6-44a4-a11c-f3f24d20f5a6\", \"e211e579-840c-4603-a6fd-d059781cc646\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 1.699}, \"1137\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-26 14:52:28.000000+00:00\", \"2023-03-05 07:03:19.000000+00:00\", \"2020-02-19 10:59:29.000000+00:00\", \"2022-03-11 23:22:21.000000+00:00\", \"2019-10-27 17:59:05.000000+00:00\"], \"session_ids\": [\"2075db34-8bf8-4d53-9843-f9c87f312dba\", \"6a7ec6bb-49be-47f0-82ba-7b3528debe18\", \"434609c4-4faa-4a25-866c-d593ae1ca54c\", \"9413c6d3-9a05-4991-a9cf-9a8dfbe2c5c0\", \"2b799caa-8103-4187-98c9-a71d44374b6c\"], \"total_duration\": 3907.0, \"total_sessions\": 5, \"mean_week_duration\": 22.326}, \"99275\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-06-24 18:22:48.000000+00:00\", \"2022-01-10 01:20:27.000000+00:00\"], \"session_ids\": [\"f3235f95-4fd0-4af8-945f-4bbc10da413a\", \"a9802740-e0d0-4296-a1bb-aab6b19c90a9\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}, \"26408\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-17 08:40:08.000000+00:00\", \"2022-10-19 10:30:47.000000+00:00\"], \"session_ids\": [\"dc54a94a-15e3-40c5-8706-3f67fa392c20\", \"b7dd207b-e32f-4194-b579-a4fb8c29f7d2\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.693}, \"2317\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-22 15:28:49.000000+00:00\", \"2022-04-29 22:25:14.000000+00:00\"], \"session_ids\": [\"11de9fef-eca9-43c9-9c54-7a878002dbf2\", \"8bf1023f-1195-44cf-bd8e-67eaa4d71734\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}, \"26634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-02 20:20:35.000000+00:00\", \"2022-01-04 22:05:57.000000+00:00\", \"2022-11-09 08:56:24.000000+00:00\"], \"session_ids\": [\"d7e903f0-9543-49bf-952f-7f3a5672966f\", \"5fc93073-f06d-4602-a20c-77a064c9ba8e\", \"7a69339e-c086-47aa-868c-9bdbc5a909b3\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.356}, \"39827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-22 16:50:17.000000+00:00\", \"2019-03-08 06:01:13.000000+00:00\"], \"session_ids\": [\"5865f5cd-be10-47c8-809d-fc35f0c55227\", \"ad3b5239-80ca-4612-96fd-e086cb76e2c8\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.294}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 3 and are less than 33"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 33]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"59564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-14 19:45:59.000000+00:00\", \"2022-10-11 08:36:41.000000+00:00\", \"2022-12-28 03:33:04.000000+00:00\", \"2019-06-09 16:33:15.000000+00:00\", \"2023-01-04 22:44:38.000000+00:00\", \"2019-03-07 12:16:18.000000+00:00\", \"2021-11-11 09:56:47.000000+00:00\"], \"session_ids\": [\"65c91435-9807-4bb5-85b8-61517968f627\", \"269dade9-968e-43db-b068-6f48cc0c5dc1\", \"1cf8ac53-5cca-487d-bb5b-2f6a5f3c71d6\", \"3bc759ca-4f9a-44ec-ba9c-f86c5eb3162f\", \"4dd32ff4-4013-4d5d-ac7b-a99f2b3c6911\", \"03c02add-755b-4670-8990-a5a19deac50c\", \"93959aa2-c12d-44d8-b993-fb5e220f6bf0\"], \"total_duration\": 2039.0, \"total_sessions\": 7, \"mean_week_duration\": 10.195}, \"1137\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-26 14:52:28.000000+00:00\", \"2023-03-05 07:03:19.000000+00:00\", \"2020-02-19 10:59:29.000000+00:00\", \"2022-03-11 23:22:21.000000+00:00\", \"2019-10-27 17:59:05.000000+00:00\"], \"session_ids\": [\"2075db34-8bf8-4d53-9843-f9c87f312dba\", \"6a7ec6bb-49be-47f0-82ba-7b3528debe18\", \"434609c4-4faa-4a25-866c-d593ae1ca54c\", \"9413c6d3-9a05-4991-a9cf-9a8dfbe2c5c0\", \"2b799caa-8103-4187-98c9-a71d44374b6c\"], \"total_duration\": 3907.0, \"total_sessions\": 5, \"mean_week_duration\": 22.326}, \"99275\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-06-24 18:22:48.000000+00:00\", \"2022-01-10 01:20:27.000000+00:00\"], \"session_ids\": [\"f3235f95-4fd0-4af8-945f-4bbc10da413a\", \"a9802740-e0d0-4296-a1bb-aab6b19c90a9\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}}\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[{\"99275\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-06-24 18:22:48.000000+00:00\", \"2022-01-10 01:20:27.000000+00:00\"], \"session_ids\": [\"f3235f95-4fd0-4af8-945f-4bbc10da413a\", \"a9802740-e0d0-4296-a1bb-aab6b19c90a9\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}}, {\"59564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-14 19:45:59.000000+00:00\", \"2022-10-11 08:36:41.000000+00:00\", \"2022-12-28 03:33:04.000000+00:00\", \"2019-06-09 16:33:15.000000+00:00\", \"2023-01-04 22:44:38.000000+00:00\", \"2019-03-07 12:16:18.000000+00:00\", \"2021-11-11 09:56:47.000000+00:00\"], \"session_ids\": [\"65c91435-9807-4bb5-85b8-61517968f627\", \"269dade9-968e-43db-b068-6f48cc0c5dc1\", \"1cf8ac53-5cca-487d-bb5b-2f6a5f3c71d6\", \"3bc759ca-4f9a-44ec-ba9c-f86c5eb3162f\", \"4dd32ff4-4013-4d5d-ac7b-a99f2b3c6911\", \"03c02add-755b-4670-8990-a5a19deac50c\", \"93959aa2-c12d-44d8-b993-fb5e220f6bf0\"], \"total_duration\": 2039.0, \"total_sessions\": 7, \"mean_week_duration\": 10.195}}, {\"1137\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-26 14:52:28.000000+00:00\", \"2023-03-05 07:03:19.000000+00:00\", \"2020-02-19 10:59:29.000000+00:00\", \"2022-03-11 23:22:21.000000+00:00\", \"2019-10-27 17:59:05.000000+00:00\"], \"session_ids\": [\"2075db34-8bf8-4d53-9843-f9c87f312dba\", \"6a7ec6bb-49be-47f0-82ba-7b3528debe18\", \"434609c4-4faa-4a25-866c-d593ae1ca54c\", \"9413c6d3-9a05-4991-a9cf-9a8dfbe2c5c0\", \"2b799caa-8103-4187-98c9-a71d44374b6c\"], \"total_duration\": 3907.0, \"total_sessions\": 5, \"mean_week_duration\": 22.326}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"99275\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-06-24 18:22:48.000000+00:00\", \"2022-01-10 01:20:27.000000+00:00\"], \"session_ids\": [\"f3235f95-4fd0-4af8-945f-4bbc10da413a\", \"a9802740-e0d0-4296-a1bb-aab6b19c90a9\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}}, {\"59564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-14 19:45:59.000000+00:00\", \"2022-10-11 08:36:41.000000+00:00\", \"2022-12-28 03:33:04.000000+00:00\", \"2019-06-09 16:33:15.000000+00:00\", \"2023-01-04 22:44:38.000000+00:00\", \"2019-03-07 12:16:18.000000+00:00\", \"2021-11-11 09:56:47.000000+00:00\"], \"session_ids\": [\"65c91435-9807-4bb5-85b8-61517968f627\", \"269dade9-968e-43db-b068-6f48cc0c5dc1\", \"1cf8ac53-5cca-487d-bb5b-2f6a5f3c71d6\", \"3bc759ca-4f9a-44ec-ba9c-f86c5eb3162f\", \"4dd32ff4-4013-4d5d-ac7b-a99f2b3c6911\", \"03c02add-755b-4670-8990-a5a19deac50c\", \"93959aa2-c12d-44d8-b993-fb5e220f6bf0\"], \"total_duration\": 2039.0, \"total_sessions\": 7, \"mean_week_duration\": 10.195}}, {\"1137\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-26 14:52:28.000000+00:00\", \"2023-03-05 07:03:19.000000+00:00\", \"2020-02-19 10:59:29.000000+00:00\", \"2022-03-11 23:22:21.000000+00:00\", \"2019-10-27 17:59:05.000000+00:00\"], \"session_ids\": [\"2075db34-8bf8-4d53-9843-f9c87f312dba\", \"6a7ec6bb-49be-47f0-82ba-7b3528debe18\", \"434609c4-4faa-4a25-866c-d593ae1ca54c\", \"9413c6d3-9a05-4991-a9cf-9a8dfbe2c5c0\", \"2b799caa-8103-4187-98c9-a71d44374b6c\"], \"total_duration\": 3907.0, \"total_sessions\": 5, \"mean_week_duration\": 22.326}}]\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[{\"99275\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-06-24 18:22:48.000000+00:00\", \"2022-01-10 01:20:27.000000+00:00\"], \"session_ids\": [\"f3235f95-4fd0-4af8-945f-4bbc10da413a\", \"a9802740-e0d0-4296-a1bb-aab6b19c90a9\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}}, {\"59564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-14 19:45:59.000000+00:00\", \"2022-10-11 08:36:41.000000+00:00\", \"2022-12-28 03:33:04.000000+00:00\", \"2019-06-09 16:33:15.000000+00:00\", \"2023-01-04 22:44:38.000000+00:00\", \"2019-03-07 12:16:18.000000+00:00\", \"2021-11-11 09:56:47.000000+00:00\"], \"session_ids\": [\"65c91435-9807-4bb5-85b8-61517968f627\", \"269dade9-968e-43db-b068-6f48cc0c5dc1\", \"1cf8ac53-5cca-487d-bb5b-2f6a5f3c71d6\", \"3bc759ca-4f9a-44ec-ba9c-f86c5eb3162f\", \"4dd32ff4-4013-4d5d-ac7b-a99f2b3c6911\", \"03c02add-755b-4670-8990-a5a19deac50c\", \"93959aa2-c12d-44d8-b993-fb5e220f6bf0\"], \"total_duration\": 2039.0, \"total_sessions\": 7, \"mean_week_duration\": 10.195}}, {\"1137\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-26 14:52:28.000000+00:00\", \"2023-03-05 07:03:19.000000+00:00\", \"2020-02-19 10:59:29.000000+00:00\", \"2022-03-11 23:22:21.000000+00:00\", \"2019-10-27 17:59:05.000000+00:00\"], \"session_ids\": [\"2075db34-8bf8-4d53-9843-f9c87f312dba\", \"6a7ec6bb-49be-47f0-82ba-7b3528debe18\", \"434609c4-4faa-4a25-866c-d593ae1ca54c\", \"9413c6d3-9a05-4991-a9cf-9a8dfbe2c5c0\", \"2b799caa-8103-4187-98c9-a71d44374b6c\"], \"total_duration\": 3907.0, \"total_sessions\": 5, \"mean_week_duration\": 22.326}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Offer me knowledge about 3 users who have time using the app per week strictly bigger than 9 and smaller than 29 and in addition carry out sorting by total duration 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{\"69835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 06:33:57.000000+00:00\", \"2022-08-20 01:32:33.000000+00:00\"], \"session_ids\": [\"37f95982-b2c7-49d4-80e3-ccbb864fcf1e\", \"8b37a928-59c6-480f-8538-420740dbafe7\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 5.857}, \"77321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-02-05 10:12:08.000000+00:00\", \"2021-06-27 09:52:37.000000+00:00\", \"2023-05-18 14:54:22.000000+00:00\", \"2022-02-09 22:32:52.000000+00:00\"], \"session_ids\": [\"3a08fe39-3d30-4431-9803-cf6d82e852c9\", \"7b370479-f82e-4273-9741-1163726cea16\", \"61965585-e36f-42bd-88da-be254adbb253\", \"2694df1a-3d23-43f9-b4fa-d985d14f7aec\"], \"total_duration\": 113.0, \"total_sessions\": 4, \"mean_week_duration\": 0.95}, \"6220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-14 06:01:18.000000+00:00\", \"2020-02-23 06:16:26.000000+00:00\", \"2022-05-01 14:24:29.000000+00:00\", \"2019-01-25 23:07:29.000000+00:00\"], \"session_ids\": [\"fd78b804-6761-4114-972f-c83473dc4d3f\", \"9dc00fa2-c5a1-4907-9dde-bf8ede3e9db8\", \"d6a95754-e1de-45f2-9088-ac25bef15312\", \"6956fc64-9f8f-4ca6-840c-db5429e22f25\"], \"total_duration\": 1718.0, \"total_sessions\": 4, \"mean_week_duration\": 8.104}, \"31456\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-16 22:27:56.000000+00:00\", \"2021-01-31 14:47:06.000000+00:00\", \"2020-10-24 15:06:50.000000+00:00\"], \"session_ids\": [\"5bec2c37-addb-4b15-8f9e-3f8cf96ef9b1\", \"5d177670-47be-400a-b0be-fab16719060f\", \"78aef952-2895-4b02-a080-b2e86a30a61e\"], \"total_duration\": 237.0, \"total_sessions\": 3, \"mean_week_duration\": 2.215}, \"74261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-08 12:17:45.000000+00:00\", \"2020-01-29 19:15:40.000000+00:00\", \"2021-09-01 22:17:08.000000+00:00\", \"2021-04-29 08:35:42.000000+00:00\"], \"session_ids\": [\"287adf87-5166-4c47-8f81-8309249da968\", \"42ec5081-602e-46b9-8940-bf90ed303e38\", \"fb066a1d-7f52-46ae-a0f9-bbd737520ddf\", \"eda722eb-9d32-48b5-bb0b-b3bfe1a64bc7\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 10.0}, \"7673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-26 19:27:36.000000+00:00\", \"2020-05-23 15:16:34.000000+00:00\", \"2021-09-05 12:50:15.000000+00:00\", \"2020-07-18 10:05:24.000000+00:00\", \"2020-11-13 16:18:57.000000+00:00\", \"2022-09-02 03:47:09.000000+00:00\"], \"session_ids\": [\"ed196e0e-042c-4f16-ad1e-d98c74da56a0\", \"bfb5b3b2-aa1b-4607-8258-4e1c4292eec4\", \"3a7742be-cf90-4ed3-b055-713ea3f78e9e\", \"b15fb8a8-dde7-4707-b59f-8efa5d57f506\", \"e733cc4c-20cf-45b3-be11-65a05cc7bcc1\", \"04b8b683-435d-4c31-9107-8353bfea777e\"], \"total_duration\": 1972.0, \"total_sessions\": 6, \"mean_week_duration\": 16.571}, \"91671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-01-06 23:39:10.000000+00:00\", \"2023-04-30 04:00:15.000000+00:00\"], \"session_ids\": [\"cbde8384-27fe-4083-a82e-44c1fbfd3764\", \"b419ef2b-e6cb-407d-aedd-7759a683727b\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 0.798}, \"63589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-06 07:05:40.000000+00:00\", \"2021-10-14 02:27:25.000000+00:00\", \"2019-10-29 14:17:57.000000+00:00\"], \"session_ids\": [\"2740c44b-8711-4fed-8f67-764ec3243e7a\", \"a10e27ca-45f4-417c-b5e0-36603accf49e\", \"5fcdfcc2-b630-4ab0-8a0a-fa44610b21a7\"], \"total_duration\": 1061.0, \"total_sessions\": 3, \"mean_week_duration\": 6.205}, \"88661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-08-01 20:10:17.000000+00:00\", \"2022-09-30 13:45:14.000000+00:00\", \"2019-01-02 11:13:54.000000+00:00\", \"2020-06-23 06:51:19.000000+00:00\", \"2020-12-09 03:17:55.000000+00:00\"], \"session_ids\": [\"9336df00-2f02-4dc6-9882-c1d9a57514f7\", \"0d202d5a-5f97-457d-9f8a-348592f44144\", \"eb9be9fd-3624-4478-9200-ae1572c72b16\", \"89a9c63a-161d-4de9-ab31-0b1533ab6bcc\", \"ca6254ee-ace2-470f-bfca-2178407baade\"], \"total_duration\": 658.0, \"total_sessions\": 5, \"mean_week_duration\": 3.357}, \"17595\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-23 01:16:33.000000+00:00\", \"2022-05-06 15:02:31.000000+00:00\"], \"session_ids\": [\"3e9958ff-fefc-44ce-8e82-284ad416ff01\", \"df3624d9-9e60-4666-8e9c-9f2c5811b30b\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 5.1}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 9 and are equal or less than 29"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 29]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"74261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-08 12:17:45.000000+00:00\", \"2020-01-29 19:15:40.000000+00:00\", \"2021-09-01 22:17:08.000000+00:00\", \"2021-04-29 08:35:42.000000+00:00\"], \"session_ids\": [\"287adf87-5166-4c47-8f81-8309249da968\", \"42ec5081-602e-46b9-8940-bf90ed303e38\", \"fb066a1d-7f52-46ae-a0f9-bbd737520ddf\", \"eda722eb-9d32-48b5-bb0b-b3bfe1a64bc7\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 10.0}, \"7673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-26 19:27:36.000000+00:00\", \"2020-05-23 15:16:34.000000+00:00\", \"2021-09-05 12:50:15.000000+00:00\", \"2020-07-18 10:05:24.000000+00:00\", \"2020-11-13 16:18:57.000000+00:00\", \"2022-09-02 03:47:09.000000+00:00\"], \"session_ids\": [\"ed196e0e-042c-4f16-ad1e-d98c74da56a0\", \"bfb5b3b2-aa1b-4607-8258-4e1c4292eec4\", \"3a7742be-cf90-4ed3-b055-713ea3f78e9e\", \"b15fb8a8-dde7-4707-b59f-8efa5d57f506\", \"e733cc4c-20cf-45b3-be11-65a05cc7bcc1\", \"04b8b683-435d-4c31-9107-8353bfea777e\"], \"total_duration\": 1972.0, \"total_sessions\": 6, \"mean_week_duration\": 16.571}}\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[{\"74261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-08 12:17:45.000000+00:00\", \"2020-01-29 19:15:40.000000+00:00\", \"2021-09-01 22:17:08.000000+00:00\", \"2021-04-29 08:35:42.000000+00:00\"], \"session_ids\": [\"287adf87-5166-4c47-8f81-8309249da968\", \"42ec5081-602e-46b9-8940-bf90ed303e38\", \"fb066a1d-7f52-46ae-a0f9-bbd737520ddf\", \"eda722eb-9d32-48b5-bb0b-b3bfe1a64bc7\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 10.0}}, {\"7673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-26 19:27:36.000000+00:00\", \"2020-05-23 15:16:34.000000+00:00\", \"2021-09-05 12:50:15.000000+00:00\", \"2020-07-18 10:05:24.000000+00:00\", \"2020-11-13 16:18:57.000000+00:00\", \"2022-09-02 03:47:09.000000+00:00\"], \"session_ids\": [\"ed196e0e-042c-4f16-ad1e-d98c74da56a0\", \"bfb5b3b2-aa1b-4607-8258-4e1c4292eec4\", \"3a7742be-cf90-4ed3-b055-713ea3f78e9e\", \"b15fb8a8-dde7-4707-b59f-8efa5d57f506\", \"e733cc4c-20cf-45b3-be11-65a05cc7bcc1\", \"04b8b683-435d-4c31-9107-8353bfea777e\"], \"total_duration\": 1972.0, \"total_sessions\": 6, \"mean_week_duration\": 16.571}}]\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[{\"74261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-08 12:17:45.000000+00:00\", \"2020-01-29 19:15:40.000000+00:00\", \"2021-09-01 22:17:08.000000+00:00\", \"2021-04-29 08:35:42.000000+00:00\"], \"session_ids\": [\"287adf87-5166-4c47-8f81-8309249da968\", \"42ec5081-602e-46b9-8940-bf90ed303e38\", \"fb066a1d-7f52-46ae-a0f9-bbd737520ddf\", \"eda722eb-9d32-48b5-bb0b-b3bfe1a64bc7\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 10.0}}, {\"7673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-26 19:27:36.000000+00:00\", \"2020-05-23 15:16:34.000000+00:00\", \"2021-09-05 12:50:15.000000+00:00\", \"2020-07-18 10:05:24.000000+00:00\", \"2020-11-13 16:18:57.000000+00:00\", \"2022-09-02 03:47:09.000000+00:00\"], \"session_ids\": [\"ed196e0e-042c-4f16-ad1e-d98c74da56a0\", \"bfb5b3b2-aa1b-4607-8258-4e1c4292eec4\", \"3a7742be-cf90-4ed3-b055-713ea3f78e9e\", \"b15fb8a8-dde7-4707-b59f-8efa5d57f506\", \"e733cc4c-20cf-45b3-be11-65a05cc7bcc1\", \"04b8b683-435d-4c31-9107-8353bfea777e\"], \"total_duration\": 1972.0, \"total_sessions\": 6, \"mean_week_duration\": 16.571}}]\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[{\"74261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-08 12:17:45.000000+00:00\", \"2020-01-29 19:15:40.000000+00:00\", \"2021-09-01 22:17:08.000000+00:00\", \"2021-04-29 08:35:42.000000+00:00\"], \"session_ids\": [\"287adf87-5166-4c47-8f81-8309249da968\", \"42ec5081-602e-46b9-8940-bf90ed303e38\", \"fb066a1d-7f52-46ae-a0f9-bbd737520ddf\", \"eda722eb-9d32-48b5-bb0b-b3bfe1a64bc7\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 10.0}}, {\"7673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-26 19:27:36.000000+00:00\", \"2020-05-23 15:16:34.000000+00:00\", \"2021-09-05 12:50:15.000000+00:00\", \"2020-07-18 10:05:24.000000+00:00\", \"2020-11-13 16:18:57.000000+00:00\", \"2022-09-02 03:47:09.000000+00:00\"], \"session_ids\": [\"ed196e0e-042c-4f16-ad1e-d98c74da56a0\", \"bfb5b3b2-aa1b-4607-8258-4e1c4292eec4\", \"3a7742be-cf90-4ed3-b055-713ea3f78e9e\", \"b15fb8a8-dde7-4707-b59f-8efa5d57f506\", \"e733cc4c-20cf-45b3-be11-65a05cc7bcc1\", \"04b8b683-435d-4c31-9107-8353bfea777e\"], \"total_duration\": 1972.0, \"total_sessions\": 6, \"mean_week_duration\": 16.571}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about 4 users who have total duration amount is bigger than 407 and strictly smaller than 2743 + put to use sorting by urban title decliningly."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 18:14:19.000000+00:00\", \"2023-02-08 14:36:15.000000+00:00\", \"2020-10-01 14:21:34.000000+00:00\", \"2022-06-17 06:15:57.000000+00:00\", \"2022-04-02 04:22:44.000000+00:00\", \"2019-08-18 12:33:58.000000+00:00\", \"2022-06-15 00:59:34.000000+00:00\", \"2022-11-30 10:00:50.000000+00:00\", \"2019-05-07 06:49:15.000000+00:00\"], \"session_ids\": [\"e510eed9-f2a9-493b-84a1-f39a885d7884\", \"227ac8d8-a2f6-47aa-a8d9-5a112afd6349\", \"cf9707e8-7d74-4891-a627-e5ee2f2b9a93\", \"af609d2b-0afe-4d70-898b-ca3b71f462cc\", \"cb647efd-c9b4-4bdc-bde0-43163fdc64d4\", \"a648b4e3-7a16-478b-ae4d-e024b479d295\", \"ef6c1bc2-6954-4d54-b983-fd778f23f9de\", \"e612d21b-cf78-4f40-ad92-dfcf39502dec\", \"f4a257b9-ffab-4f09-9818-7de457abd08b\"], \"total_duration\": 1951.0, \"total_sessions\": 9, \"mean_week_duration\": 9.904}, \"64700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-16 15:52:50.000000+00:00\", \"2021-06-19 09:20:14.000000+00:00\", \"2020-04-03 22:49:48.000000+00:00\"], \"session_ids\": [\"f0aa3351-d9eb-4ee7-b134-7def98cf2499\", \"718a4630-07e9-4697-b3ae-0588feed0881\", \"8be10529-e8ae-4964-a98a-595fa254b7d4\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 2.379}, \"89079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 10:18:21.000000+00:00\", \"2021-04-30 17:41:23.000000+00:00\", \"2022-10-04 23:33:15.000000+00:00\"], \"session_ids\": [\"c0e56706-e3c3-4b70-b727-46795d501054\", \"70b2ab6b-bbd6-46ef-9699-26d92dd76fa2\", \"da2cc5e9-735f-4df1-81f5-8b894d1b44b6\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 4.455}, \"93713\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-20 02:43:06.000000+00:00\", \"2023-05-23 16:02:22.000000+00:00\"], \"session_ids\": [\"df55bea8-13de-4c6a-8a59-f2581ce2d407\", \"75b32eb1-0f28-49f5-91b1-15a2e98df1a0\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 0.996}, \"72198\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-31 14:39:47.000000+00:00\", \"2021-07-21 07:24:27.000000+00:00\"], \"session_ids\": [\"f71c133a-fcbb-4526-b68a-33873938bac8\", \"5b5b84d0-2a9a-4cb6-b9c5-b8c42856f6d2\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.627}, \"89759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-10 22:12:04.000000+00:00\", \"2022-10-19 07:08:03.000000+00:00\"], \"session_ids\": [\"d7d6bb49-ab44-4612-80ce-9d7a41805664\", \"3c3e26d1-433c-4c27-b4cf-d199696f804b\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.969}, \"43436\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-07 05:31:31.000000+00:00\", \"2020-05-02 22:54:54.000000+00:00\", \"2022-03-21 23:35:42.000000+00:00\", \"2019-10-02 22:54:15.000000+00:00\", \"2021-12-27 01:50:33.000000+00:00\", \"2022-01-14 12:49:03.000000+00:00\"], \"session_ids\": [\"eb85af80-226b-4e3f-acb9-7b82800191c6\", \"866da496-dc9f-4031-b027-4d04035d80d4\", \"56012644-ee3f-434b-a8ed-e2df04ad6533\", \"c72548f3-1e59-4516-9716-97983f44d86c\", \"ec1914ed-501a-423b-bc0c-d47716b9b7fd\", \"d4221bcd-f5ec-40fd-a31e-13c0fca234de\"], \"total_duration\": 398.0, \"total_sessions\": 6, \"mean_week_duration\": 2.653}, \"43993\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-03-13 15:38:23.000000+00:00\", \"2019-06-28 02:22:18.000000+00:00\", \"2019-11-09 01:36:19.000000+00:00\"], \"session_ids\": [\"05cf4361-7628-41f2-b69f-a9069a9b11b4\", \"d445d8a9-800a-435b-a4ed-cb5da003d614\", \"820fd28b-d63b-4528-b5ea-205e9733044c\"], \"total_duration\": 392.0, \"total_sessions\": 3, \"mean_week_duration\": 10.595}, \"75747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-16 09:55:45.000000+00:00\", \"2022-04-24 19:42:15.000000+00:00\", \"2023-05-03 09:10:54.000000+00:00\"], \"session_ids\": [\"21c84e59-ff1d-4112-9ff0-08c023baa326\", \"ff8c5d77-1e67-4f43-84a3-3781dbcc3573\", \"c37e1afd-bbde-4651-adb2-4004be087ef9\"], \"total_duration\": 149.0, \"total_sessions\": 3, \"mean_week_duration\": 0.993}, \"90710\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-25 23:02:18.000000+00:00\", \"2020-03-25 11:34:53.000000+00:00\"], \"session_ids\": [\"7eedec59-81a7-4bb8-b3bb-0682207d68e7\", \"b503565e-dfb7-4c8f-9b67-21a0979b8416\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 3.653}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 407 and are less than 2743"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[407, 2743]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 18:14:19.000000+00:00\", \"2023-02-08 14:36:15.000000+00:00\", \"2020-10-01 14:21:34.000000+00:00\", \"2022-06-17 06:15:57.000000+00:00\", \"2022-04-02 04:22:44.000000+00:00\", \"2019-08-18 12:33:58.000000+00:00\", \"2022-06-15 00:59:34.000000+00:00\", \"2022-11-30 10:00:50.000000+00:00\", \"2019-05-07 06:49:15.000000+00:00\"], \"session_ids\": [\"e510eed9-f2a9-493b-84a1-f39a885d7884\", \"227ac8d8-a2f6-47aa-a8d9-5a112afd6349\", \"cf9707e8-7d74-4891-a627-e5ee2f2b9a93\", \"af609d2b-0afe-4d70-898b-ca3b71f462cc\", \"cb647efd-c9b4-4bdc-bde0-43163fdc64d4\", \"a648b4e3-7a16-478b-ae4d-e024b479d295\", \"ef6c1bc2-6954-4d54-b983-fd778f23f9de\", \"e612d21b-cf78-4f40-ad92-dfcf39502dec\", \"f4a257b9-ffab-4f09-9818-7de457abd08b\"], \"total_duration\": 1951.0, \"total_sessions\": 9, \"mean_week_duration\": 9.904}, \"89079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 10:18:21.000000+00:00\", \"2021-04-30 17:41:23.000000+00:00\", \"2022-10-04 23:33:15.000000+00:00\"], \"session_ids\": [\"c0e56706-e3c3-4b70-b727-46795d501054\", \"70b2ab6b-bbd6-46ef-9699-26d92dd76fa2\", \"da2cc5e9-735f-4df1-81f5-8b894d1b44b6\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 4.455}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"89079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 10:18:21.000000+00:00\", \"2021-04-30 17:41:23.000000+00:00\", \"2022-10-04 23:33:15.000000+00:00\"], \"session_ids\": [\"c0e56706-e3c3-4b70-b727-46795d501054\", \"70b2ab6b-bbd6-46ef-9699-26d92dd76fa2\", \"da2cc5e9-735f-4df1-81f5-8b894d1b44b6\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 4.455}}, {\"90712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 18:14:19.000000+00:00\", \"2023-02-08 14:36:15.000000+00:00\", \"2020-10-01 14:21:34.000000+00:00\", \"2022-06-17 06:15:57.000000+00:00\", \"2022-04-02 04:22:44.000000+00:00\", \"2019-08-18 12:33:58.000000+00:00\", \"2022-06-15 00:59:34.000000+00:00\", \"2022-11-30 10:00:50.000000+00:00\", \"2019-05-07 06:49:15.000000+00:00\"], \"session_ids\": [\"e510eed9-f2a9-493b-84a1-f39a885d7884\", \"227ac8d8-a2f6-47aa-a8d9-5a112afd6349\", \"cf9707e8-7d74-4891-a627-e5ee2f2b9a93\", \"af609d2b-0afe-4d70-898b-ca3b71f462cc\", \"cb647efd-c9b4-4bdc-bde0-43163fdc64d4\", \"a648b4e3-7a16-478b-ae4d-e024b479d295\", \"ef6c1bc2-6954-4d54-b983-fd778f23f9de\", \"e612d21b-cf78-4f40-ad92-dfcf39502dec\", \"f4a257b9-ffab-4f09-9818-7de457abd08b\"], \"total_duration\": 1951.0, \"total_sessions\": 9, \"mean_week_duration\": 9.904}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"89079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 10:18:21.000000+00:00\", \"2021-04-30 17:41:23.000000+00:00\", \"2022-10-04 23:33:15.000000+00:00\"], \"session_ids\": [\"c0e56706-e3c3-4b70-b727-46795d501054\", \"70b2ab6b-bbd6-46ef-9699-26d92dd76fa2\", \"da2cc5e9-735f-4df1-81f5-8b894d1b44b6\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 4.455}}, {\"90712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 18:14:19.000000+00:00\", \"2023-02-08 14:36:15.000000+00:00\", \"2020-10-01 14:21:34.000000+00:00\", \"2022-06-17 06:15:57.000000+00:00\", \"2022-04-02 04:22:44.000000+00:00\", \"2019-08-18 12:33:58.000000+00:00\", \"2022-06-15 00:59:34.000000+00:00\", \"2022-11-30 10:00:50.000000+00:00\", \"2019-05-07 06:49:15.000000+00:00\"], \"session_ids\": [\"e510eed9-f2a9-493b-84a1-f39a885d7884\", \"227ac8d8-a2f6-47aa-a8d9-5a112afd6349\", \"cf9707e8-7d74-4891-a627-e5ee2f2b9a93\", \"af609d2b-0afe-4d70-898b-ca3b71f462cc\", \"cb647efd-c9b4-4bdc-bde0-43163fdc64d4\", \"a648b4e3-7a16-478b-ae4d-e024b479d295\", \"ef6c1bc2-6954-4d54-b983-fd778f23f9de\", \"e612d21b-cf78-4f40-ad92-dfcf39502dec\", \"f4a257b9-ffab-4f09-9818-7de457abd08b\"], \"total_duration\": 1951.0, \"total_sessions\": 9, \"mean_week_duration\": 9.904}}]\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[{\"89079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 10:18:21.000000+00:00\", \"2021-04-30 17:41:23.000000+00:00\", \"2022-10-04 23:33:15.000000+00:00\"], \"session_ids\": [\"c0e56706-e3c3-4b70-b727-46795d501054\", \"70b2ab6b-bbd6-46ef-9699-26d92dd76fa2\", \"da2cc5e9-735f-4df1-81f5-8b894d1b44b6\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 4.455}}, {\"90712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 18:14:19.000000+00:00\", \"2023-02-08 14:36:15.000000+00:00\", \"2020-10-01 14:21:34.000000+00:00\", \"2022-06-17 06:15:57.000000+00:00\", \"2022-04-02 04:22:44.000000+00:00\", \"2019-08-18 12:33:58.000000+00:00\", \"2022-06-15 00:59:34.000000+00:00\", \"2022-11-30 10:00:50.000000+00:00\", \"2019-05-07 06:49:15.000000+00:00\"], \"session_ids\": [\"e510eed9-f2a9-493b-84a1-f39a885d7884\", \"227ac8d8-a2f6-47aa-a8d9-5a112afd6349\", \"cf9707e8-7d74-4891-a627-e5ee2f2b9a93\", \"af609d2b-0afe-4d70-898b-ca3b71f462cc\", \"cb647efd-c9b4-4bdc-bde0-43163fdc64d4\", \"a648b4e3-7a16-478b-ae4d-e024b479d295\", \"ef6c1bc2-6954-4d54-b983-fd778f23f9de\", \"e612d21b-cf78-4f40-ad92-dfcf39502dec\", \"f4a257b9-ffab-4f09-9818-7de457abd08b\"], \"total_duration\": 1951.0, \"total_sessions\": 9, \"mean_week_duration\": 9.904}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about users who have the lowest overall total duration in addition execute sorting by city naming in desc order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"66686\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-23 01:12:57.000000+00:00\", \"2019-02-17 18:43:52.000000+00:00\", \"2022-01-08 04:01:49.000000+00:00\"], \"session_ids\": [\"42584f45-f776-4a69-84b0-a1dbb27a663b\", \"5daa30ca-1c69-42c2-a138-a772cb2501f2\", \"4cf4513f-2c42-47a5-9216-ee9df8af41b7\"], \"total_duration\": 1096.0, \"total_sessions\": 3, \"mean_week_duration\": 6.447}, \"22759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-27 07:34:28.000000+00:00\", \"2022-11-12 20:42:57.000000+00:00\", \"2021-10-03 15:13:14.000000+00:00\"], \"session_ids\": [\"311f5e6f-659c-48c3-974f-5921ce8c013d\", \"2061c794-bd58-4269-a242-7689d46c6b98\", \"55a4ea43-403b-445f-890e-d61a7ad8977a\"], \"total_duration\": 1035.0, \"total_sessions\": 3, \"mean_week_duration\": 17.845}, \"52716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-27 21:05:31.000000+00:00\", \"2019-08-22 07:13:46.000000+00:00\", \"2023-03-08 08:24:40.000000+00:00\"], \"session_ids\": [\"debb8917-c053-4fed-9f41-ba9038077366\", \"19812d7c-6fcd-409b-add7-ecb6b189e303\", \"ab07b62a-3722-4b61-baba-a95691a98529\"], \"total_duration\": 334.0, \"total_sessions\": 3, \"mean_week_duration\": 1.805}, \"72136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-04 22:16:03.000000+00:00\", \"2023-04-04 15:17:46.000000+00:00\"], \"session_ids\": [\"6c600828-0de6-4bd8-b24f-c276dbbf7bba\", \"e32e1c1c-5a1d-42a9-b61a-f714d504e199\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"77917\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-17 04:43:12.000000+00:00\", \"2021-06-28 00:47:28.000000+00:00\", \"2021-08-11 07:52:32.000000+00:00\", \"2022-01-20 07:47:16.000000+00:00\"], \"session_ids\": [\"6e55f6a4-68a3-4b43-944d-e841df4bd611\", \"23e0d258-3b47-4f4d-8bc7-9cd5ed5692a7\", \"5c48645c-25dc-4b0a-bb2a-891f50301458\", \"e8a4e185-e6a9-42e5-959c-4eeddd5dfe12\"], \"total_duration\": 741.0, \"total_sessions\": 4, \"mean_week_duration\": 12.35}, \"76855\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-05-04 09:26:04.000000+00:00\", \"2023-03-23 20:41:44.000000+00:00\", \"2022-03-05 01:14:31.000000+00:00\"], \"session_ids\": [\"f02cd02c-d9de-49ff-9af4-5903d53f78b6\", \"51b46ce2-0fb1-432b-849c-711ea28341f8\", \"4127fff9-f37b-4190-bdc8-ae38cae91fa3\"], \"total_duration\": 1079.0, \"total_sessions\": 3, \"mean_week_duration\": 5.315}, \"55426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 01:28:58.000000+00:00\", \"2021-01-19 07:10:00.000000+00:00\"], \"session_ids\": [\"48e9ce64-de21-429b-967e-fbb919d3576d\", \"90e70e8a-c58d-42a1-a39a-007f2d992628\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 4.971}, \"67577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-12-21 13:09:35.000000+00:00\", \"2019-02-03 00:27:24.000000+00:00\"], \"session_ids\": [\"b614a5e4-fa5e-48ef-a2c5-c4e93504448e\", \"2b3e06a7-6001-4624-945b-651e9d698b44\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 3.828}, \"12357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-05 13:21:06.000000+00:00\", \"2023-04-04 12:23:22.000000+00:00\", \"2019-02-09 05:55:53.000000+00:00\", \"2023-03-09 19:08:42.000000+00:00\", \"2019-01-23 06:27:50.000000+00:00\"], \"session_ids\": [\"b4682469-ac8b-4785-b7f6-1aa47996e9cb\", \"01abbc1e-3762-4524-a6e0-39b6264d3c23\", \"6f856007-3bc6-4ebe-8e14-49f8bd9a753f\", \"70aebbd4-19b7-4a49-a0ba-fe94f3cfac2d\", \"62183957-fe48-4b82-903f-21737a8a800f\"], \"total_duration\": 2532.0, \"total_sessions\": 5, \"mean_week_duration\": 11.562}, \"70573\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-02 21:14:23.000000+00:00\", \"2023-03-21 11:21:13.000000+00:00\", \"2021-08-13 04:53:23.000000+00:00\", \"2023-01-04 21:27:03.000000+00:00\", \"2019-08-17 15:59:21.000000+00:00\"], \"session_ids\": [\"99d476aa-810e-4130-987f-92ba0d554cc7\", \"8dc85132-dff0-4c45-92ae-a79c344cdb53\", \"57baeb27-235f-4852-b3f5-3e7110028518\", \"a258aa8b-73af-4eff-be30-0a18c85e2280\", \"2767ea07-93e0-4b8f-b7b5-d1738a734b12\"], \"total_duration\": 3082.0, \"total_sessions\": 5, \"mean_week_duration\": 16.394}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"72136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-04 22:16:03.000000+00:00\", \"2023-04-04 15:17:46.000000+00:00\"], \"session_ids\": [\"6c600828-0de6-4bd8-b24f-c276dbbf7bba\", \"e32e1c1c-5a1d-42a9-b61a-f714d504e199\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"55426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 01:28:58.000000+00:00\", \"2021-01-19 07:10:00.000000+00:00\"], \"session_ids\": [\"48e9ce64-de21-429b-967e-fbb919d3576d\", \"90e70e8a-c58d-42a1-a39a-007f2d992628\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 4.971}}, {\"52716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-27 21:05:31.000000+00:00\", \"2019-08-22 07:13:46.000000+00:00\", \"2023-03-08 08:24:40.000000+00:00\"], \"session_ids\": [\"debb8917-c053-4fed-9f41-ba9038077366\", \"19812d7c-6fcd-409b-add7-ecb6b189e303\", \"ab07b62a-3722-4b61-baba-a95691a98529\"], \"total_duration\": 334.0, \"total_sessions\": 3, \"mean_week_duration\": 1.805}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"55426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 01:28:58.000000+00:00\", \"2021-01-19 07:10:00.000000+00:00\"], \"session_ids\": [\"48e9ce64-de21-429b-967e-fbb919d3576d\", \"90e70e8a-c58d-42a1-a39a-007f2d992628\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 4.971}}, {\"72136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-04 22:16:03.000000+00:00\", \"2023-04-04 15:17:46.000000+00:00\"], \"session_ids\": [\"6c600828-0de6-4bd8-b24f-c276dbbf7bba\", \"e32e1c1c-5a1d-42a9-b61a-f714d504e199\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"52716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-27 21:05:31.000000+00:00\", \"2019-08-22 07:13:46.000000+00:00\", \"2023-03-08 08:24:40.000000+00:00\"], \"session_ids\": [\"debb8917-c053-4fed-9f41-ba9038077366\", \"19812d7c-6fcd-409b-add7-ecb6b189e303\", \"ab07b62a-3722-4b61-baba-a95691a98529\"], \"total_duration\": 334.0, \"total_sessions\": 3, \"mean_week_duration\": 1.805}}]\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[{\"55426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 01:28:58.000000+00:00\", \"2021-01-19 07:10:00.000000+00:00\"], \"session_ids\": [\"48e9ce64-de21-429b-967e-fbb919d3576d\", \"90e70e8a-c58d-42a1-a39a-007f2d992628\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 4.971}}, {\"72136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-04 22:16:03.000000+00:00\", \"2023-04-04 15:17:46.000000+00:00\"], \"session_ids\": [\"6c600828-0de6-4bd8-b24f-c276dbbf7bba\", \"e32e1c1c-5a1d-42a9-b61a-f714d504e199\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"52716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-27 21:05:31.000000+00:00\", \"2019-08-22 07:13:46.000000+00:00\", \"2023-03-08 08:24:40.000000+00:00\"], \"session_ids\": [\"debb8917-c053-4fed-9f41-ba9038077366\", \"19812d7c-6fcd-409b-add7-ecb6b189e303\", \"ab07b62a-3722-4b61-baba-a95691a98529\"], \"total_duration\": 334.0, \"total_sessions\": 3, \"mean_week_duration\": 1.805}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about 3 users whose overall total duration exceeds 2370 while staying below 3344, exclusively 3344 as well as perform sorting by sum of duration of sessions 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{\"89675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-04 02:21:29.000000+00:00\", \"2022-09-15 03:22:52.000000+00:00\"], \"session_ids\": [\"0c06dc49-54ef-4edf-ae3a-af956308d3b5\", \"15b36849-516b-47d4-8411-932b28fedae6\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.515}, \"35230\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-01-21 23:50:10.000000+00:00\", \"2022-06-02 17:27:15.000000+00:00\", \"2020-08-09 01:24:17.000000+00:00\", \"2021-11-04 15:57:16.000000+00:00\"], \"session_ids\": [\"8dae0b3c-dece-46b6-acba-e59d01c36469\", \"21020643-25ba-4ce5-973e-0aa8fe74568f\", \"3b6ccc8a-8b25-4a22-b1c2-22c1951df56d\", \"5bd34e81-2c0d-4be3-b560-f4c10e2303ce\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.419}, \"74002\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2021-05-31 21:19:17.000000+00:00\", \"2022-02-18 10:01:32.000000+00:00\", \"2021-12-10 20:19:19.000000+00:00\"], \"session_ids\": [\"c3c77534-b9a4-40e1-9458-795e161d4a4d\", \"021fde53-9e1e-4c9a-9635-5459c7a6eb3b\", \"be062700-3b1a-47c1-a8ab-d55c0aae8f28\"], \"total_duration\": 100.0, \"total_sessions\": 3, \"mean_week_duration\": 2.632}, \"44529\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-06-20 15:05:17.000000+00:00\", \"2020-11-16 07:40:57.000000+00:00\"], \"session_ids\": [\"0378c3ff-210b-4569-9c3d-5217da1205d8\", \"a1bf07c3-a6e1-49ff-994b-1dad73271780\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.235}, \"87186\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-17 11:25:02.000000+00:00\", \"2019-11-05 04:19:07.000000+00:00\", \"2019-03-27 03:29:27.000000+00:00\"], \"session_ids\": [\"1386bdd1-f30e-43c3-bc59-3f4a333640f0\", \"d5576445-b075-45c1-b3fc-a9bd251c042d\", \"7c8a784b-5d46-4e7c-9e47-05a3d5fdb34e\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 0.681}, \"80622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-30 17:26:38.000000+00:00\", \"2020-02-01 17:23:06.000000+00:00\", \"2021-12-19 12:17:51.000000+00:00\", \"2019-02-01 14:54:24.000000+00:00\", \"2019-03-19 21:29:01.000000+00:00\"], \"session_ids\": [\"b5e42165-5071-4c62-84c7-29417ab12700\", \"fb0d1dcf-9f49-402d-a903-21bbd22de592\", \"111c35b8-5a43-48e8-9dd1-39876cd7382a\", \"cf56467c-0e01-4c00-a9e9-bf372489e552\", \"e55d5888-f3a4-432f-9487-ecffbe15b1c9\"], \"total_duration\": 3318.0, \"total_sessions\": 5, \"mean_week_duration\": 21.974}, \"80251\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-08-16 13:42:15.000000+00:00\", \"2023-02-09 19:35:22.000000+00:00\", \"2021-05-17 08:27:24.000000+00:00\"], \"session_ids\": [\"c73da13c-bbfb-47ff-9666-0c483bd01a22\", \"f3921696-90e9-4236-a08c-67194751b1df\", \"8f200561-da43-4b9d-8517-efdfb2d77c9f\"], \"total_duration\": 600.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}, \"71703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-02-07 15:23:04.000000+00:00\", \"2020-12-30 10:09:01.000000+00:00\"], \"session_ids\": [\"bb67e0e9-9323-4612-aa41-7c6a58c89a8c\", \"89390aab-ded2-4f21-b620-a42a7ff24def\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"13940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-05 19:33:29.000000+00:00\", \"2019-02-04 10:19:17.000000+00:00\"], \"session_ids\": [\"6907d845-c12c-41e8-b093-ad1a412e3deb\", \"48c77517-6457-4803-aad6-fddcdc166c58\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"40306\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-08 23:54:35.000000+00:00\", \"2023-03-17 16:20:11.000000+00:00\"], \"session_ids\": [\"a99e48bf-df78-4660-bd87-feb48ca8192e\", \"7bfd6879-cff3-414c-97f7-e5de8a4aa457\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.088}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 2370 and are less than 3344"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[2370, 3344]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-30 17:26:38.000000+00:00\", \"2020-02-01 17:23:06.000000+00:00\", \"2021-12-19 12:17:51.000000+00:00\", \"2019-02-01 14:54:24.000000+00:00\", \"2019-03-19 21:29:01.000000+00:00\"], \"session_ids\": [\"b5e42165-5071-4c62-84c7-29417ab12700\", \"fb0d1dcf-9f49-402d-a903-21bbd22de592\", \"111c35b8-5a43-48e8-9dd1-39876cd7382a\", \"cf56467c-0e01-4c00-a9e9-bf372489e552\", \"e55d5888-f3a4-432f-9487-ecffbe15b1c9\"], \"total_duration\": 3318.0, \"total_sessions\": 5, \"mean_week_duration\": 21.974}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"80622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-30 17:26:38.000000+00:00\", \"2020-02-01 17:23:06.000000+00:00\", \"2021-12-19 12:17:51.000000+00:00\", \"2019-02-01 14:54:24.000000+00:00\", \"2019-03-19 21:29:01.000000+00:00\"], \"session_ids\": [\"b5e42165-5071-4c62-84c7-29417ab12700\", \"fb0d1dcf-9f49-402d-a903-21bbd22de592\", \"111c35b8-5a43-48e8-9dd1-39876cd7382a\", \"cf56467c-0e01-4c00-a9e9-bf372489e552\", \"e55d5888-f3a4-432f-9487-ecffbe15b1c9\"], \"total_duration\": 3318.0, \"total_sessions\": 5, \"mean_week_duration\": 21.974}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"80622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-30 17:26:38.000000+00:00\", \"2020-02-01 17:23:06.000000+00:00\", \"2021-12-19 12:17:51.000000+00:00\", \"2019-02-01 14:54:24.000000+00:00\", \"2019-03-19 21:29:01.000000+00:00\"], \"session_ids\": [\"b5e42165-5071-4c62-84c7-29417ab12700\", \"fb0d1dcf-9f49-402d-a903-21bbd22de592\", \"111c35b8-5a43-48e8-9dd1-39876cd7382a\", \"cf56467c-0e01-4c00-a9e9-bf372489e552\", \"e55d5888-f3a4-432f-9487-ecffbe15b1c9\"], \"total_duration\": 3318.0, \"total_sessions\": 5, \"mean_week_duration\": 21.974}}]\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[{\"80622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-30 17:26:38.000000+00:00\", \"2020-02-01 17:23:06.000000+00:00\", \"2021-12-19 12:17:51.000000+00:00\", \"2019-02-01 14:54:24.000000+00:00\", \"2019-03-19 21:29:01.000000+00:00\"], \"session_ids\": [\"b5e42165-5071-4c62-84c7-29417ab12700\", \"fb0d1dcf-9f49-402d-a903-21bbd22de592\", \"111c35b8-5a43-48e8-9dd1-39876cd7382a\", \"cf56467c-0e01-4c00-a9e9-bf372489e552\", \"e55d5888-f3a4-432f-9487-ecffbe15b1c9\"], \"total_duration\": 3318.0, \"total_sessions\": 5, \"mean_week_duration\": 21.974}}]\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 6 users who are inhabitants of city Amsterdam and implement sorting by total sessoins count from the smallest value to the largest 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{\"87525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-31 01:44:49.000000+00:00\", \"2020-01-24 23:47:58.000000+00:00\"], \"session_ids\": [\"e6298a96-08d5-4328-984a-df2929896f24\", \"13b75405-4ed0-4ed0-aa10-ba0e7d935971\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 5.532}, \"4200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-23 21:29:45.000000+00:00\", \"2022-08-09 16:09:25.000000+00:00\"], \"session_ids\": [\"25f02929-e079-4eb1-a301-c371c43a4e29\", \"06e6bdda-6c69-4bcd-8083-9b5eb3b3b1f1\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.235}, \"2064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-11 00:38:07.000000+00:00\", \"2021-11-29 00:22:35.000000+00:00\"], \"session_ids\": [\"4b9a4155-6f77-42a2-9789-489ca8735189\", \"ae3090ce-82e4-4510-8461-b19566d1961b\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 161.0}, \"62699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-10 21:13:48.000000+00:00\", \"2022-04-08 06:38:14.000000+00:00\"], \"session_ids\": [\"6394c612-d5be-4a7b-a806-fb0ac52a8201\", \"521ec222-f650-442d-9c49-3d12e32542db\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 6.861}, \"86697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-13 21:26:12.000000+00:00\", \"2021-08-30 08:09:42.000000+00:00\", \"2021-11-09 04:33:58.000000+00:00\", \"2023-02-08 12:32:38.000000+00:00\", \"2020-07-13 12:50:38.000000+00:00\", \"2021-03-11 14:05:10.000000+00:00\", \"2019-03-20 03:01:22.000000+00:00\", \"2021-12-13 18:28:16.000000+00:00\", \"2022-12-02 22:15:41.000000+00:00\", \"2020-06-06 13:18:02.000000+00:00\", \"2022-11-07 22:05:47.000000+00:00\"], \"session_ids\": [\"ac940c88-47f8-46aa-baf9-2ce0cf57a558\", \"c9ed45f8-14b1-4575-ac14-9d49a2101e1d\", \"11633677-e878-46f8-ba78-d29c988633c7\", \"43c381ef-d294-41da-bbbf-05b124565e99\", \"542c305a-1b26-4d84-a048-1cf299eb0c53\", \"a01c27fd-07bc-477d-b503-a912c6896518\", \"859a0e64-e634-4703-8fd1-05a6db66495b\", \"932c63b0-695b-451c-8524-991fa206375d\", \"8c08f626-c9b9-4165-a7bf-634f9b1a9928\", \"ab52ba66-25f5-4cf3-9464-85f1e44fcc09\", \"319617e5-36aa-4851-933e-dddb60517c8d\"], \"total_duration\": 1293.0, \"total_sessions\": 11, \"mean_week_duration\": 6.369}, \"77946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-14 06:25:49.000000+00:00\", \"2021-01-18 09:32:29.000000+00:00\", \"2021-11-19 18:15:52.000000+00:00\"], \"session_ids\": [\"f0eeed2b-4d90-4131-9e4f-643e2f65e7d8\", \"804c3e59-6c24-4c39-a246-19797fffe4d6\", \"143d1925-3293-4a72-8ca3-a2c968b3438e\"], \"total_duration\": 351.0, \"total_sessions\": 3, \"mean_week_duration\": 4.68}, \"38503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-02 15:27:42.000000+00:00\", \"2020-04-15 22:38:08.000000+00:00\", \"2020-11-05 16:05:03.000000+00:00\", \"2020-01-27 11:57:55.000000+00:00\", \"2021-06-26 22:11:41.000000+00:00\"], \"session_ids\": [\"f4e59eb8-5b80-4977-9ce0-1fcd83faf3bd\", \"eb699b3f-49e9-4990-a34e-65eec191a923\", \"62a596c2-d2b9-425b-a0e2-f88f0d9ee4d1\", \"9737fcd6-0f99-4f11-89ba-c34ad02824b5\", \"3bacf036-d799-4b59-8b90-4b3a46938d17\"], \"total_duration\": 218.0, \"total_sessions\": 5, \"mean_week_duration\": 2.659}, \"22262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-08-09 00:14:32.000000+00:00\", \"2023-01-08 13:29:33.000000+00:00\", \"2019-02-18 02:04:45.000000+00:00\"], \"session_ids\": [\"3e839c3c-5c16-4be4-a5b1-c9c8fe01c1cd\", \"91f08878-467e-4a12-b2fb-e0adf99376ce\", \"ab5ca216-be00-45b0-9db8-13e4f438279b\"], \"total_duration\": 912.0, \"total_sessions\": 3, \"mean_week_duration\": 4.493}, \"61821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-06 02:46:06.000000+00:00\", \"2020-05-10 03:19:42.000000+00:00\", \"2022-03-08 09:07:57.000000+00:00\"], \"session_ids\": [\"945ab43e-1f8d-43b9-b622-9e6794d18d8b\", \"725706ca-a1f5-4a19-9b67-373e91234c61\", \"e5cbf305-f037-469c-9fe0-858a0863d6da\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.218}, \"87090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-03-16 02:55:07.000000+00:00\", \"2022-08-26 00:53:19.000000+00:00\"], \"session_ids\": [\"5667e890-7d16-4864-b66d-960849b472a2\", \"db89c74a-8a85-438c-857d-9320cfdc5642\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Amsterdam"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Amsterdam\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 6 users who are top-tier based on value of overall quantity of sessions + carry out sorting by total_duration in descending order."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"40476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-23 21:51:12.000000+00:00\", \"2022-04-13 17:16:33.000000+00:00\"], \"session_ids\": [\"b2d3e7b9-350d-420c-88f7-443c9065cb64\", \"0c7ee0f1-45f1-4147-91c4-c09f1bf703c4\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 6.898}, \"1776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-05-31 10:29:42.000000+00:00\", \"2021-02-12 00:38:36.000000+00:00\"], \"session_ids\": [\"a38aef8e-e848-4ab7-af5b-7b228c6e1f1b\", \"5b72318f-c1f9-403d-9b12-88a8b4f48121\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.045}, \"44243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 05:34:51.000000+00:00\", \"2019-10-04 21:39:46.000000+00:00\", \"2023-01-20 00:51:21.000000+00:00\", \"2023-06-20 03:36:36.000000+00:00\", \"2020-05-01 12:12:32.000000+00:00\", \"2020-09-14 19:31:40.000000+00:00\", \"2021-08-22 04:33:52.000000+00:00\", \"2020-07-16 15:59:51.000000+00:00\"], \"session_ids\": [\"42cd2fa2-96cf-4dd7-a79d-2835d0d3b76d\", \"5dd25a1f-d346-4e76-8cb2-d824b59b96f2\", \"068c8d7e-d057-48c8-862b-ed5e20653751\", \"cc14510f-80b5-40dd-bfca-090e042550ee\", \"2174ca18-23ff-4133-a0dc-7ab240932e57\", \"1be9ceae-57dc-4e02-96b5-0f41d2198c1e\", \"7fe73ac1-2bba-4293-8669-29d92ff11791\", \"92facf4c-ebc8-449a-99c1-514987666c04\"], \"total_duration\": 12493.0, \"total_sessions\": 8, \"mean_week_duration\": 64.397}, \"98822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-06-05 21:46:41.000000+00:00\", \"2019-09-26 08:59:32.000000+00:00\"], \"session_ids\": [\"f720f132-4216-4098-964d-a31e60645854\", \"a88d6dc8-599d-4e43-a2c4-40ac39791c3f\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}, \"92154\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-06 01:35:18.000000+00:00\", \"2020-05-25 05:30:47.000000+00:00\", \"2023-01-17 12:20:50.000000+00:00\", \"2022-03-14 13:07:58.000000+00:00\", \"2023-01-05 17:43:16.000000+00:00\", \"2021-07-11 18:44:11.000000+00:00\"], \"session_ids\": [\"5f4e64d5-3fa2-4741-930d-d68bac2e7299\", \"ae37ef5a-1ea4-4d83-80e3-147722b6f926\", \"b09a86f1-55ea-46cb-bc46-2becb804065d\", \"f05db9e4-4cdc-4666-8606-e1432b381e47\", \"bb20300c-5735-43ce-b2bd-6d245b9667dc\", \"b482766c-95c5-4692-916f-6a9b57b6b93b\"], \"total_duration\": 367.0, \"total_sessions\": 6, \"mean_week_duration\": 2.64}, \"52153\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-19 13:51:57.000000+00:00\", \"2021-11-15 15:40:12.000000+00:00\"], \"session_ids\": [\"f644fbc1-d6a2-4d82-815d-3219e52cdd5d\", \"6388033d-2c75-4ae3-b23d-704faf645091\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 2.698}, \"80584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 12:41:25.000000+00:00\", \"2021-03-06 12:35:41.000000+00:00\", \"2020-11-13 13:32:54.000000+00:00\", \"2019-04-21 19:39:35.000000+00:00\", \"2022-03-14 01:55:01.000000+00:00\", \"2021-04-01 14:40:17.000000+00:00\"], \"session_ids\": [\"4ac392ce-07a0-4c91-8915-b181f7b4749a\", \"b345f1f8-f472-4ce6-a912-2c12ccdb56a0\", \"e123d432-b8ad-4961-a84c-c9d9f312d564\", \"ff4660f1-e603-4ceb-bb42-17204845acaa\", \"fdb1e0b4-3bc2-4374-8cf4-4eb4e8c5e34a\", \"56c1dad4-e31e-4c81-8a90-9e74706d3321\"], \"total_duration\": 757.0, \"total_sessions\": 6, \"mean_week_duration\": 5.013}, \"62340\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-12 19:31:19.000000+00:00\", \"2019-01-26 23:46:28.000000+00:00\", \"2021-04-13 13:14:18.000000+00:00\"], \"session_ids\": [\"04e888ac-9f96-4544-b69c-4f1cf4f502df\", \"2c2b7456-b5d0-481c-863d-263808f8d352\", \"b95e6b94-8715-43dc-b238-ed57368be71a\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.925}, \"77925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-14 07:54:49.000000+00:00\", \"2020-05-07 15:38:34.000000+00:00\", \"2019-10-10 22:40:55.000000+00:00\"], \"session_ids\": [\"a1b3cd0e-5ef6-42b4-b6ea-e7a44c80b798\", \"b32d1c40-ff37-44c5-99fd-de17985eb044\", \"09d89ec5-f55d-41d7-8621-22150f7a6d7d\"], \"total_duration\": 527.0, \"total_sessions\": 3, \"mean_week_duration\": 5.019}, \"2971\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-20 10:25:17.000000+00:00\", \"2022-12-12 22:23:06.000000+00:00\"], \"session_ids\": [\"dd1953dc-c1db-4b23-acd4-d9c8768ca682\", \"43c2b24f-6782-4ec9-8a39-b82f3949515b\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to get entries with the highest 6 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 6}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"44243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 05:34:51.000000+00:00\", \"2019-10-04 21:39:46.000000+00:00\", \"2023-01-20 00:51:21.000000+00:00\", \"2023-06-20 03:36:36.000000+00:00\", \"2020-05-01 12:12:32.000000+00:00\", \"2020-09-14 19:31:40.000000+00:00\", \"2021-08-22 04:33:52.000000+00:00\", \"2020-07-16 15:59:51.000000+00:00\"], \"session_ids\": [\"42cd2fa2-96cf-4dd7-a79d-2835d0d3b76d\", \"5dd25a1f-d346-4e76-8cb2-d824b59b96f2\", \"068c8d7e-d057-48c8-862b-ed5e20653751\", \"cc14510f-80b5-40dd-bfca-090e042550ee\", \"2174ca18-23ff-4133-a0dc-7ab240932e57\", \"1be9ceae-57dc-4e02-96b5-0f41d2198c1e\", \"7fe73ac1-2bba-4293-8669-29d92ff11791\", \"92facf4c-ebc8-449a-99c1-514987666c04\"], \"total_duration\": 12493.0, \"total_sessions\": 8, \"mean_week_duration\": 64.397}}, {\"92154\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-06 01:35:18.000000+00:00\", \"2020-05-25 05:30:47.000000+00:00\", \"2023-01-17 12:20:50.000000+00:00\", \"2022-03-14 13:07:58.000000+00:00\", \"2023-01-05 17:43:16.000000+00:00\", \"2021-07-11 18:44:11.000000+00:00\"], \"session_ids\": [\"5f4e64d5-3fa2-4741-930d-d68bac2e7299\", \"ae37ef5a-1ea4-4d83-80e3-147722b6f926\", \"b09a86f1-55ea-46cb-bc46-2becb804065d\", \"f05db9e4-4cdc-4666-8606-e1432b381e47\", \"bb20300c-5735-43ce-b2bd-6d245b9667dc\", \"b482766c-95c5-4692-916f-6a9b57b6b93b\"], \"total_duration\": 367.0, \"total_sessions\": 6, \"mean_week_duration\": 2.64}}, {\"80584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 12:41:25.000000+00:00\", \"2021-03-06 12:35:41.000000+00:00\", \"2020-11-13 13:32:54.000000+00:00\", \"2019-04-21 19:39:35.000000+00:00\", \"2022-03-14 01:55:01.000000+00:00\", \"2021-04-01 14:40:17.000000+00:00\"], \"session_ids\": [\"4ac392ce-07a0-4c91-8915-b181f7b4749a\", \"b345f1f8-f472-4ce6-a912-2c12ccdb56a0\", \"e123d432-b8ad-4961-a84c-c9d9f312d564\", \"ff4660f1-e603-4ceb-bb42-17204845acaa\", \"fdb1e0b4-3bc2-4374-8cf4-4eb4e8c5e34a\", \"56c1dad4-e31e-4c81-8a90-9e74706d3321\"], \"total_duration\": 757.0, \"total_sessions\": 6, \"mean_week_duration\": 5.013}}, {\"62340\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-12 19:31:19.000000+00:00\", \"2019-01-26 23:46:28.000000+00:00\", \"2021-04-13 13:14:18.000000+00:00\"], \"session_ids\": [\"04e888ac-9f96-4544-b69c-4f1cf4f502df\", \"2c2b7456-b5d0-481c-863d-263808f8d352\", \"b95e6b94-8715-43dc-b238-ed57368be71a\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.925}}, {\"77925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-14 07:54:49.000000+00:00\", \"2020-05-07 15:38:34.000000+00:00\", \"2019-10-10 22:40:55.000000+00:00\"], \"session_ids\": [\"a1b3cd0e-5ef6-42b4-b6ea-e7a44c80b798\", \"b32d1c40-ff37-44c5-99fd-de17985eb044\", \"09d89ec5-f55d-41d7-8621-22150f7a6d7d\"], \"total_duration\": 527.0, \"total_sessions\": 3, \"mean_week_duration\": 5.019}}, {\"40476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-23 21:51:12.000000+00:00\", \"2022-04-13 17:16:33.000000+00:00\"], \"session_ids\": [\"b2d3e7b9-350d-420c-88f7-443c9065cb64\", \"0c7ee0f1-45f1-4147-91c4-c09f1bf703c4\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 6.898}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"44243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 05:34:51.000000+00:00\", \"2019-10-04 21:39:46.000000+00:00\", \"2023-01-20 00:51:21.000000+00:00\", \"2023-06-20 03:36:36.000000+00:00\", \"2020-05-01 12:12:32.000000+00:00\", \"2020-09-14 19:31:40.000000+00:00\", \"2021-08-22 04:33:52.000000+00:00\", \"2020-07-16 15:59:51.000000+00:00\"], \"session_ids\": [\"42cd2fa2-96cf-4dd7-a79d-2835d0d3b76d\", \"5dd25a1f-d346-4e76-8cb2-d824b59b96f2\", \"068c8d7e-d057-48c8-862b-ed5e20653751\", \"cc14510f-80b5-40dd-bfca-090e042550ee\", \"2174ca18-23ff-4133-a0dc-7ab240932e57\", \"1be9ceae-57dc-4e02-96b5-0f41d2198c1e\", \"7fe73ac1-2bba-4293-8669-29d92ff11791\", \"92facf4c-ebc8-449a-99c1-514987666c04\"], \"total_duration\": 12493.0, \"total_sessions\": 8, \"mean_week_duration\": 64.397}}, {\"80584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 12:41:25.000000+00:00\", \"2021-03-06 12:35:41.000000+00:00\", \"2020-11-13 13:32:54.000000+00:00\", \"2019-04-21 19:39:35.000000+00:00\", \"2022-03-14 01:55:01.000000+00:00\", \"2021-04-01 14:40:17.000000+00:00\"], \"session_ids\": [\"4ac392ce-07a0-4c91-8915-b181f7b4749a\", \"b345f1f8-f472-4ce6-a912-2c12ccdb56a0\", \"e123d432-b8ad-4961-a84c-c9d9f312d564\", \"ff4660f1-e603-4ceb-bb42-17204845acaa\", \"fdb1e0b4-3bc2-4374-8cf4-4eb4e8c5e34a\", \"56c1dad4-e31e-4c81-8a90-9e74706d3321\"], \"total_duration\": 757.0, \"total_sessions\": 6, \"mean_week_duration\": 5.013}}, {\"77925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-14 07:54:49.000000+00:00\", \"2020-05-07 15:38:34.000000+00:00\", \"2019-10-10 22:40:55.000000+00:00\"], \"session_ids\": [\"a1b3cd0e-5ef6-42b4-b6ea-e7a44c80b798\", \"b32d1c40-ff37-44c5-99fd-de17985eb044\", \"09d89ec5-f55d-41d7-8621-22150f7a6d7d\"], \"total_duration\": 527.0, \"total_sessions\": 3, \"mean_week_duration\": 5.019}}, {\"40476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-23 21:51:12.000000+00:00\", \"2022-04-13 17:16:33.000000+00:00\"], \"session_ids\": [\"b2d3e7b9-350d-420c-88f7-443c9065cb64\", \"0c7ee0f1-45f1-4147-91c4-c09f1bf703c4\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 6.898}}, {\"92154\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-06 01:35:18.000000+00:00\", \"2020-05-25 05:30:47.000000+00:00\", \"2023-01-17 12:20:50.000000+00:00\", \"2022-03-14 13:07:58.000000+00:00\", \"2023-01-05 17:43:16.000000+00:00\", \"2021-07-11 18:44:11.000000+00:00\"], \"session_ids\": [\"5f4e64d5-3fa2-4741-930d-d68bac2e7299\", \"ae37ef5a-1ea4-4d83-80e3-147722b6f926\", \"b09a86f1-55ea-46cb-bc46-2becb804065d\", \"f05db9e4-4cdc-4666-8606-e1432b381e47\", \"bb20300c-5735-43ce-b2bd-6d245b9667dc\", \"b482766c-95c5-4692-916f-6a9b57b6b93b\"], \"total_duration\": 367.0, \"total_sessions\": 6, \"mean_week_duration\": 2.64}}, {\"62340\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-12 19:31:19.000000+00:00\", \"2019-01-26 23:46:28.000000+00:00\", \"2021-04-13 13:14:18.000000+00:00\"], \"session_ids\": [\"04e888ac-9f96-4544-b69c-4f1cf4f502df\", \"2c2b7456-b5d0-481c-863d-263808f8d352\", \"b95e6b94-8715-43dc-b238-ed57368be71a\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.925}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"44243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 05:34:51.000000+00:00\", \"2019-10-04 21:39:46.000000+00:00\", \"2023-01-20 00:51:21.000000+00:00\", \"2023-06-20 03:36:36.000000+00:00\", \"2020-05-01 12:12:32.000000+00:00\", \"2020-09-14 19:31:40.000000+00:00\", \"2021-08-22 04:33:52.000000+00:00\", \"2020-07-16 15:59:51.000000+00:00\"], \"session_ids\": [\"42cd2fa2-96cf-4dd7-a79d-2835d0d3b76d\", \"5dd25a1f-d346-4e76-8cb2-d824b59b96f2\", \"068c8d7e-d057-48c8-862b-ed5e20653751\", \"cc14510f-80b5-40dd-bfca-090e042550ee\", \"2174ca18-23ff-4133-a0dc-7ab240932e57\", \"1be9ceae-57dc-4e02-96b5-0f41d2198c1e\", \"7fe73ac1-2bba-4293-8669-29d92ff11791\", \"92facf4c-ebc8-449a-99c1-514987666c04\"], \"total_duration\": 12493.0, \"total_sessions\": 8, \"mean_week_duration\": 64.397}}, {\"80584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 12:41:25.000000+00:00\", \"2021-03-06 12:35:41.000000+00:00\", \"2020-11-13 13:32:54.000000+00:00\", \"2019-04-21 19:39:35.000000+00:00\", \"2022-03-14 01:55:01.000000+00:00\", \"2021-04-01 14:40:17.000000+00:00\"], \"session_ids\": [\"4ac392ce-07a0-4c91-8915-b181f7b4749a\", \"b345f1f8-f472-4ce6-a912-2c12ccdb56a0\", \"e123d432-b8ad-4961-a84c-c9d9f312d564\", \"ff4660f1-e603-4ceb-bb42-17204845acaa\", \"fdb1e0b4-3bc2-4374-8cf4-4eb4e8c5e34a\", \"56c1dad4-e31e-4c81-8a90-9e74706d3321\"], \"total_duration\": 757.0, \"total_sessions\": 6, \"mean_week_duration\": 5.013}}, {\"77925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-14 07:54:49.000000+00:00\", \"2020-05-07 15:38:34.000000+00:00\", \"2019-10-10 22:40:55.000000+00:00\"], \"session_ids\": [\"a1b3cd0e-5ef6-42b4-b6ea-e7a44c80b798\", \"b32d1c40-ff37-44c5-99fd-de17985eb044\", \"09d89ec5-f55d-41d7-8621-22150f7a6d7d\"], \"total_duration\": 527.0, \"total_sessions\": 3, \"mean_week_duration\": 5.019}}, {\"40476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-23 21:51:12.000000+00:00\", \"2022-04-13 17:16:33.000000+00:00\"], \"session_ids\": [\"b2d3e7b9-350d-420c-88f7-443c9065cb64\", \"0c7ee0f1-45f1-4147-91c4-c09f1bf703c4\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 6.898}}, {\"92154\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-06 01:35:18.000000+00:00\", \"2020-05-25 05:30:47.000000+00:00\", \"2023-01-17 12:20:50.000000+00:00\", \"2022-03-14 13:07:58.000000+00:00\", \"2023-01-05 17:43:16.000000+00:00\", \"2021-07-11 18:44:11.000000+00:00\"], \"session_ids\": [\"5f4e64d5-3fa2-4741-930d-d68bac2e7299\", \"ae37ef5a-1ea4-4d83-80e3-147722b6f926\", \"b09a86f1-55ea-46cb-bc46-2becb804065d\", \"f05db9e4-4cdc-4666-8606-e1432b381e47\", \"bb20300c-5735-43ce-b2bd-6d245b9667dc\", \"b482766c-95c5-4692-916f-6a9b57b6b93b\"], \"total_duration\": 367.0, \"total_sessions\": 6, \"mean_week_duration\": 2.64}}, {\"62340\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-12 19:31:19.000000+00:00\", \"2019-01-26 23:46:28.000000+00:00\", \"2021-04-13 13:14:18.000000+00:00\"], \"session_ids\": [\"04e888ac-9f96-4544-b69c-4f1cf4f502df\", \"2c2b7456-b5d0-481c-863d-263808f8d352\", \"b95e6b94-8715-43dc-b238-ed57368be71a\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.925}}]\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[{\"44243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 05:34:51.000000+00:00\", \"2019-10-04 21:39:46.000000+00:00\", \"2023-01-20 00:51:21.000000+00:00\", \"2023-06-20 03:36:36.000000+00:00\", \"2020-05-01 12:12:32.000000+00:00\", \"2020-09-14 19:31:40.000000+00:00\", \"2021-08-22 04:33:52.000000+00:00\", \"2020-07-16 15:59:51.000000+00:00\"], \"session_ids\": [\"42cd2fa2-96cf-4dd7-a79d-2835d0d3b76d\", \"5dd25a1f-d346-4e76-8cb2-d824b59b96f2\", \"068c8d7e-d057-48c8-862b-ed5e20653751\", \"cc14510f-80b5-40dd-bfca-090e042550ee\", \"2174ca18-23ff-4133-a0dc-7ab240932e57\", \"1be9ceae-57dc-4e02-96b5-0f41d2198c1e\", \"7fe73ac1-2bba-4293-8669-29d92ff11791\", \"92facf4c-ebc8-449a-99c1-514987666c04\"], \"total_duration\": 12493.0, \"total_sessions\": 8, \"mean_week_duration\": 64.397}}, {\"80584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 12:41:25.000000+00:00\", \"2021-03-06 12:35:41.000000+00:00\", \"2020-11-13 13:32:54.000000+00:00\", \"2019-04-21 19:39:35.000000+00:00\", \"2022-03-14 01:55:01.000000+00:00\", \"2021-04-01 14:40:17.000000+00:00\"], \"session_ids\": [\"4ac392ce-07a0-4c91-8915-b181f7b4749a\", \"b345f1f8-f472-4ce6-a912-2c12ccdb56a0\", \"e123d432-b8ad-4961-a84c-c9d9f312d564\", \"ff4660f1-e603-4ceb-bb42-17204845acaa\", \"fdb1e0b4-3bc2-4374-8cf4-4eb4e8c5e34a\", \"56c1dad4-e31e-4c81-8a90-9e74706d3321\"], \"total_duration\": 757.0, \"total_sessions\": 6, \"mean_week_duration\": 5.013}}, {\"77925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-14 07:54:49.000000+00:00\", \"2020-05-07 15:38:34.000000+00:00\", \"2019-10-10 22:40:55.000000+00:00\"], \"session_ids\": [\"a1b3cd0e-5ef6-42b4-b6ea-e7a44c80b798\", \"b32d1c40-ff37-44c5-99fd-de17985eb044\", \"09d89ec5-f55d-41d7-8621-22150f7a6d7d\"], \"total_duration\": 527.0, \"total_sessions\": 3, \"mean_week_duration\": 5.019}}, {\"40476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-23 21:51:12.000000+00:00\", \"2022-04-13 17:16:33.000000+00:00\"], \"session_ids\": [\"b2d3e7b9-350d-420c-88f7-443c9065cb64\", \"0c7ee0f1-45f1-4147-91c4-c09f1bf703c4\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 6.898}}, {\"92154\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-06 01:35:18.000000+00:00\", \"2020-05-25 05:30:47.000000+00:00\", \"2023-01-17 12:20:50.000000+00:00\", \"2022-03-14 13:07:58.000000+00:00\", \"2023-01-05 17:43:16.000000+00:00\", \"2021-07-11 18:44:11.000000+00:00\"], \"session_ids\": [\"5f4e64d5-3fa2-4741-930d-d68bac2e7299\", \"ae37ef5a-1ea4-4d83-80e3-147722b6f926\", \"b09a86f1-55ea-46cb-bc46-2becb804065d\", \"f05db9e4-4cdc-4666-8606-e1432b381e47\", \"bb20300c-5735-43ce-b2bd-6d245b9667dc\", \"b482766c-95c5-4692-916f-6a9b57b6b93b\"], \"total_duration\": 367.0, \"total_sessions\": 6, \"mean_week_duration\": 2.64}}, {\"62340\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-12 19:31:19.000000+00:00\", \"2019-01-26 23:46:28.000000+00:00\", \"2021-04-13 13:14:18.000000+00:00\"], \"session_ids\": [\"04e888ac-9f96-4544-b69c-4f1cf4f502df\", \"2c2b7456-b5d0-481c-863d-263808f8d352\", \"b95e6b94-8715-43dc-b238-ed57368be71a\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.925}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about 2 users with a overall total duration that is higher than 1690 and lower than 3483, exclusive 1690 and 3483 , moreover perform sorting by duration of sessions per week form the highest to the lowest in addition remain only 2 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{\"18663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-05-02 19:10:23.000000+00:00\", \"2019-01-13 08:08:16.000000+00:00\", \"2019-06-10 05:22:42.000000+00:00\"], \"session_ids\": [\"593f69f5-0e24-4d33-ad27-66a015b1cca5\", \"48f39af5-9736-4815-a657-a66b9ba99740\", \"57075044-2978-4e5d-b8c1-4ae005aea938\"], \"total_duration\": 248.0, \"total_sessions\": 3, \"mean_week_duration\": 11.81}, \"38592\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-29 05:30:01.000000+00:00\", \"2023-05-29 15:51:57.000000+00:00\", \"2022-09-28 23:52:15.000000+00:00\"], \"session_ids\": [\"c6e6556a-66df-490d-9de8-441abed70063\", \"c29fd7b3-1935-4b82-b93c-d12f9ef7ce00\", \"b6fa781a-a6cd-4716-9fa7-d1956a0fe57c\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.302}, \"32795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-05 15:18:03.000000+00:00\", \"2023-06-23 23:39:31.000000+00:00\"], \"session_ids\": [\"25291961-86b1-460a-af46-8322cf9933d0\", \"26576c08-3f71-4b70-b110-743d22b03e28\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.281}, \"96469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-27 17:24:04.000000+00:00\", \"2020-11-06 07:00:33.000000+00:00\", \"2021-07-23 16:53:35.000000+00:00\"], \"session_ids\": [\"68ffdcd1-9cac-4dab-a1f5-5ef6f3bc5dad\", \"d5a13710-c032-4f99-9e03-b7ad5d147556\", \"1cb0548e-935f-4044-9765-2ecfaf892c56\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 5.951}, \"7678\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-01-02 18:58:38.000000+00:00\", \"2019-05-17 21:51:16.000000+00:00\", \"2022-12-14 11:49:10.000000+00:00\"], \"session_ids\": [\"3c0deadb-e652-4a6b-ac5a-311f34136a16\", \"b85ec055-bd91-41b0-a841-d689200afff2\", \"4e1861a4-64f0-409c-94c0-211803550d7c\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.471}, \"67067\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-20 11:42:26.000000+00:00\", \"2020-01-29 14:14:18.000000+00:00\", \"2020-04-12 01:33:06.000000+00:00\", \"2023-04-29 21:26:05.000000+00:00\", \"2019-03-04 11:51:39.000000+00:00\", \"2020-09-27 05:46:01.000000+00:00\", \"2019-01-25 05:58:07.000000+00:00\", \"2022-12-07 01:22:55.000000+00:00\", \"2019-01-25 07:12:52.000000+00:00\"], \"session_ids\": [\"70faed75-51dc-4b7c-b477-4fc81ba86ae1\", \"0d99f5b3-ab1c-45ac-94fa-dbed2816d66b\", \"0d28a614-b81d-40a4-bd0a-911584736170\", \"0f7262ef-57cb-471c-a0ca-818d042f8dfe\", \"2a913d67-7d20-4f90-92c2-9b9390853a8a\", \"83d357bd-34d1-4043-ac66-085dc6acfec8\", \"105ea18d-d8bb-4485-bd51-7d27f4dd9b67\", \"76dd52e8-92b5-40e3-b47e-feef682d2f3a\", \"f8ae3492-4f07-4542-b53c-7587510f7d95\"], \"total_duration\": 845.0, \"total_sessions\": 9, \"mean_week_duration\": 3.789}, \"94577\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-10 21:45:27.000000+00:00\", \"2019-07-25 01:25:24.000000+00:00\"], \"session_ids\": [\"46c7d77e-d165-4025-89db-62fb545c65da\", \"2eee6bd6-6ccb-48d7-8991-cf6e4e5bb3f5\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 1.232}, \"17744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-26 07:28:30.000000+00:00\", \"2020-03-27 01:19:46.000000+00:00\", \"2021-02-15 18:11:28.000000+00:00\", \"2019-05-09 22:18:11.000000+00:00\", \"2023-06-22 09:05:24.000000+00:00\"], \"session_ids\": [\"fd305b5a-6962-4e03-a648-ca4d0feadea9\", \"961734f2-e8e2-411e-a581-44ae301c4810\", \"d792850a-63cf-4ded-8a36-4b1ed2efb1a5\", \"96b53628-7fd0-4822-bad9-118c3d063e72\", \"41950417-a6c2-4bc6-af8f-87fb791edf12\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 0.944}, \"9956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-10-17 16:29:32.000000+00:00\", \"2019-03-20 19:14:41.000000+00:00\", \"2022-01-27 09:39:49.000000+00:00\", \"2019-09-10 08:18:14.000000+00:00\", \"2023-03-30 15:03:25.000000+00:00\", \"2022-05-02 00:11:53.000000+00:00\", \"2020-11-28 15:33:17.000000+00:00\", \"2022-10-15 09:58:20.000000+00:00\"], \"session_ids\": [\"7da2aefa-6c79-4048-9fca-2288965969ed\", \"aa25c4c4-242d-4432-a876-7e17aab704af\", \"15fea25b-2212-4ba7-80fe-46749f8f9b4f\", \"8e201fb8-2311-49a2-8bfa-103ed2c63044\", \"98198a92-f328-493f-8536-7cd30a70ffc3\", \"45250468-3f47-47a4-b845-9c34a60f8af9\", \"24c8b832-cba1-4488-836d-80f29e2a9027\", \"8f58369b-a1c3-4014-b975-cf2560c0daa6\"], \"total_duration\": 3183.0, \"total_sessions\": 8, \"mean_week_duration\": 15.157}, \"79027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-25 18:02:58.000000+00:00\", \"2021-03-02 10:44:30.000000+00:00\", \"2021-12-04 00:32:32.000000+00:00\"], \"session_ids\": [\"cfdcef23-3192-4619-95e6-ec731739eddc\", \"038ad2cd-7473-410c-bf19-883e8103f49f\", \"bba1c09e-347b-40a1-87de-a96475ec6217\"], \"total_duration\": 686.0, \"total_sessions\": 3, \"mean_week_duration\": 6.596}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1690 and are less than 3483"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1690, 3483]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"9956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-10-17 16:29:32.000000+00:00\", \"2019-03-20 19:14:41.000000+00:00\", \"2022-01-27 09:39:49.000000+00:00\", \"2019-09-10 08:18:14.000000+00:00\", \"2023-03-30 15:03:25.000000+00:00\", \"2022-05-02 00:11:53.000000+00:00\", \"2020-11-28 15:33:17.000000+00:00\", \"2022-10-15 09:58:20.000000+00:00\"], \"session_ids\": [\"7da2aefa-6c79-4048-9fca-2288965969ed\", \"aa25c4c4-242d-4432-a876-7e17aab704af\", \"15fea25b-2212-4ba7-80fe-46749f8f9b4f\", \"8e201fb8-2311-49a2-8bfa-103ed2c63044\", \"98198a92-f328-493f-8536-7cd30a70ffc3\", \"45250468-3f47-47a4-b845-9c34a60f8af9\", \"24c8b832-cba1-4488-836d-80f29e2a9027\", \"8f58369b-a1c3-4014-b975-cf2560c0daa6\"], \"total_duration\": 3183.0, \"total_sessions\": 8, \"mean_week_duration\": 15.157}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"9956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-10-17 16:29:32.000000+00:00\", \"2019-03-20 19:14:41.000000+00:00\", \"2022-01-27 09:39:49.000000+00:00\", \"2019-09-10 08:18:14.000000+00:00\", \"2023-03-30 15:03:25.000000+00:00\", \"2022-05-02 00:11:53.000000+00:00\", \"2020-11-28 15:33:17.000000+00:00\", \"2022-10-15 09:58:20.000000+00:00\"], \"session_ids\": [\"7da2aefa-6c79-4048-9fca-2288965969ed\", \"aa25c4c4-242d-4432-a876-7e17aab704af\", \"15fea25b-2212-4ba7-80fe-46749f8f9b4f\", \"8e201fb8-2311-49a2-8bfa-103ed2c63044\", \"98198a92-f328-493f-8536-7cd30a70ffc3\", \"45250468-3f47-47a4-b845-9c34a60f8af9\", \"24c8b832-cba1-4488-836d-80f29e2a9027\", \"8f58369b-a1c3-4014-b975-cf2560c0daa6\"], \"total_duration\": 3183.0, \"total_sessions\": 8, \"mean_week_duration\": 15.157}}]\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[{\"9956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-10-17 16:29:32.000000+00:00\", \"2019-03-20 19:14:41.000000+00:00\", \"2022-01-27 09:39:49.000000+00:00\", \"2019-09-10 08:18:14.000000+00:00\", \"2023-03-30 15:03:25.000000+00:00\", \"2022-05-02 00:11:53.000000+00:00\", \"2020-11-28 15:33:17.000000+00:00\", \"2022-10-15 09:58:20.000000+00:00\"], \"session_ids\": [\"7da2aefa-6c79-4048-9fca-2288965969ed\", \"aa25c4c4-242d-4432-a876-7e17aab704af\", \"15fea25b-2212-4ba7-80fe-46749f8f9b4f\", \"8e201fb8-2311-49a2-8bfa-103ed2c63044\", \"98198a92-f328-493f-8536-7cd30a70ffc3\", \"45250468-3f47-47a4-b845-9c34a60f8af9\", \"24c8b832-cba1-4488-836d-80f29e2a9027\", \"8f58369b-a1c3-4014-b975-cf2560c0daa6\"], \"total_duration\": 3183.0, \"total_sessions\": 8, \"mean_week_duration\": 15.157}}]\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[{\"9956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-10-17 16:29:32.000000+00:00\", \"2019-03-20 19:14:41.000000+00:00\", \"2022-01-27 09:39:49.000000+00:00\", \"2019-09-10 08:18:14.000000+00:00\", \"2023-03-30 15:03:25.000000+00:00\", \"2022-05-02 00:11:53.000000+00:00\", \"2020-11-28 15:33:17.000000+00:00\", \"2022-10-15 09:58:20.000000+00:00\"], \"session_ids\": [\"7da2aefa-6c79-4048-9fca-2288965969ed\", \"aa25c4c4-242d-4432-a876-7e17aab704af\", \"15fea25b-2212-4ba7-80fe-46749f8f9b4f\", \"8e201fb8-2311-49a2-8bfa-103ed2c63044\", \"98198a92-f328-493f-8536-7cd30a70ffc3\", \"45250468-3f47-47a4-b845-9c34a60f8af9\", \"24c8b832-cba1-4488-836d-80f29e2a9027\", \"8f58369b-a1c3-4014-b975-cf2560c0daa6\"], \"total_duration\": 3183.0, \"total_sessions\": 8, \"mean_week_duration\": 15.157}}]\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 2 users who hold the bottom position in time spent on the site as well as sort by name of the city form the lowest to the highest and provide me only with 3 pieces of data."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-28 22:23:07.000000+00:00\", \"2020-06-09 05:33:35.000000+00:00\"], \"session_ids\": [\"abe8751c-7c49-4b96-9d22-27bc9970a660\", \"fa9a4b3e-26b7-4104-8ad3-b8165a5c1d7a\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}, \"89759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-12-02 04:55:58.000000+00:00\", \"2021-09-14 01:13:34.000000+00:00\", \"2021-01-29 18:07:59.000000+00:00\", \"2021-12-25 06:34:38.000000+00:00\", \"2022-05-03 13:24:45.000000+00:00\", \"2023-03-07 14:24:57.000000+00:00\", \"2023-04-23 23:59:48.000000+00:00\", \"2019-12-25 01:12:38.000000+00:00\"], \"session_ids\": [\"dd930c5c-bc5f-4eb8-9d97-dc5d76a69090\", \"094171ee-c975-42ab-9773-6537a93124b6\", \"8a95fc24-c14e-4f62-9c28-c6938903194e\", \"fd055848-e565-438e-814d-6d71c54a2a55\", \"d199f010-439a-4d4b-a986-4fd17158eb3e\", \"161e7542-9802-49e1-b137-b5f29e4f370c\", \"7d1aa2d3-34ba-457f-b6a6-dc8c50b8a437\", \"ecd0792f-13fc-4841-8106-3a601bc62964\"], \"total_duration\": 4444.0, \"total_sessions\": 8, \"mean_week_duration\": 25.54}, \"99808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-18 01:32:14.000000+00:00\", \"2022-06-25 10:12:27.000000+00:00\"], \"session_ids\": [\"3f608519-d638-408f-a8c9-c84d9d16d785\", \"882d1290-39e3-45d8-ab41-b66783d92279\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 4.915}, \"47316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-27 17:52:49.000000+00:00\", \"2019-03-28 05:59:22.000000+00:00\"], \"session_ids\": [\"d4f31c41-0626-4ac9-aaa4-5be97a2fcb82\", \"f7ea15cc-608e-48f6-8f95-792ea9e590ae\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 9.556}, \"46381\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-23 10:51:22.000000+00:00\", \"2019-01-22 00:18:44.000000+00:00\", \"2022-05-05 18:43:57.000000+00:00\", \"2021-03-16 19:49:18.000000+00:00\"], \"session_ids\": [\"4ef331a8-5bcc-4e5a-aa5a-6caa769eadd3\", \"d3307aa8-774d-4928-a63d-ed11c9398286\", \"7ac4560e-8740-479a-a411-0a2c8a872e5e\", \"2dc86542-5e62-4d39-9b7b-91427c559bd0\"], \"total_duration\": 327.0, \"total_sessions\": 4, \"mean_week_duration\": 1.901}, \"55913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-18 06:56:41.000000+00:00\", \"2021-04-07 22:34:02.000000+00:00\"], \"session_ids\": [\"e3d2ffba-60b5-480d-a2e3-1b0d158141c3\", \"2118915d-daf3-4036-ad00-a81e9bf5a655\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 160.333}, \"86389\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-04 05:32:57.000000+00:00\", \"2023-01-05 09:20:27.000000+00:00\", \"2021-11-05 13:15:32.000000+00:00\"], \"session_ids\": [\"f49fcc71-a73b-42bb-9cc7-dc6252bb7e8a\", \"52bbcaff-50cb-4084-8bc6-6004c96950f6\", \"beaf2c00-d5eb-4a6a-88b4-a739d88cdbf2\"], \"total_duration\": 515.0, \"total_sessions\": 3, \"mean_week_duration\": 7.357}, \"54281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-04 14:50:17.000000+00:00\", \"2021-06-03 12:32:18.000000+00:00\"], \"session_ids\": [\"ec23dd17-820e-46ca-94bf-bf369ff74a98\", \"bc98a802-df11-415a-9612-c9b3e5a4bc8a\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.277}, \"12113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-07-31 15:53:10.000000+00:00\", \"2021-09-11 02:26:49.000000+00:00\"], \"session_ids\": [\"0d7e9fc9-4055-4b39-a09f-f6d96f6624fa\", \"cc2b5d79-cee8-4603-92da-803acc1372d4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}, \"98471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-11-07 10:16:14.000000+00:00\", \"2022-12-07 18:21:49.000000+00:00\"], \"session_ids\": [\"4ba34acd-a299-46ef-9a3e-3e532e4fd1d7\", \"c5d5fdf1-0019-449a-a612-1ae4e5806d54\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.754}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 2 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 2}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"54281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-04 14:50:17.000000+00:00\", \"2021-06-03 12:32:18.000000+00:00\"], \"session_ids\": [\"ec23dd17-820e-46ca-94bf-bf369ff74a98\", \"bc98a802-df11-415a-9612-c9b3e5a4bc8a\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.277}}, {\"12113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-07-31 15:53:10.000000+00:00\", \"2021-09-11 02:26:49.000000+00:00\"], \"session_ids\": [\"0d7e9fc9-4055-4b39-a09f-f6d96f6624fa\", \"cc2b5d79-cee8-4603-92da-803acc1372d4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}}, {\"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-28 22:23:07.000000+00:00\", \"2020-06-09 05:33:35.000000+00:00\"], \"session_ids\": [\"abe8751c-7c49-4b96-9d22-27bc9970a660\", \"fa9a4b3e-26b7-4104-8ad3-b8165a5c1d7a\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-28 22:23:07.000000+00:00\", \"2020-06-09 05:33:35.000000+00:00\"], \"session_ids\": [\"abe8751c-7c49-4b96-9d22-27bc9970a660\", \"fa9a4b3e-26b7-4104-8ad3-b8165a5c1d7a\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}, {\"54281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-04 14:50:17.000000+00:00\", \"2021-06-03 12:32:18.000000+00:00\"], \"session_ids\": [\"ec23dd17-820e-46ca-94bf-bf369ff74a98\", \"bc98a802-df11-415a-9612-c9b3e5a4bc8a\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.277}}, {\"12113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-07-31 15:53:10.000000+00:00\", \"2021-09-11 02:26:49.000000+00:00\"], \"session_ids\": [\"0d7e9fc9-4055-4b39-a09f-f6d96f6624fa\", \"cc2b5d79-cee8-4603-92da-803acc1372d4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-28 22:23:07.000000+00:00\", \"2020-06-09 05:33:35.000000+00:00\"], \"session_ids\": [\"abe8751c-7c49-4b96-9d22-27bc9970a660\", \"fa9a4b3e-26b7-4104-8ad3-b8165a5c1d7a\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}, {\"54281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-04 14:50:17.000000+00:00\", \"2021-06-03 12:32:18.000000+00:00\"], \"session_ids\": [\"ec23dd17-820e-46ca-94bf-bf369ff74a98\", \"bc98a802-df11-415a-9612-c9b3e5a4bc8a\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.277}}, {\"12113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-07-31 15:53:10.000000+00:00\", \"2021-09-11 02:26:49.000000+00:00\"], \"session_ids\": [\"0d7e9fc9-4055-4b39-a09f-f6d96f6624fa\", \"cc2b5d79-cee8-4603-92da-803acc1372d4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}}]\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[{\"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-28 22:23:07.000000+00:00\", \"2020-06-09 05:33:35.000000+00:00\"], \"session_ids\": [\"abe8751c-7c49-4b96-9d22-27bc9970a660\", \"fa9a4b3e-26b7-4104-8ad3-b8165a5c1d7a\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}, {\"54281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-04 14:50:17.000000+00:00\", \"2021-06-03 12:32:18.000000+00:00\"], \"session_ids\": [\"ec23dd17-820e-46ca-94bf-bf369ff74a98\", \"bc98a802-df11-415a-9612-c9b3e5a4bc8a\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.277}}, {\"12113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-07-31 15:53:10.000000+00:00\", \"2021-09-11 02:26:49.000000+00:00\"], \"session_ids\": [\"0d7e9fc9-4055-4b39-a09f-f6d96f6624fa\", \"cc2b5d79-cee8-4603-92da-803acc1372d4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}}]\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 need to get information about users with a average of total time spent in the app per week that is above 23 and below 44, exclusive 23 inclusive 44 plus put to use sorting by duration summation in ascending order."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75552\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-11-02 22:22:30.000000+00:00\", \"2021-01-08 02:49:31.000000+00:00\"], \"session_ids\": [\"b56d335d-e446-466c-a9aa-68ec8c939ffc\", \"3b3851b0-d2a3-4a95-b573-132a5cc2029e\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 9.186}, \"47920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-07-25 20:54:17.000000+00:00\", \"2023-04-24 20:39:55.000000+00:00\"], \"session_ids\": [\"22c85b70-14bb-4425-8aa1-34d40fcf185e\", \"f4a16b80-a838-40a8-bfac-f8dcc1ac0f9a\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.163}, \"25435\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-19 22:33:50.000000+00:00\", \"2022-07-28 12:59:09.000000+00:00\", \"2020-11-28 10:39:06.000000+00:00\", \"2022-07-09 18:42:10.000000+00:00\"], \"session_ids\": [\"aa11ebd6-c9c2-4fba-8347-9dc231fb995f\", \"e9f51dc7-4ba4-46a2-b277-682d5fe1ca65\", \"5ae89508-f620-40fe-bb3b-402c792b8ad1\", \"95b80980-40e3-4709-9ed8-2a0d98b8ae1d\"], \"total_duration\": 271.0, \"total_sessions\": 4, \"mean_week_duration\": 2.316}, \"9468\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-28 09:34:25.000000+00:00\", \"2019-12-22 19:36:39.000000+00:00\"], \"session_ids\": [\"9b81dd01-9ff4-4a10-ac18-a6dcbeba11a5\", \"dc1787f4-703d-4b75-a951-f1939d050d6a\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}, \"41580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-25 13:54:44.000000+00:00\", \"2023-05-31 14:03:31.000000+00:00\", \"2020-12-15 08:08:19.000000+00:00\"], \"session_ids\": [\"7cc445ab-2b07-4120-b7ea-eda6a9ecbe4d\", \"da5a429b-2416-4526-9a62-801b9d57af0f\", \"d28e76f7-b5a3-4eb5-bd39-cc2f557ecf1e\"], \"total_duration\": 865.0, \"total_sessions\": 3, \"mean_week_duration\": 6.553}, \"62973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-31 20:28:43.000000+00:00\", \"2021-09-21 18:25:29.000000+00:00\"], \"session_ids\": [\"04e4e9db-f06d-4fd0-8de5-da8e09486c4e\", \"3fd83b76-3404-4247-8e82-3374757c4922\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.462}, \"13214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-19 16:20:25.000000+00:00\", \"2021-03-31 07:19:05.000000+00:00\", \"2021-09-01 16:40:01.000000+00:00\"], \"session_ids\": [\"ec190cc1-80c6-453d-9122-4c4e40d8d091\", \"e8482275-3af6-413d-bf5e-046e440d9e3e\", \"da3f6124-4670-4878-bfcf-936bf98d2b53\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 2.333}, \"61544\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-03 18:19:30.000000+00:00\", \"2019-02-10 14:32:26.000000+00:00\", \"2022-01-03 12:21:03.000000+00:00\", \"2019-07-09 21:19:38.000000+00:00\"], \"session_ids\": [\"0da3647a-5bf7-46da-aec8-165b9b479036\", \"145ec4c0-1a1d-4d55-958d-59c0f4b476e8\", \"2b089d78-4d3c-4069-bc36-47fdf1abae89\", \"c8143877-ea8b-4842-b39b-3372fa7f31f9\"], \"total_duration\": 1309.0, \"total_sessions\": 4, \"mean_week_duration\": 8.669}, \"18731\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-30 09:42:42.000000+00:00\", \"2021-05-23 17:00:58.000000+00:00\"], \"session_ids\": [\"25d31ad2-2619-4aaf-bc68-f72c63d42e4d\", \"bf9db418-2006-42e8-9dd8-61ec36f0471d\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 4.442}, \"68096\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-01-31 03:33:16.000000+00:00\", \"2021-05-27 02:09:21.000000+00:00\", \"2020-07-01 21:23:10.000000+00:00\"], \"session_ids\": [\"ffe99ea4-5668-4874-93a8-56606d1765bb\", \"3068b48a-a37c-4a85-9dde-11f8074fbf3f\", \"16fc2aa7-ad6f-43ec-a9c8-cbb11d858802\"], \"total_duration\": 227.0, \"total_sessions\": 3, \"mean_week_duration\": 1.876}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 23 and are equal or less than 44"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 44]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 7 users with a site usage time that is strictly higher than 3463 and lower than 1454 also implement sorting by average_week_duration from the largest value to the smallest value also provide me only with 3 entries."
},
{
"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{\"61246\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-17 08:55:17.000000+00:00\", \"2019-04-05 07:00:55.000000+00:00\", \"2021-04-16 17:01:32.000000+00:00\", \"2019-12-25 22:16:10.000000+00:00\"], \"session_ids\": [\"3b3eb29a-92b4-4419-ad69-26be3b59b2bc\", \"5e15411e-cf0c-4b12-8c4a-a51e439db5df\", \"156a659b-a159-4b51-81fb-bcd92bffb54b\", \"701d3ffb-1c36-471a-adbd-514a5003502f\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.573}, \"73785\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-12 14:15:28.000000+00:00\", \"2022-05-03 15:31:15.000000+00:00\", \"2023-03-26 02:19:36.000000+00:00\", \"2019-11-13 10:42:18.000000+00:00\"], \"session_ids\": [\"a4dea57b-f5e8-4859-a662-685dc6de51fb\", \"71bb4233-c010-4eb3-b52f-d66da15cb8f2\", \"fa6011c6-b14e-4722-b3f7-bf1a693af407\", \"f23c6a52-d900-453d-9a97-be992a9538be\"], \"total_duration\": 455.0, \"total_sessions\": 4, \"mean_week_duration\": 2.585}, \"76754\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-09 01:00:13.000000+00:00\", \"2020-11-08 18:21:48.000000+00:00\"], \"session_ids\": [\"9d85611c-3d77-4586-b471-858fab56aaf6\", \"a9a60db0-3ff1-483b-adf4-8a5b7ff0ec8b\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 4.629}, \"55746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-24 20:31:25.000000+00:00\", \"2021-08-19 14:54:02.000000+00:00\"], \"session_ids\": [\"b59efa96-dcd1-42fb-ab3f-2ad478a7a32f\", \"7e973d24-8140-40a7-9649-1b0d0617aea5\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 5.409}, \"76904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-28 11:40:23.000000+00:00\", \"2020-01-21 15:36:46.000000+00:00\"], \"session_ids\": [\"b8333abe-7e95-4ddc-977f-7760f244c94c\", \"cb1a82e4-9bbe-41a1-80f0-ce66d61d9804\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.743}, \"21294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-08 21:07:37.000000+00:00\", \"2020-06-03 10:27:50.000000+00:00\"], \"session_ids\": [\"8e60b409-15ad-4fae-9127-3f00f21233d0\", \"84e1074c-b96f-4981-9db8-76a436a342a0\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"12504\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-28 19:40:59.000000+00:00\", \"2019-05-13 21:37:37.000000+00:00\"], \"session_ids\": [\"a17798d9-a664-433f-b97f-67990195d8ae\", \"c9112383-6c21-4ce5-8ab4-8adb467fc46e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}, \"84098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-05 17:00:35.000000+00:00\", \"2022-08-24 05:11:35.000000+00:00\"], \"session_ids\": [\"1144e4cd-6a94-4bea-b36a-b3b234fe36bd\", \"f6c1e08e-d530-432d-9f89-dfc73c422656\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 6.786}, \"92883\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-11-01 09:35:17.000000+00:00\", \"2021-02-04 04:22:55.000000+00:00\"], \"session_ids\": [\"607021c6-29a5-459d-89a3-ee90f0595da8\", \"961b886d-89db-4e0e-8448-cc12142a913e\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.132}, \"81600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-16 07:41:43.000000+00:00\", \"2021-06-06 11:17:17.000000+00:00\", \"2020-04-13 19:54:38.000000+00:00\", \"2021-04-18 04:27:23.000000+00:00\", \"2021-09-02 07:21:37.000000+00:00\", \"2020-12-24 13:37:31.000000+00:00\", \"2023-05-02 08:29:10.000000+00:00\", \"2020-10-12 19:22:08.000000+00:00\", \"2021-11-24 18:27:24.000000+00:00\", \"2022-02-15 03:44:51.000000+00:00\"], \"session_ids\": [\"94ee0191-7898-4c1a-9a14-d93ae64a0aef\", \"fc8bb219-ae4b-44ae-a6bb-1d2504985be8\", \"f3435384-b2b6-44b3-8d23-604867a41c57\", \"2a43d8b0-0faf-41e6-a344-ba385ecc2968\", \"9d90e203-4a2e-4fce-b11f-dddb3292b3fb\", \"bb601e8b-64c1-4bb4-9359-5dec7ae10b8d\", \"6c1e56aa-a17e-4fd7-89ed-e4454a988915\", \"9b9ba01d-5d71-45cf-93bc-71e613dfd744\", \"4918d4c6-5c28-4539-9d45-6860300314ec\", \"44b9f0be-2557-448c-a8d4-b24db2671fcd\"], \"total_duration\": 1917.0, \"total_sessions\": 10, \"mean_week_duration\": 10.362}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 1454 and are greater than 3463"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[1454, 3463]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"61246\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-17 08:55:17.000000+00:00\", \"2019-04-05 07:00:55.000000+00:00\", \"2021-04-16 17:01:32.000000+00:00\", \"2019-12-25 22:16:10.000000+00:00\"], \"session_ids\": [\"3b3eb29a-92b4-4419-ad69-26be3b59b2bc\", \"5e15411e-cf0c-4b12-8c4a-a51e439db5df\", \"156a659b-a159-4b51-81fb-bcd92bffb54b\", \"701d3ffb-1c36-471a-adbd-514a5003502f\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.573}, \"73785\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-12 14:15:28.000000+00:00\", \"2022-05-03 15:31:15.000000+00:00\", \"2023-03-26 02:19:36.000000+00:00\", \"2019-11-13 10:42:18.000000+00:00\"], \"session_ids\": [\"a4dea57b-f5e8-4859-a662-685dc6de51fb\", \"71bb4233-c010-4eb3-b52f-d66da15cb8f2\", \"fa6011c6-b14e-4722-b3f7-bf1a693af407\", \"f23c6a52-d900-453d-9a97-be992a9538be\"], \"total_duration\": 455.0, \"total_sessions\": 4, \"mean_week_duration\": 2.585}, \"76754\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-09 01:00:13.000000+00:00\", \"2020-11-08 18:21:48.000000+00:00\"], \"session_ids\": [\"9d85611c-3d77-4586-b471-858fab56aaf6\", \"a9a60db0-3ff1-483b-adf4-8a5b7ff0ec8b\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 4.629}, \"55746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-24 20:31:25.000000+00:00\", \"2021-08-19 14:54:02.000000+00:00\"], \"session_ids\": [\"b59efa96-dcd1-42fb-ab3f-2ad478a7a32f\", \"7e973d24-8140-40a7-9649-1b0d0617aea5\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 5.409}, \"76904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-28 11:40:23.000000+00:00\", \"2020-01-21 15:36:46.000000+00:00\"], \"session_ids\": [\"b8333abe-7e95-4ddc-977f-7760f244c94c\", \"cb1a82e4-9bbe-41a1-80f0-ce66d61d9804\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.743}, \"21294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-08 21:07:37.000000+00:00\", \"2020-06-03 10:27:50.000000+00:00\"], \"session_ids\": [\"8e60b409-15ad-4fae-9127-3f00f21233d0\", \"84e1074c-b96f-4981-9db8-76a436a342a0\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"12504\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-28 19:40:59.000000+00:00\", \"2019-05-13 21:37:37.000000+00:00\"], \"session_ids\": [\"a17798d9-a664-433f-b97f-67990195d8ae\", \"c9112383-6c21-4ce5-8ab4-8adb467fc46e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}, \"84098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-05 17:00:35.000000+00:00\", \"2022-08-24 05:11:35.000000+00:00\"], \"session_ids\": [\"1144e4cd-6a94-4bea-b36a-b3b234fe36bd\", \"f6c1e08e-d530-432d-9f89-dfc73c422656\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 6.786}, \"92883\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-11-01 09:35:17.000000+00:00\", \"2021-02-04 04:22:55.000000+00:00\"], \"session_ids\": [\"607021c6-29a5-459d-89a3-ee90f0595da8\", \"961b886d-89db-4e0e-8448-cc12142a913e\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.132}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by mean_week_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"84098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-05 17:00:35.000000+00:00\", \"2022-08-24 05:11:35.000000+00:00\"], \"session_ids\": [\"1144e4cd-6a94-4bea-b36a-b3b234fe36bd\", \"f6c1e08e-d530-432d-9f89-dfc73c422656\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 6.786}}, {\"55746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-24 20:31:25.000000+00:00\", \"2021-08-19 14:54:02.000000+00:00\"], \"session_ids\": [\"b59efa96-dcd1-42fb-ab3f-2ad478a7a32f\", \"7e973d24-8140-40a7-9649-1b0d0617aea5\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 5.409}}, {\"76754\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-09 01:00:13.000000+00:00\", \"2020-11-08 18:21:48.000000+00:00\"], \"session_ids\": [\"9d85611c-3d77-4586-b471-858fab56aaf6\", \"a9a60db0-3ff1-483b-adf4-8a5b7ff0ec8b\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 4.629}}, {\"73785\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-12 14:15:28.000000+00:00\", \"2022-05-03 15:31:15.000000+00:00\", \"2023-03-26 02:19:36.000000+00:00\", \"2019-11-13 10:42:18.000000+00:00\"], \"session_ids\": [\"a4dea57b-f5e8-4859-a662-685dc6de51fb\", \"71bb4233-c010-4eb3-b52f-d66da15cb8f2\", \"fa6011c6-b14e-4722-b3f7-bf1a693af407\", \"f23c6a52-d900-453d-9a97-be992a9538be\"], \"total_duration\": 455.0, \"total_sessions\": 4, \"mean_week_duration\": 2.585}}, {\"92883\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-11-01 09:35:17.000000+00:00\", \"2021-02-04 04:22:55.000000+00:00\"], \"session_ids\": [\"607021c6-29a5-459d-89a3-ee90f0595da8\", \"961b886d-89db-4e0e-8448-cc12142a913e\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.132}}, {\"76904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-28 11:40:23.000000+00:00\", \"2020-01-21 15:36:46.000000+00:00\"], \"session_ids\": [\"b8333abe-7e95-4ddc-977f-7760f244c94c\", \"cb1a82e4-9bbe-41a1-80f0-ce66d61d9804\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.743}}, {\"61246\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-17 08:55:17.000000+00:00\", \"2019-04-05 07:00:55.000000+00:00\", \"2021-04-16 17:01:32.000000+00:00\", \"2019-12-25 22:16:10.000000+00:00\"], \"session_ids\": [\"3b3eb29a-92b4-4419-ad69-26be3b59b2bc\", \"5e15411e-cf0c-4b12-8c4a-a51e439db5df\", \"156a659b-a159-4b51-81fb-bcd92bffb54b\", \"701d3ffb-1c36-471a-adbd-514a5003502f\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.573}}, {\"21294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-08 21:07:37.000000+00:00\", \"2020-06-03 10:27:50.000000+00:00\"], \"session_ids\": [\"8e60b409-15ad-4fae-9127-3f00f21233d0\", \"84e1074c-b96f-4981-9db8-76a436a342a0\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}}, {\"12504\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-28 19:40:59.000000+00:00\", \"2019-05-13 21:37:37.000000+00:00\"], \"session_ids\": [\"a17798d9-a664-433f-b97f-67990195d8ae\", \"c9112383-6c21-4ce5-8ab4-8adb467fc46e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}]\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[{\"84098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-05 17:00:35.000000+00:00\", \"2022-08-24 05:11:35.000000+00:00\"], \"session_ids\": [\"1144e4cd-6a94-4bea-b36a-b3b234fe36bd\", \"f6c1e08e-d530-432d-9f89-dfc73c422656\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 6.786}}, {\"55746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-24 20:31:25.000000+00:00\", \"2021-08-19 14:54:02.000000+00:00\"], \"session_ids\": [\"b59efa96-dcd1-42fb-ab3f-2ad478a7a32f\", \"7e973d24-8140-40a7-9649-1b0d0617aea5\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 5.409}}, {\"76754\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-09 01:00:13.000000+00:00\", \"2020-11-08 18:21:48.000000+00:00\"], \"session_ids\": [\"9d85611c-3d77-4586-b471-858fab56aaf6\", \"a9a60db0-3ff1-483b-adf4-8a5b7ff0ec8b\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 4.629}}]\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[{\"84098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-05 17:00:35.000000+00:00\", \"2022-08-24 05:11:35.000000+00:00\"], \"session_ids\": [\"1144e4cd-6a94-4bea-b36a-b3b234fe36bd\", \"f6c1e08e-d530-432d-9f89-dfc73c422656\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 6.786}}, {\"55746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-24 20:31:25.000000+00:00\", \"2021-08-19 14:54:02.000000+00:00\"], \"session_ids\": [\"b59efa96-dcd1-42fb-ab3f-2ad478a7a32f\", \"7e973d24-8140-40a7-9649-1b0d0617aea5\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 5.409}}, {\"76754\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-09 01:00:13.000000+00:00\", \"2020-11-08 18:21:48.000000+00:00\"], \"session_ids\": [\"9d85611c-3d77-4586-b471-858fab56aaf6\", \"a9a60db0-3ff1-483b-adf4-8a5b7ff0ec8b\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 4.629}}]\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 users to me who are the primary users in terms of quantity of sessions + apply sorting by town title ascending + remain only 4 entries."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"19387\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-26 15:27:41.000000+00:00\", \"2019-10-22 19:13:20.000000+00:00\"], \"session_ids\": [\"58360612-25e4-4ebe-93c7-6f6b65f858ea\", \"47e5bff3-766e-4f55-a64e-2c2e117deaa7\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.161}, \"17780\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-27 17:21:20.000000+00:00\", \"2021-08-17 21:11:53.000000+00:00\", \"2022-05-10 00:00:35.000000+00:00\"], \"session_ids\": [\"6bed18f2-2949-48eb-a256-01212952d889\", \"709d2d25-35dc-405e-8bce-b680f70d4e9e\", \"dfe140d4-ec65-4d82-8f38-ee017447739d\"], \"total_duration\": 212.0, \"total_sessions\": 3, \"mean_week_duration\": 4.609}, \"22531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-04-16 06:46:16.000000+00:00\", \"2022-05-26 09:17:47.000000+00:00\", \"2020-04-07 08:11:59.000000+00:00\", \"2021-07-25 03:00:44.000000+00:00\", \"2019-06-01 23:02:54.000000+00:00\"], \"session_ids\": [\"9d2859de-ca8c-4c67-845d-c829fb1548fc\", \"ae57efd4-f8e9-49d0-b9df-a1bb79ade04e\", \"de6e9dae-d086-4294-a8ae-a90d907819fd\", \"5e8feae8-2b10-4c85-8558-b9a12bce86ac\", \"7faef557-c8bf-4f15-a7e1-1db2a7c11d64\"], \"total_duration\": 660.0, \"total_sessions\": 5, \"mean_week_duration\": 4.049}, \"20832\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-03-11 07:46:03.000000+00:00\", \"2022-08-28 23:20:55.000000+00:00\", \"2019-04-09 15:48:37.000000+00:00\"], \"session_ids\": [\"6165e65b-e994-44e6-974c-5e22bc79c7ca\", \"433fd43c-9965-4d1a-aa6d-2a9d2ba493c7\", \"0c9f4ac7-e894-408f-87de-8e433fb243fb\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 1.367}, \"50673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-06-14 16:32:00.000000+00:00\", \"2019-11-21 19:52:28.000000+00:00\", \"2020-11-07 23:39:43.000000+00:00\", \"2021-12-14 19:59:32.000000+00:00\"], \"session_ids\": [\"0fae5d00-ec47-44e2-a08b-0953e4d480a4\", \"9ff79bd7-0957-422a-872d-ea14ee3d13a5\", \"31e475f7-a634-4ecd-9d12-235e0a1a15f7\", \"37397fa2-965d-4370-8fc6-9d151a1c542e\"], \"total_duration\": 918.0, \"total_sessions\": 4, \"mean_week_duration\": 6.851}, \"36356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-31 14:54:18.000000+00:00\", \"2021-08-03 10:28:14.000000+00:00\", \"2020-02-18 05:33:34.000000+00:00\", \"2020-12-13 13:13:02.000000+00:00\", \"2019-04-28 21:41:50.000000+00:00\", \"2021-04-27 00:45:18.000000+00:00\", \"2022-02-20 12:39:02.000000+00:00\", \"2020-02-01 00:13:32.000000+00:00\", \"2020-10-03 05:55:09.000000+00:00\"], \"session_ids\": [\"a4c86291-e840-4671-b74d-5110a86c83b0\", \"b684a34c-6c3b-40ab-a02c-d633c6f6a428\", \"9d433ea3-89db-4bcf-8e69-39e5824d77d9\", \"b6722e22-1e76-4c69-956c-cb9dbbc151f7\", \"9e0fdb22-a19a-4327-a9e9-21f704a6bf6f\", \"48b779ee-403b-43cc-9ff2-6bfa575e21cd\", \"18a496b6-1dca-4f9b-8e4e-1c7be4e85f75\", \"1246a3ff-9654-4b6a-8b8b-8320bef5e336\", \"3e85f143-c451-4b90-a00e-5bf9d5d0b590\"], \"total_duration\": 4139.0, \"total_sessions\": 9, \"mean_week_duration\": 28.156}, \"43128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-12 06:22:36.000000+00:00\", \"2019-04-03 19:30:00.000000+00:00\"], \"session_ids\": [\"9971e7fa-ed2d-488c-8784-39977efba13b\", \"520b7230-2de3-446f-bad7-72a28d15078d\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 2.93}, \"60690\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-22 15:17:10.000000+00:00\", \"2023-01-18 15:14:56.000000+00:00\", \"2019-01-05 14:06:24.000000+00:00\", \"2021-11-16 00:20:28.000000+00:00\", \"2022-05-30 21:41:00.000000+00:00\"], \"session_ids\": [\"81c4a7f5-018a-4f39-b953-80b53ae8529f\", \"a67ed55d-1cfc-4cf6-8e81-76dc320bf4a8\", \"c94d317d-43de-40d3-b723-5b44fb9d6a03\", \"71fc8262-9e5a-4c57-adca-c6e755c6230e\", \"3df740a8-c3c5-441b-8bdb-f620010c9bc8\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 5.162}, \"5506\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-06 08:14:20.000000+00:00\", \"2023-02-23 17:09:00.000000+00:00\", \"2019-12-26 21:12:37.000000+00:00\", \"2021-10-14 20:34:59.000000+00:00\"], \"session_ids\": [\"89967cf2-7de3-488c-96b6-3c5a3d085bdd\", \"fb472563-e3f7-482e-bf95-f77d56fb448c\", \"6322c189-c70a-4ecf-9f9f-8dde916d4c13\", \"01068d71-954b-4490-b42c-3477bdefab98\"], \"total_duration\": 153.0, \"total_sessions\": 4, \"mean_week_duration\": 0.927}, \"71469\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-08 10:10:03.000000+00:00\", \"2019-03-25 04:58:47.000000+00:00\", \"2021-05-17 01:12:53.000000+00:00\"], \"session_ids\": [\"d33a2df6-b106-434c-86da-6970f819215a\", \"273164ad-e567-4075-8668-1c5b255ef0cf\", \"bf3b0312-ecb1-4513-b5cc-d8e0676534be\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.384}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-31 14:54:18.000000+00:00\", \"2021-08-03 10:28:14.000000+00:00\", \"2020-02-18 05:33:34.000000+00:00\", \"2020-12-13 13:13:02.000000+00:00\", \"2019-04-28 21:41:50.000000+00:00\", \"2021-04-27 00:45:18.000000+00:00\", \"2022-02-20 12:39:02.000000+00:00\", \"2020-02-01 00:13:32.000000+00:00\", \"2020-10-03 05:55:09.000000+00:00\"], \"session_ids\": [\"a4c86291-e840-4671-b74d-5110a86c83b0\", \"b684a34c-6c3b-40ab-a02c-d633c6f6a428\", \"9d433ea3-89db-4bcf-8e69-39e5824d77d9\", \"b6722e22-1e76-4c69-956c-cb9dbbc151f7\", \"9e0fdb22-a19a-4327-a9e9-21f704a6bf6f\", \"48b779ee-403b-43cc-9ff2-6bfa575e21cd\", \"18a496b6-1dca-4f9b-8e4e-1c7be4e85f75\", \"1246a3ff-9654-4b6a-8b8b-8320bef5e336\", \"3e85f143-c451-4b90-a00e-5bf9d5d0b590\"], \"total_duration\": 4139.0, \"total_sessions\": 9, \"mean_week_duration\": 28.156}}, {\"22531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-04-16 06:46:16.000000+00:00\", \"2022-05-26 09:17:47.000000+00:00\", \"2020-04-07 08:11:59.000000+00:00\", \"2021-07-25 03:00:44.000000+00:00\", \"2019-06-01 23:02:54.000000+00:00\"], \"session_ids\": [\"9d2859de-ca8c-4c67-845d-c829fb1548fc\", \"ae57efd4-f8e9-49d0-b9df-a1bb79ade04e\", \"de6e9dae-d086-4294-a8ae-a90d907819fd\", \"5e8feae8-2b10-4c85-8558-b9a12bce86ac\", \"7faef557-c8bf-4f15-a7e1-1db2a7c11d64\"], \"total_duration\": 660.0, \"total_sessions\": 5, \"mean_week_duration\": 4.049}}, {\"60690\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-22 15:17:10.000000+00:00\", \"2023-01-18 15:14:56.000000+00:00\", \"2019-01-05 14:06:24.000000+00:00\", \"2021-11-16 00:20:28.000000+00:00\", \"2022-05-30 21:41:00.000000+00:00\"], \"session_ids\": [\"81c4a7f5-018a-4f39-b953-80b53ae8529f\", \"a67ed55d-1cfc-4cf6-8e81-76dc320bf4a8\", \"c94d317d-43de-40d3-b723-5b44fb9d6a03\", \"71fc8262-9e5a-4c57-adca-c6e755c6230e\", \"3df740a8-c3c5-441b-8bdb-f620010c9bc8\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 5.162}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-31 14:54:18.000000+00:00\", \"2021-08-03 10:28:14.000000+00:00\", \"2020-02-18 05:33:34.000000+00:00\", \"2020-12-13 13:13:02.000000+00:00\", \"2019-04-28 21:41:50.000000+00:00\", \"2021-04-27 00:45:18.000000+00:00\", \"2022-02-20 12:39:02.000000+00:00\", \"2020-02-01 00:13:32.000000+00:00\", \"2020-10-03 05:55:09.000000+00:00\"], \"session_ids\": [\"a4c86291-e840-4671-b74d-5110a86c83b0\", \"b684a34c-6c3b-40ab-a02c-d633c6f6a428\", \"9d433ea3-89db-4bcf-8e69-39e5824d77d9\", \"b6722e22-1e76-4c69-956c-cb9dbbc151f7\", \"9e0fdb22-a19a-4327-a9e9-21f704a6bf6f\", \"48b779ee-403b-43cc-9ff2-6bfa575e21cd\", \"18a496b6-1dca-4f9b-8e4e-1c7be4e85f75\", \"1246a3ff-9654-4b6a-8b8b-8320bef5e336\", \"3e85f143-c451-4b90-a00e-5bf9d5d0b590\"], \"total_duration\": 4139.0, \"total_sessions\": 9, \"mean_week_duration\": 28.156}}, {\"60690\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-22 15:17:10.000000+00:00\", \"2023-01-18 15:14:56.000000+00:00\", \"2019-01-05 14:06:24.000000+00:00\", \"2021-11-16 00:20:28.000000+00:00\", \"2022-05-30 21:41:00.000000+00:00\"], \"session_ids\": [\"81c4a7f5-018a-4f39-b953-80b53ae8529f\", \"a67ed55d-1cfc-4cf6-8e81-76dc320bf4a8\", \"c94d317d-43de-40d3-b723-5b44fb9d6a03\", \"71fc8262-9e5a-4c57-adca-c6e755c6230e\", \"3df740a8-c3c5-441b-8bdb-f620010c9bc8\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 5.162}}, {\"22531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-04-16 06:46:16.000000+00:00\", \"2022-05-26 09:17:47.000000+00:00\", \"2020-04-07 08:11:59.000000+00:00\", \"2021-07-25 03:00:44.000000+00:00\", \"2019-06-01 23:02:54.000000+00:00\"], \"session_ids\": [\"9d2859de-ca8c-4c67-845d-c829fb1548fc\", \"ae57efd4-f8e9-49d0-b9df-a1bb79ade04e\", \"de6e9dae-d086-4294-a8ae-a90d907819fd\", \"5e8feae8-2b10-4c85-8558-b9a12bce86ac\", \"7faef557-c8bf-4f15-a7e1-1db2a7c11d64\"], \"total_duration\": 660.0, \"total_sessions\": 5, \"mean_week_duration\": 4.049}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to select only 4 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-31 14:54:18.000000+00:00\", \"2021-08-03 10:28:14.000000+00:00\", \"2020-02-18 05:33:34.000000+00:00\", \"2020-12-13 13:13:02.000000+00:00\", \"2019-04-28 21:41:50.000000+00:00\", \"2021-04-27 00:45:18.000000+00:00\", \"2022-02-20 12:39:02.000000+00:00\", \"2020-02-01 00:13:32.000000+00:00\", \"2020-10-03 05:55:09.000000+00:00\"], \"session_ids\": [\"a4c86291-e840-4671-b74d-5110a86c83b0\", \"b684a34c-6c3b-40ab-a02c-d633c6f6a428\", \"9d433ea3-89db-4bcf-8e69-39e5824d77d9\", \"b6722e22-1e76-4c69-956c-cb9dbbc151f7\", \"9e0fdb22-a19a-4327-a9e9-21f704a6bf6f\", \"48b779ee-403b-43cc-9ff2-6bfa575e21cd\", \"18a496b6-1dca-4f9b-8e4e-1c7be4e85f75\", \"1246a3ff-9654-4b6a-8b8b-8320bef5e336\", \"3e85f143-c451-4b90-a00e-5bf9d5d0b590\"], \"total_duration\": 4139.0, \"total_sessions\": 9, \"mean_week_duration\": 28.156}}, {\"60690\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-22 15:17:10.000000+00:00\", \"2023-01-18 15:14:56.000000+00:00\", \"2019-01-05 14:06:24.000000+00:00\", \"2021-11-16 00:20:28.000000+00:00\", \"2022-05-30 21:41:00.000000+00:00\"], \"session_ids\": [\"81c4a7f5-018a-4f39-b953-80b53ae8529f\", \"a67ed55d-1cfc-4cf6-8e81-76dc320bf4a8\", \"c94d317d-43de-40d3-b723-5b44fb9d6a03\", \"71fc8262-9e5a-4c57-adca-c6e755c6230e\", \"3df740a8-c3c5-441b-8bdb-f620010c9bc8\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 5.162}}, {\"22531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-04-16 06:46:16.000000+00:00\", \"2022-05-26 09:17:47.000000+00:00\", \"2020-04-07 08:11:59.000000+00:00\", \"2021-07-25 03:00:44.000000+00:00\", \"2019-06-01 23:02:54.000000+00:00\"], \"session_ids\": [\"9d2859de-ca8c-4c67-845d-c829fb1548fc\", \"ae57efd4-f8e9-49d0-b9df-a1bb79ade04e\", \"de6e9dae-d086-4294-a8ae-a90d907819fd\", \"5e8feae8-2b10-4c85-8558-b9a12bce86ac\", \"7faef557-c8bf-4f15-a7e1-1db2a7c11d64\"], \"total_duration\": 660.0, \"total_sessions\": 5, \"mean_week_duration\": 4.049}}]\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[{\"36356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-31 14:54:18.000000+00:00\", \"2021-08-03 10:28:14.000000+00:00\", \"2020-02-18 05:33:34.000000+00:00\", \"2020-12-13 13:13:02.000000+00:00\", \"2019-04-28 21:41:50.000000+00:00\", \"2021-04-27 00:45:18.000000+00:00\", \"2022-02-20 12:39:02.000000+00:00\", \"2020-02-01 00:13:32.000000+00:00\", \"2020-10-03 05:55:09.000000+00:00\"], \"session_ids\": [\"a4c86291-e840-4671-b74d-5110a86c83b0\", \"b684a34c-6c3b-40ab-a02c-d633c6f6a428\", \"9d433ea3-89db-4bcf-8e69-39e5824d77d9\", \"b6722e22-1e76-4c69-956c-cb9dbbc151f7\", \"9e0fdb22-a19a-4327-a9e9-21f704a6bf6f\", \"48b779ee-403b-43cc-9ff2-6bfa575e21cd\", \"18a496b6-1dca-4f9b-8e4e-1c7be4e85f75\", \"1246a3ff-9654-4b6a-8b8b-8320bef5e336\", \"3e85f143-c451-4b90-a00e-5bf9d5d0b590\"], \"total_duration\": 4139.0, \"total_sessions\": 9, \"mean_week_duration\": 28.156}}, {\"60690\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-22 15:17:10.000000+00:00\", \"2023-01-18 15:14:56.000000+00:00\", \"2019-01-05 14:06:24.000000+00:00\", \"2021-11-16 00:20:28.000000+00:00\", \"2022-05-30 21:41:00.000000+00:00\"], \"session_ids\": [\"81c4a7f5-018a-4f39-b953-80b53ae8529f\", \"a67ed55d-1cfc-4cf6-8e81-76dc320bf4a8\", \"c94d317d-43de-40d3-b723-5b44fb9d6a03\", \"71fc8262-9e5a-4c57-adca-c6e755c6230e\", \"3df740a8-c3c5-441b-8bdb-f620010c9bc8\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 5.162}}, {\"22531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-04-16 06:46:16.000000+00:00\", \"2022-05-26 09:17:47.000000+00:00\", \"2020-04-07 08:11:59.000000+00:00\", \"2021-07-25 03:00:44.000000+00:00\", \"2019-06-01 23:02:54.000000+00:00\"], \"session_ids\": [\"9d2859de-ca8c-4c67-845d-c829fb1548fc\", \"ae57efd4-f8e9-49d0-b9df-a1bb79ade04e\", \"de6e9dae-d086-4294-a8ae-a90d907819fd\", \"5e8feae8-2b10-4c85-8558-b9a12bce86ac\", \"7faef557-c8bf-4f15-a7e1-1db2a7c11d64\"], \"total_duration\": 660.0, \"total_sessions\": 5, \"mean_week_duration\": 4.049}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about user who has overall duration of sessions per week greater than 31 and less than 21 , perform sorting by time using the app per week in ascending."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-04 20:52:33.000000+00:00\", \"2022-04-13 21:50:50.000000+00:00\", \"2023-02-07 06:11:46.000000+00:00\"], \"session_ids\": [\"ae1f504e-2e55-4145-8e80-25dd5d9866c9\", \"a391ac78-05b6-4e0f-8a45-ba09cfbeeaaa\", \"1c20eb14-d096-46a8-846b-b77113c7d301\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 4.684}, \"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-01-07 04:28:56.000000+00:00\", \"2022-10-09 10:11:14.000000+00:00\", \"2021-11-28 06:14:34.000000+00:00\", \"2021-08-29 06:52:21.000000+00:00\", \"2023-01-01 09:43:00.000000+00:00\", \"2022-10-01 06:38:10.000000+00:00\", \"2019-04-28 18:18:45.000000+00:00\"], \"session_ids\": [\"ccbdef82-e909-4da1-86bd-de55cf951429\", \"590c4f92-4170-4989-9eb6-99872e310367\", \"a5c975f0-fe4e-428d-bc2c-ad5178965e61\", \"aa1d1a62-e6e1-4c45-8568-56cfd5985c5f\", \"00f38342-fd5e-459b-8533-0b4ae7cf2a10\", \"f235b335-e15c-4ea4-a223-c360f94bce8c\", \"78514da7-491b-47a5-907a-0422dc4d9746\"], \"total_duration\": 333.0, \"total_sessions\": 7, \"mean_week_duration\": 1.734}, \"75854\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-23 12:45:51.000000+00:00\", \"2022-02-02 05:48:20.000000+00:00\"], \"session_ids\": [\"9d8e4e93-c93e-4b09-8471-411bc33da987\", \"b7d8dd70-f8e9-4bbe-b903-70e97d1b0a7b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}, \"21632\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-16 02:15:36.000000+00:00\", \"2022-09-18 19:29:30.000000+00:00\", \"2023-06-23 11:59:30.000000+00:00\"], \"session_ids\": [\"fdeb7e79-3f7b-407b-96f2-432572eb2c46\", \"2aab39ce-c7f5-4c32-b2ca-3eca622f0928\", \"b1dfcd4c-7a72-4688-b6d6-5f061b806319\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.832}, \"37780\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-27 03:31:06.000000+00:00\", \"2019-11-08 19:13:29.000000+00:00\", \"2019-11-08 15:05:29.000000+00:00\", \"2021-11-03 04:01:48.000000+00:00\"], \"session_ids\": [\"022b889c-feb6-4804-bb92-ce6becaf8570\", \"d4e3259e-5a84-447f-9d4d-183cdc3cbf9d\", \"e0abd98c-c6c5-47b1-aa7d-06fa969d8793\", \"94d62e67-c871-4abe-af3e-9fc4126c62c7\"], \"total_duration\": 711.0, \"total_sessions\": 4, \"mean_week_duration\": 4.709}, \"34633\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-18 07:15:55.000000+00:00\", \"2020-03-13 09:05:17.000000+00:00\"], \"session_ids\": [\"10316829-cefc-43f4-a18e-bfe3a98bd341\", \"78570ac4-fd61-4a8f-9a71-5bdbdcada0cd\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}, \"71889\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-13 20:37:19.000000+00:00\", \"2020-05-25 06:44:26.000000+00:00\"], \"session_ids\": [\"aa76715e-87ce-4dc0-9a5a-5fa1b26d976d\", \"44d6935c-38e2-48a9-bc46-7ea630cc15f6\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 24.562}, \"13658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-15 04:11:54.000000+00:00\", \"2022-03-30 23:25:17.000000+00:00\"], \"session_ids\": [\"307abed3-83c2-4856-854d-8de55ecf392e\", \"9c984438-cf3d-4f7e-aa3b-0f0dc6bbc2ed\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 3.18}, \"70247\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-17 13:36:08.000000+00:00\", \"2021-09-04 16:28:28.000000+00:00\", \"2022-02-15 22:19:50.000000+00:00\", \"2019-06-15 14:27:27.000000+00:00\", \"2020-03-13 04:00:26.000000+00:00\", \"2019-07-16 13:58:11.000000+00:00\", \"2020-12-26 11:13:15.000000+00:00\"], \"session_ids\": [\"a50986ae-a396-4e3b-a041-3e5aa86becc3\", \"b71bcc8b-7d52-444c-8501-028b90824a99\", \"818e4d32-2b67-42a1-a0bc-f494b9d11eb9\", \"54470248-4ac7-410e-a3ca-3971e5c18212\", \"af9ca7f5-2ce4-4a51-85f3-d39fba51978e\", \"356e0ddf-ce94-488c-bcc4-546f58cf1c38\", \"6893714e-68b6-4192-a5a1-b31683ab4383\"], \"total_duration\": 5505.0, \"total_sessions\": 7, \"mean_week_duration\": 26.34}, \"55445\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-04-07 08:07:53.000000+00:00\", \"2023-06-02 23:55:32.000000+00:00\", \"2022-11-29 06:09:52.000000+00:00\", \"2021-01-04 04:00:50.000000+00:00\", \"2021-05-30 11:47:15.000000+00:00\", \"2020-01-05 03:14:31.000000+00:00\", \"2020-01-25 01:55:02.000000+00:00\"], \"session_ids\": [\"71bd5eba-92d9-430b-bda2-c9052331f13e\", \"c2a676e3-1aa1-4606-a1ca-6cb2310abb6e\", \"052d5b11-93cb-426a-b731-cfbfc3412365\", \"e5a2ab7f-f527-4702-bfff-d86181ea1f13\", \"1e28fa4e-7a62-4329-a64b-26be28829399\", \"3e50f03e-aada-4dde-984b-20b32b85186d\", \"326648d7-2d4f-4f12-aa88-e68aec576051\"], \"total_duration\": 1126.0, \"total_sessions\": 7, \"mean_week_duration\": 6.326}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 21 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\": [[21, 31]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-04 20:52:33.000000+00:00\", \"2022-04-13 21:50:50.000000+00:00\", \"2023-02-07 06:11:46.000000+00:00\"], \"session_ids\": [\"ae1f504e-2e55-4145-8e80-25dd5d9866c9\", \"a391ac78-05b6-4e0f-8a45-ba09cfbeeaaa\", \"1c20eb14-d096-46a8-846b-b77113c7d301\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 4.684}, \"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-01-07 04:28:56.000000+00:00\", \"2022-10-09 10:11:14.000000+00:00\", \"2021-11-28 06:14:34.000000+00:00\", \"2021-08-29 06:52:21.000000+00:00\", \"2023-01-01 09:43:00.000000+00:00\", \"2022-10-01 06:38:10.000000+00:00\", \"2019-04-28 18:18:45.000000+00:00\"], \"session_ids\": [\"ccbdef82-e909-4da1-86bd-de55cf951429\", \"590c4f92-4170-4989-9eb6-99872e310367\", \"a5c975f0-fe4e-428d-bc2c-ad5178965e61\", \"aa1d1a62-e6e1-4c45-8568-56cfd5985c5f\", \"00f38342-fd5e-459b-8533-0b4ae7cf2a10\", \"f235b335-e15c-4ea4-a223-c360f94bce8c\", \"78514da7-491b-47a5-907a-0422dc4d9746\"], \"total_duration\": 333.0, \"total_sessions\": 7, \"mean_week_duration\": 1.734}, \"75854\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-23 12:45:51.000000+00:00\", \"2022-02-02 05:48:20.000000+00:00\"], \"session_ids\": [\"9d8e4e93-c93e-4b09-8471-411bc33da987\", \"b7d8dd70-f8e9-4bbe-b903-70e97d1b0a7b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}, \"21632\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-16 02:15:36.000000+00:00\", \"2022-09-18 19:29:30.000000+00:00\", \"2023-06-23 11:59:30.000000+00:00\"], \"session_ids\": [\"fdeb7e79-3f7b-407b-96f2-432572eb2c46\", \"2aab39ce-c7f5-4c32-b2ca-3eca622f0928\", \"b1dfcd4c-7a72-4688-b6d6-5f061b806319\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.832}, \"37780\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-27 03:31:06.000000+00:00\", \"2019-11-08 19:13:29.000000+00:00\", \"2019-11-08 15:05:29.000000+00:00\", \"2021-11-03 04:01:48.000000+00:00\"], \"session_ids\": [\"022b889c-feb6-4804-bb92-ce6becaf8570\", \"d4e3259e-5a84-447f-9d4d-183cdc3cbf9d\", \"e0abd98c-c6c5-47b1-aa7d-06fa969d8793\", \"94d62e67-c871-4abe-af3e-9fc4126c62c7\"], \"total_duration\": 711.0, \"total_sessions\": 4, \"mean_week_duration\": 4.709}, \"34633\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-18 07:15:55.000000+00:00\", \"2020-03-13 09:05:17.000000+00:00\"], \"session_ids\": [\"10316829-cefc-43f4-a18e-bfe3a98bd341\", \"78570ac4-fd61-4a8f-9a71-5bdbdcada0cd\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}, \"13658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-15 04:11:54.000000+00:00\", \"2022-03-30 23:25:17.000000+00:00\"], \"session_ids\": [\"307abed3-83c2-4856-854d-8de55ecf392e\", \"9c984438-cf3d-4f7e-aa3b-0f0dc6bbc2ed\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 3.18}, \"55445\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-04-07 08:07:53.000000+00:00\", \"2023-06-02 23:55:32.000000+00:00\", \"2022-11-29 06:09:52.000000+00:00\", \"2021-01-04 04:00:50.000000+00:00\", \"2021-05-30 11:47:15.000000+00:00\", \"2020-01-05 03:14:31.000000+00:00\", \"2020-01-25 01:55:02.000000+00:00\"], \"session_ids\": [\"71bd5eba-92d9-430b-bda2-c9052331f13e\", \"c2a676e3-1aa1-4606-a1ca-6cb2310abb6e\", \"052d5b11-93cb-426a-b731-cfbfc3412365\", \"e5a2ab7f-f527-4702-bfff-d86181ea1f13\", \"1e28fa4e-7a62-4329-a64b-26be28829399\", \"3e50f03e-aada-4dde-984b-20b32b85186d\", \"326648d7-2d4f-4f12-aa88-e68aec576051\"], \"total_duration\": 1126.0, \"total_sessions\": 7, \"mean_week_duration\": 6.326}}\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[{\"75854\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-23 12:45:51.000000+00:00\", \"2022-02-02 05:48:20.000000+00:00\"], \"session_ids\": [\"9d8e4e93-c93e-4b09-8471-411bc33da987\", \"b7d8dd70-f8e9-4bbe-b903-70e97d1b0a7b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}}, {\"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-01-07 04:28:56.000000+00:00\", \"2022-10-09 10:11:14.000000+00:00\", \"2021-11-28 06:14:34.000000+00:00\", \"2021-08-29 06:52:21.000000+00:00\", \"2023-01-01 09:43:00.000000+00:00\", \"2022-10-01 06:38:10.000000+00:00\", \"2019-04-28 18:18:45.000000+00:00\"], \"session_ids\": [\"ccbdef82-e909-4da1-86bd-de55cf951429\", \"590c4f92-4170-4989-9eb6-99872e310367\", \"a5c975f0-fe4e-428d-bc2c-ad5178965e61\", \"aa1d1a62-e6e1-4c45-8568-56cfd5985c5f\", \"00f38342-fd5e-459b-8533-0b4ae7cf2a10\", \"f235b335-e15c-4ea4-a223-c360f94bce8c\", \"78514da7-491b-47a5-907a-0422dc4d9746\"], \"total_duration\": 333.0, \"total_sessions\": 7, \"mean_week_duration\": 1.734}}, {\"21632\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-16 02:15:36.000000+00:00\", \"2022-09-18 19:29:30.000000+00:00\", \"2023-06-23 11:59:30.000000+00:00\"], \"session_ids\": [\"fdeb7e79-3f7b-407b-96f2-432572eb2c46\", \"2aab39ce-c7f5-4c32-b2ca-3eca622f0928\", \"b1dfcd4c-7a72-4688-b6d6-5f061b806319\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.832}}, {\"13658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-15 04:11:54.000000+00:00\", \"2022-03-30 23:25:17.000000+00:00\"], \"session_ids\": [\"307abed3-83c2-4856-854d-8de55ecf392e\", \"9c984438-cf3d-4f7e-aa3b-0f0dc6bbc2ed\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 3.18}}, {\"41072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-04 20:52:33.000000+00:00\", \"2022-04-13 21:50:50.000000+00:00\", \"2023-02-07 06:11:46.000000+00:00\"], \"session_ids\": [\"ae1f504e-2e55-4145-8e80-25dd5d9866c9\", \"a391ac78-05b6-4e0f-8a45-ba09cfbeeaaa\", \"1c20eb14-d096-46a8-846b-b77113c7d301\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 4.684}}, {\"37780\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-27 03:31:06.000000+00:00\", \"2019-11-08 19:13:29.000000+00:00\", \"2019-11-08 15:05:29.000000+00:00\", \"2021-11-03 04:01:48.000000+00:00\"], \"session_ids\": [\"022b889c-feb6-4804-bb92-ce6becaf8570\", \"d4e3259e-5a84-447f-9d4d-183cdc3cbf9d\", \"e0abd98c-c6c5-47b1-aa7d-06fa969d8793\", \"94d62e67-c871-4abe-af3e-9fc4126c62c7\"], \"total_duration\": 711.0, \"total_sessions\": 4, \"mean_week_duration\": 4.709}}, {\"55445\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-04-07 08:07:53.000000+00:00\", \"2023-06-02 23:55:32.000000+00:00\", \"2022-11-29 06:09:52.000000+00:00\", \"2021-01-04 04:00:50.000000+00:00\", \"2021-05-30 11:47:15.000000+00:00\", \"2020-01-05 03:14:31.000000+00:00\", \"2020-01-25 01:55:02.000000+00:00\"], \"session_ids\": [\"71bd5eba-92d9-430b-bda2-c9052331f13e\", \"c2a676e3-1aa1-4606-a1ca-6cb2310abb6e\", \"052d5b11-93cb-426a-b731-cfbfc3412365\", \"e5a2ab7f-f527-4702-bfff-d86181ea1f13\", \"1e28fa4e-7a62-4329-a64b-26be28829399\", \"3e50f03e-aada-4dde-984b-20b32b85186d\", \"326648d7-2d4f-4f12-aa88-e68aec576051\"], \"total_duration\": 1126.0, \"total_sessions\": 7, \"mean_week_duration\": 6.326}}, {\"34633\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-18 07:15:55.000000+00:00\", \"2020-03-13 09:05:17.000000+00:00\"], \"session_ids\": [\"10316829-cefc-43f4-a18e-bfe3a98bd341\", \"78570ac4-fd61-4a8f-9a71-5bdbdcada0cd\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}}]\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[{\"75854\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-23 12:45:51.000000+00:00\", \"2022-02-02 05:48:20.000000+00:00\"], \"session_ids\": [\"9d8e4e93-c93e-4b09-8471-411bc33da987\", \"b7d8dd70-f8e9-4bbe-b903-70e97d1b0a7b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}}]\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[{\"75854\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-23 12:45:51.000000+00:00\", \"2022-02-02 05:48:20.000000+00:00\"], \"session_ids\": [\"9d8e4e93-c93e-4b09-8471-411bc33da987\", \"b7d8dd70-f8e9-4bbe-b903-70e97d1b0a7b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}}]\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 user whose site usage time is bigger than 1476 (not including) also put to use sorting by mean of duration of sessions per week in descending order."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"76020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-23 14:31:27.000000+00:00\", \"2019-04-10 06:09:35.000000+00:00\", \"2022-07-22 06:22:55.000000+00:00\"], \"session_ids\": [\"b3ad32c4-b019-4076-ae92-1818b6256fb9\", \"9320a86e-18b6-49bf-b7ca-67e420a68bd4\", \"e2d80811-cf02-480b-840a-20d32a687ce8\"], \"total_duration\": 647.0, \"total_sessions\": 3, \"mean_week_duration\": 3.762}, \"11162\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-15 02:03:20.000000+00:00\", \"2021-02-26 05:28:15.000000+00:00\", \"2022-06-21 00:20:47.000000+00:00\", \"2021-09-19 11:14:29.000000+00:00\"], \"session_ids\": [\"3e09ed5b-9bdc-4bef-ae20-ff530a9b1cab\", \"e68e5137-d207-4f6c-98b6-5a1719653e52\", \"64104fd8-8ac5-4414-9cdc-7dc79b9b57d5\", \"397956a7-5e9f-4712-a524-4bb91dfb6e68\"], \"total_duration\": 127.0, \"total_sessions\": 4, \"mean_week_duration\": 1.0}, \"20572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-25 11:30:19.000000+00:00\", \"2020-02-10 17:03:10.000000+00:00\"], \"session_ids\": [\"7d51afa4-d6ec-4264-bf69-498eac4fb5be\", \"bcc65c5c-b9f2-446b-a8da-aebd25e423b5\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.545}, \"23963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-20 20:35:27.000000+00:00\", \"2023-02-17 04:08:30.000000+00:00\", \"2020-06-24 02:25:17.000000+00:00\", \"2022-12-03 23:44:36.000000+00:00\", \"2019-03-14 17:18:01.000000+00:00\", \"2019-11-02 16:06:01.000000+00:00\"], \"session_ids\": [\"32a3a06c-a63c-4e51-98f1-3afeed869c61\", \"cada3fff-0fe8-4653-ad10-4bc98aae1acf\", \"8184bff6-baf9-4d4a-9745-242e46e2c8cf\", \"8bdc778c-ef8d-4940-88bf-9106c925a411\", \"4f01ef51-2549-432b-84b7-b3e437041f95\", \"6a8f7662-57e8-4492-8d91-25b183b7d424\"], \"total_duration\": 158.0, \"total_sessions\": 6, \"mean_week_duration\": 0.771}, \"57166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-09-30 03:13:19.000000+00:00\", \"2023-01-16 15:40:30.000000+00:00\", \"2020-03-23 07:47:47.000000+00:00\"], \"session_ids\": [\"752bd4f0-4d58-4f47-a87f-a7ef719367a8\", \"a291e60c-d69c-49de-8635-26bb88f9372a\", \"73c184c4-8387-42b2-9275-c6778549be3c\"], \"total_duration\": 436.0, \"total_sessions\": 3, \"mean_week_duration\": 2.535}, \"98909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-14 23:20:49.000000+00:00\", \"2022-06-17 13:02:58.000000+00:00\", \"2019-05-25 23:04:59.000000+00:00\", \"2023-04-25 04:48:29.000000+00:00\", \"2021-07-21 03:42:33.000000+00:00\", \"2020-12-07 00:35:54.000000+00:00\", \"2023-05-22 03:32:17.000000+00:00\", \"2023-05-26 02:14:34.000000+00:00\", \"2019-05-25 22:27:14.000000+00:00\"], \"session_ids\": [\"5062c7a1-10db-42bd-a325-0c49ea2f499c\", \"d6c0a2b7-8b83-4530-8192-c211ab17f0ff\", \"59b84fc5-95ec-455b-8e68-4fc137a8106b\", \"a55b60be-abcd-4014-91be-5cc7960b10c1\", \"60dc67dc-f9db-4113-ada9-f9b2bd27d19c\", \"0021fea7-9477-4185-91f9-368e3e08b0c4\", \"377bd9e0-8e1e-4018-a2e5-274957373a82\", \"cdad7853-9c77-48c5-bde5-847193dbcd26\", \"48fbb5b0-b442-4812-8052-9dd089ec5121\"], \"total_duration\": 10289.0, \"total_sessions\": 9, \"mean_week_duration\": 49.23}, \"41986\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-12 04:55:07.000000+00:00\", \"2022-05-14 18:41:00.000000+00:00\", \"2020-07-04 15:29:52.000000+00:00\"], \"session_ids\": [\"784b0861-d16a-4311-a03d-27c663c921b1\", \"95f324a1-5538-4d31-94de-223465eb6bcb\", \"1122cb2c-b1ff-40ab-80de-869e5f85ac54\"], \"total_duration\": 780.0, \"total_sessions\": 3, \"mean_week_duration\": 6.094}, \"50148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-07 03:24:57.000000+00:00\", \"2023-06-27 04:37:00.000000+00:00\", \"2021-05-31 08:13:30.000000+00:00\", \"2019-07-02 12:11:30.000000+00:00\", \"2020-08-19 14:12:51.000000+00:00\"], \"session_ids\": [\"0e419228-4699-4565-9d02-18ba885ddb54\", \"a3f10a3e-8a76-4479-a98d-b92117ea0433\", \"eb91c9b9-0bed-48f3-8d8d-6295b31f42dd\", \"09aedc42-e762-4b9f-9a77-a76b10380336\", \"103eecf4-50d3-4d93-9296-afadb4443faf\"], \"total_duration\": 801.0, \"total_sessions\": 5, \"mean_week_duration\": 3.851}, \"49336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-07-21 21:50:58.000000+00:00\", \"2022-03-18 21:26:08.000000+00:00\"], \"session_ids\": [\"a26b781d-c47f-4cb7-824f-1ac27357be3a\", \"46af39b3-de09-4382-8267-61aef4189596\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 4.833}, \"71802\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-20 08:43:59.000000+00:00\", \"2021-07-20 15:16:10.000000+00:00\"], \"session_ids\": [\"fafbde16-890e-475d-bde3-77a8bf6f0648\", \"aeba23d8-81ad-4b92-997c-8ceb3454bd9f\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1476"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1476, 4748]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"98909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-14 23:20:49.000000+00:00\", \"2022-06-17 13:02:58.000000+00:00\", \"2019-05-25 23:04:59.000000+00:00\", \"2023-04-25 04:48:29.000000+00:00\", \"2021-07-21 03:42:33.000000+00:00\", \"2020-12-07 00:35:54.000000+00:00\", \"2023-05-22 03:32:17.000000+00:00\", \"2023-05-26 02:14:34.000000+00:00\", \"2019-05-25 22:27:14.000000+00:00\"], \"session_ids\": [\"5062c7a1-10db-42bd-a325-0c49ea2f499c\", \"d6c0a2b7-8b83-4530-8192-c211ab17f0ff\", \"59b84fc5-95ec-455b-8e68-4fc137a8106b\", \"a55b60be-abcd-4014-91be-5cc7960b10c1\", \"60dc67dc-f9db-4113-ada9-f9b2bd27d19c\", \"0021fea7-9477-4185-91f9-368e3e08b0c4\", \"377bd9e0-8e1e-4018-a2e5-274957373a82\", \"cdad7853-9c77-48c5-bde5-847193dbcd26\", \"48fbb5b0-b442-4812-8052-9dd089ec5121\"], \"total_duration\": 10289.0, \"total_sessions\": 9, \"mean_week_duration\": 49.23}}\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[{\"98909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-14 23:20:49.000000+00:00\", \"2022-06-17 13:02:58.000000+00:00\", \"2019-05-25 23:04:59.000000+00:00\", \"2023-04-25 04:48:29.000000+00:00\", \"2021-07-21 03:42:33.000000+00:00\", \"2020-12-07 00:35:54.000000+00:00\", \"2023-05-22 03:32:17.000000+00:00\", \"2023-05-26 02:14:34.000000+00:00\", \"2019-05-25 22:27:14.000000+00:00\"], \"session_ids\": [\"5062c7a1-10db-42bd-a325-0c49ea2f499c\", \"d6c0a2b7-8b83-4530-8192-c211ab17f0ff\", \"59b84fc5-95ec-455b-8e68-4fc137a8106b\", \"a55b60be-abcd-4014-91be-5cc7960b10c1\", \"60dc67dc-f9db-4113-ada9-f9b2bd27d19c\", \"0021fea7-9477-4185-91f9-368e3e08b0c4\", \"377bd9e0-8e1e-4018-a2e5-274957373a82\", \"cdad7853-9c77-48c5-bde5-847193dbcd26\", \"48fbb5b0-b442-4812-8052-9dd089ec5121\"], \"total_duration\": 10289.0, \"total_sessions\": 9, \"mean_week_duration\": 49.23}}]\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[{\"98909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-14 23:20:49.000000+00:00\", \"2022-06-17 13:02:58.000000+00:00\", \"2019-05-25 23:04:59.000000+00:00\", \"2023-04-25 04:48:29.000000+00:00\", \"2021-07-21 03:42:33.000000+00:00\", \"2020-12-07 00:35:54.000000+00:00\", \"2023-05-22 03:32:17.000000+00:00\", \"2023-05-26 02:14:34.000000+00:00\", \"2019-05-25 22:27:14.000000+00:00\"], \"session_ids\": [\"5062c7a1-10db-42bd-a325-0c49ea2f499c\", \"d6c0a2b7-8b83-4530-8192-c211ab17f0ff\", \"59b84fc5-95ec-455b-8e68-4fc137a8106b\", \"a55b60be-abcd-4014-91be-5cc7960b10c1\", \"60dc67dc-f9db-4113-ada9-f9b2bd27d19c\", \"0021fea7-9477-4185-91f9-368e3e08b0c4\", \"377bd9e0-8e1e-4018-a2e5-274957373a82\", \"cdad7853-9c77-48c5-bde5-847193dbcd26\", \"48fbb5b0-b442-4812-8052-9dd089ec5121\"], \"total_duration\": 10289.0, \"total_sessions\": 9, \"mean_week_duration\": 49.23}}]\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[{\"98909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-14 23:20:49.000000+00:00\", \"2022-06-17 13:02:58.000000+00:00\", \"2019-05-25 23:04:59.000000+00:00\", \"2023-04-25 04:48:29.000000+00:00\", \"2021-07-21 03:42:33.000000+00:00\", \"2020-12-07 00:35:54.000000+00:00\", \"2023-05-22 03:32:17.000000+00:00\", \"2023-05-26 02:14:34.000000+00:00\", \"2019-05-25 22:27:14.000000+00:00\"], \"session_ids\": [\"5062c7a1-10db-42bd-a325-0c49ea2f499c\", \"d6c0a2b7-8b83-4530-8192-c211ab17f0ff\", \"59b84fc5-95ec-455b-8e68-4fc137a8106b\", \"a55b60be-abcd-4014-91be-5cc7960b10c1\", \"60dc67dc-f9db-4113-ada9-f9b2bd27d19c\", \"0021fea7-9477-4185-91f9-368e3e08b0c4\", \"377bd9e0-8e1e-4018-a2e5-274957373a82\", \"cdad7853-9c77-48c5-bde5-847193dbcd26\", \"48fbb5b0-b442-4812-8052-9dd089ec5121\"], \"total_duration\": 10289.0, \"total_sessions\": 9, \"mean_week_duration\": 49.23}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on users whose average_week_duration exceeds 0 plus apply sorting by number of sessions risingly."
},
{
"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{\"43441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-29 13:51:39.000000+00:00\", \"2021-01-20 20:08:29.000000+00:00\", \"2021-09-15 23:14:24.000000+00:00\"], \"session_ids\": [\"e10d5ca4-6e80-4029-a06e-176d7bc65d89\", \"59b045d6-13d4-4af0-807d-c587c0be3dfa\", \"c6f62f30-ba8d-43d9-a290-62d1df216b9c\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 7.853}, \"94105\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-03 14:13:14.000000+00:00\", \"2020-12-13 23:35:05.000000+00:00\"], \"session_ids\": [\"144b962c-c60f-4b37-a05b-a68ce45478f0\", \"e05b244e-8b89-4e75-b61a-8610f00d4912\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.902}, \"39387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-16 10:13:31.000000+00:00\", \"2023-01-25 08:29:52.000000+00:00\", \"2021-06-29 06:14:51.000000+00:00\", \"2021-05-08 12:52:42.000000+00:00\", \"2019-12-16 16:47:21.000000+00:00\", \"2023-01-21 21:42:37.000000+00:00\"], \"session_ids\": [\"5a703c78-6d29-432b-9ac3-edceee181453\", \"1a4fdbe8-da7a-49a9-99eb-94faad9789d1\", \"a34cb392-8008-434f-b7b6-5b598b1fb9b7\", \"70b9bc20-2e8b-4137-8d5e-6119cc387828\", \"ac095e73-e003-483a-a763-8b72457c2c74\", \"ca451960-1235-45b3-8550-8d71531c89fc\"], \"total_duration\": 331.0, \"total_sessions\": 6, \"mean_week_duration\": 2.031}, \"90963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-26 05:30:17.000000+00:00\", \"2021-10-27 17:22:25.000000+00:00\"], \"session_ids\": [\"804aae16-3841-49e5-80ec-b3fea8ce2258\", \"4f62a799-1dd3-4272-a1e7-b36f21ef1201\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 3.315}, \"72696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-15 12:45:37.000000+00:00\", \"2019-02-16 21:32:50.000000+00:00\", \"2023-06-30 02:12:21.000000+00:00\", \"2023-05-27 08:01:02.000000+00:00\", \"2022-01-21 21:27:54.000000+00:00\", \"2022-05-16 06:58:17.000000+00:00\", \"2019-12-07 22:28:31.000000+00:00\", \"2020-04-17 09:16:05.000000+00:00\", \"2019-08-03 04:31:15.000000+00:00\"], \"session_ids\": [\"d37956ef-32c3-496c-9e50-1473836b65d2\", \"14f6d5c7-6f18-410b-8bce-e1aa1f1ffa01\", \"22237bb3-42be-47a8-a237-ee39f05fd099\", \"873544ea-cd9b-4b08-a329-8f40cc23d26d\", \"eb44acec-bbd7-4bc7-9a2b-fec52dae652b\", \"989b8b1a-6110-4c2b-8264-45fea7b493e1\", \"6166e1db-b541-4d39-bb8a-775ffb181b8c\", \"c75f7bcd-ad72-4d01-bc3e-01a6e5693a7b\", \"e2b1d650-53ec-4148-9246-783f98261dd0\"], \"total_duration\": 99.0, \"total_sessions\": 9, \"mean_week_duration\": 0.425}, \"82242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-18 01:37:50.000000+00:00\", \"2022-12-02 17:41:07.000000+00:00\"], \"session_ids\": [\"af5c451e-ef1c-4b56-9f37-8fc313a9530e\", \"67496eb8-3a17-4a07-b790-08d1eb8c641d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}, \"59246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-28 14:14:21.000000+00:00\", \"2023-02-08 15:33:53.000000+00:00\"], \"session_ids\": [\"a7464742-9de2-4b46-82ef-712d0f9e733b\", \"a5c5412d-863d-4c0d-899b-33871ed2252f\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 4.24}, \"30192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-16 15:27:45.000000+00:00\", \"2019-07-13 21:36:31.000000+00:00\"], \"session_ids\": [\"9017eb7e-12b7-4330-9828-f71a3f191a37\", \"b79efe65-2996-4678-bb41-6ade39a5c425\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}, \"26595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-15 18:48:33.000000+00:00\", \"2020-12-10 10:12:17.000000+00:00\", \"2022-01-23 09:48:01.000000+00:00\"], \"session_ids\": [\"1b807350-25d9-4386-93d8-c717e4056dc3\", \"fdcf2318-d083-41e1-83e5-95877afb1ef2\", \"4fda7f1c-4578-45cc-83f2-cc101905ddbf\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 6.966}, \"24029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-09 18:15:56.000000+00:00\", \"2022-05-10 10:21:36.000000+00:00\"], \"session_ids\": [\"4de99d14-d4cc-48c6-ab3b-71fca7e9dc8b\", \"51290a76-ed4d-472d-bd8c-451da1c684ac\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 10.364}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 0"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 31]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"43441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-29 13:51:39.000000+00:00\", \"2021-01-20 20:08:29.000000+00:00\", \"2021-09-15 23:14:24.000000+00:00\"], \"session_ids\": [\"e10d5ca4-6e80-4029-a06e-176d7bc65d89\", \"59b045d6-13d4-4af0-807d-c587c0be3dfa\", \"c6f62f30-ba8d-43d9-a290-62d1df216b9c\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 7.853}, \"94105\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-03 14:13:14.000000+00:00\", \"2020-12-13 23:35:05.000000+00:00\"], \"session_ids\": [\"144b962c-c60f-4b37-a05b-a68ce45478f0\", \"e05b244e-8b89-4e75-b61a-8610f00d4912\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.902}, \"39387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-16 10:13:31.000000+00:00\", \"2023-01-25 08:29:52.000000+00:00\", \"2021-06-29 06:14:51.000000+00:00\", \"2021-05-08 12:52:42.000000+00:00\", \"2019-12-16 16:47:21.000000+00:00\", \"2023-01-21 21:42:37.000000+00:00\"], \"session_ids\": [\"5a703c78-6d29-432b-9ac3-edceee181453\", \"1a4fdbe8-da7a-49a9-99eb-94faad9789d1\", \"a34cb392-8008-434f-b7b6-5b598b1fb9b7\", \"70b9bc20-2e8b-4137-8d5e-6119cc387828\", \"ac095e73-e003-483a-a763-8b72457c2c74\", \"ca451960-1235-45b3-8550-8d71531c89fc\"], \"total_duration\": 331.0, \"total_sessions\": 6, \"mean_week_duration\": 2.031}, \"90963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-26 05:30:17.000000+00:00\", \"2021-10-27 17:22:25.000000+00:00\"], \"session_ids\": [\"804aae16-3841-49e5-80ec-b3fea8ce2258\", \"4f62a799-1dd3-4272-a1e7-b36f21ef1201\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 3.315}, \"72696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-15 12:45:37.000000+00:00\", \"2019-02-16 21:32:50.000000+00:00\", \"2023-06-30 02:12:21.000000+00:00\", \"2023-05-27 08:01:02.000000+00:00\", \"2022-01-21 21:27:54.000000+00:00\", \"2022-05-16 06:58:17.000000+00:00\", \"2019-12-07 22:28:31.000000+00:00\", \"2020-04-17 09:16:05.000000+00:00\", \"2019-08-03 04:31:15.000000+00:00\"], \"session_ids\": [\"d37956ef-32c3-496c-9e50-1473836b65d2\", \"14f6d5c7-6f18-410b-8bce-e1aa1f1ffa01\", \"22237bb3-42be-47a8-a237-ee39f05fd099\", \"873544ea-cd9b-4b08-a329-8f40cc23d26d\", \"eb44acec-bbd7-4bc7-9a2b-fec52dae652b\", \"989b8b1a-6110-4c2b-8264-45fea7b493e1\", \"6166e1db-b541-4d39-bb8a-775ffb181b8c\", \"c75f7bcd-ad72-4d01-bc3e-01a6e5693a7b\", \"e2b1d650-53ec-4148-9246-783f98261dd0\"], \"total_duration\": 99.0, \"total_sessions\": 9, \"mean_week_duration\": 0.425}, \"82242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-18 01:37:50.000000+00:00\", \"2022-12-02 17:41:07.000000+00:00\"], \"session_ids\": [\"af5c451e-ef1c-4b56-9f37-8fc313a9530e\", \"67496eb8-3a17-4a07-b790-08d1eb8c641d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}, \"59246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-28 14:14:21.000000+00:00\", \"2023-02-08 15:33:53.000000+00:00\"], \"session_ids\": [\"a7464742-9de2-4b46-82ef-712d0f9e733b\", \"a5c5412d-863d-4c0d-899b-33871ed2252f\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 4.24}, \"30192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-16 15:27:45.000000+00:00\", \"2019-07-13 21:36:31.000000+00:00\"], \"session_ids\": [\"9017eb7e-12b7-4330-9828-f71a3f191a37\", \"b79efe65-2996-4678-bb41-6ade39a5c425\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}, \"26595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-15 18:48:33.000000+00:00\", \"2020-12-10 10:12:17.000000+00:00\", \"2022-01-23 09:48:01.000000+00:00\"], \"session_ids\": [\"1b807350-25d9-4386-93d8-c717e4056dc3\", \"fdcf2318-d083-41e1-83e5-95877afb1ef2\", \"4fda7f1c-4578-45cc-83f2-cc101905ddbf\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 6.966}, \"24029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-09 18:15:56.000000+00:00\", \"2022-05-10 10:21:36.000000+00:00\"], \"session_ids\": [\"4de99d14-d4cc-48c6-ab3b-71fca7e9dc8b\", \"51290a76-ed4d-472d-bd8c-451da1c684ac\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 10.364}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_sessions attribute."
},
{
"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[{\"94105\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-03 14:13:14.000000+00:00\", \"2020-12-13 23:35:05.000000+00:00\"], \"session_ids\": [\"144b962c-c60f-4b37-a05b-a68ce45478f0\", \"e05b244e-8b89-4e75-b61a-8610f00d4912\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.902}}, {\"90963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-26 05:30:17.000000+00:00\", \"2021-10-27 17:22:25.000000+00:00\"], \"session_ids\": [\"804aae16-3841-49e5-80ec-b3fea8ce2258\", \"4f62a799-1dd3-4272-a1e7-b36f21ef1201\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 3.315}}, {\"82242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-18 01:37:50.000000+00:00\", \"2022-12-02 17:41:07.000000+00:00\"], \"session_ids\": [\"af5c451e-ef1c-4b56-9f37-8fc313a9530e\", \"67496eb8-3a17-4a07-b790-08d1eb8c641d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"59246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-28 14:14:21.000000+00:00\", \"2023-02-08 15:33:53.000000+00:00\"], \"session_ids\": [\"a7464742-9de2-4b46-82ef-712d0f9e733b\", \"a5c5412d-863d-4c0d-899b-33871ed2252f\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 4.24}}, {\"30192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-16 15:27:45.000000+00:00\", \"2019-07-13 21:36:31.000000+00:00\"], \"session_ids\": [\"9017eb7e-12b7-4330-9828-f71a3f191a37\", \"b79efe65-2996-4678-bb41-6ade39a5c425\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}}, {\"24029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-09 18:15:56.000000+00:00\", \"2022-05-10 10:21:36.000000+00:00\"], \"session_ids\": [\"4de99d14-d4cc-48c6-ab3b-71fca7e9dc8b\", \"51290a76-ed4d-472d-bd8c-451da1c684ac\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 10.364}}, {\"43441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-29 13:51:39.000000+00:00\", \"2021-01-20 20:08:29.000000+00:00\", \"2021-09-15 23:14:24.000000+00:00\"], \"session_ids\": [\"e10d5ca4-6e80-4029-a06e-176d7bc65d89\", \"59b045d6-13d4-4af0-807d-c587c0be3dfa\", \"c6f62f30-ba8d-43d9-a290-62d1df216b9c\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 7.853}}, {\"26595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-15 18:48:33.000000+00:00\", \"2020-12-10 10:12:17.000000+00:00\", \"2022-01-23 09:48:01.000000+00:00\"], \"session_ids\": [\"1b807350-25d9-4386-93d8-c717e4056dc3\", \"fdcf2318-d083-41e1-83e5-95877afb1ef2\", \"4fda7f1c-4578-45cc-83f2-cc101905ddbf\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 6.966}}, {\"39387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-16 10:13:31.000000+00:00\", \"2023-01-25 08:29:52.000000+00:00\", \"2021-06-29 06:14:51.000000+00:00\", \"2021-05-08 12:52:42.000000+00:00\", \"2019-12-16 16:47:21.000000+00:00\", \"2023-01-21 21:42:37.000000+00:00\"], \"session_ids\": [\"5a703c78-6d29-432b-9ac3-edceee181453\", \"1a4fdbe8-da7a-49a9-99eb-94faad9789d1\", \"a34cb392-8008-434f-b7b6-5b598b1fb9b7\", \"70b9bc20-2e8b-4137-8d5e-6119cc387828\", \"ac095e73-e003-483a-a763-8b72457c2c74\", \"ca451960-1235-45b3-8550-8d71531c89fc\"], \"total_duration\": 331.0, \"total_sessions\": 6, \"mean_week_duration\": 2.031}}, {\"72696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-15 12:45:37.000000+00:00\", \"2019-02-16 21:32:50.000000+00:00\", \"2023-06-30 02:12:21.000000+00:00\", \"2023-05-27 08:01:02.000000+00:00\", \"2022-01-21 21:27:54.000000+00:00\", \"2022-05-16 06:58:17.000000+00:00\", \"2019-12-07 22:28:31.000000+00:00\", \"2020-04-17 09:16:05.000000+00:00\", \"2019-08-03 04:31:15.000000+00:00\"], \"session_ids\": [\"d37956ef-32c3-496c-9e50-1473836b65d2\", \"14f6d5c7-6f18-410b-8bce-e1aa1f1ffa01\", \"22237bb3-42be-47a8-a237-ee39f05fd099\", \"873544ea-cd9b-4b08-a329-8f40cc23d26d\", \"eb44acec-bbd7-4bc7-9a2b-fec52dae652b\", \"989b8b1a-6110-4c2b-8264-45fea7b493e1\", \"6166e1db-b541-4d39-bb8a-775ffb181b8c\", \"c75f7bcd-ad72-4d01-bc3e-01a6e5693a7b\", \"e2b1d650-53ec-4148-9246-783f98261dd0\"], \"total_duration\": 99.0, \"total_sessions\": 9, \"mean_week_duration\": 0.425}}]\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[{\"94105\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-03 14:13:14.000000+00:00\", \"2020-12-13 23:35:05.000000+00:00\"], \"session_ids\": [\"144b962c-c60f-4b37-a05b-a68ce45478f0\", \"e05b244e-8b89-4e75-b61a-8610f00d4912\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.902}}, {\"90963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-26 05:30:17.000000+00:00\", \"2021-10-27 17:22:25.000000+00:00\"], \"session_ids\": [\"804aae16-3841-49e5-80ec-b3fea8ce2258\", \"4f62a799-1dd3-4272-a1e7-b36f21ef1201\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 3.315}}, {\"82242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-18 01:37:50.000000+00:00\", \"2022-12-02 17:41:07.000000+00:00\"], \"session_ids\": [\"af5c451e-ef1c-4b56-9f37-8fc313a9530e\", \"67496eb8-3a17-4a07-b790-08d1eb8c641d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"59246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-28 14:14:21.000000+00:00\", \"2023-02-08 15:33:53.000000+00:00\"], \"session_ids\": [\"a7464742-9de2-4b46-82ef-712d0f9e733b\", \"a5c5412d-863d-4c0d-899b-33871ed2252f\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 4.24}}, {\"30192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-16 15:27:45.000000+00:00\", \"2019-07-13 21:36:31.000000+00:00\"], \"session_ids\": [\"9017eb7e-12b7-4330-9828-f71a3f191a37\", \"b79efe65-2996-4678-bb41-6ade39a5c425\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}}, {\"24029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-09 18:15:56.000000+00:00\", \"2022-05-10 10:21:36.000000+00:00\"], \"session_ids\": [\"4de99d14-d4cc-48c6-ab3b-71fca7e9dc8b\", \"51290a76-ed4d-472d-bd8c-451da1c684ac\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 10.364}}, {\"43441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-29 13:51:39.000000+00:00\", \"2021-01-20 20:08:29.000000+00:00\", \"2021-09-15 23:14:24.000000+00:00\"], \"session_ids\": [\"e10d5ca4-6e80-4029-a06e-176d7bc65d89\", \"59b045d6-13d4-4af0-807d-c587c0be3dfa\", \"c6f62f30-ba8d-43d9-a290-62d1df216b9c\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 7.853}}, {\"26595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-15 18:48:33.000000+00:00\", \"2020-12-10 10:12:17.000000+00:00\", \"2022-01-23 09:48:01.000000+00:00\"], \"session_ids\": [\"1b807350-25d9-4386-93d8-c717e4056dc3\", \"fdcf2318-d083-41e1-83e5-95877afb1ef2\", \"4fda7f1c-4578-45cc-83f2-cc101905ddbf\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 6.966}}, {\"39387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-16 10:13:31.000000+00:00\", \"2023-01-25 08:29:52.000000+00:00\", \"2021-06-29 06:14:51.000000+00:00\", \"2021-05-08 12:52:42.000000+00:00\", \"2019-12-16 16:47:21.000000+00:00\", \"2023-01-21 21:42:37.000000+00:00\"], \"session_ids\": [\"5a703c78-6d29-432b-9ac3-edceee181453\", \"1a4fdbe8-da7a-49a9-99eb-94faad9789d1\", \"a34cb392-8008-434f-b7b6-5b598b1fb9b7\", \"70b9bc20-2e8b-4137-8d5e-6119cc387828\", \"ac095e73-e003-483a-a763-8b72457c2c74\", \"ca451960-1235-45b3-8550-8d71531c89fc\"], \"total_duration\": 331.0, \"total_sessions\": 6, \"mean_week_duration\": 2.031}}, {\"72696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-15 12:45:37.000000+00:00\", \"2019-02-16 21:32:50.000000+00:00\", \"2023-06-30 02:12:21.000000+00:00\", \"2023-05-27 08:01:02.000000+00:00\", \"2022-01-21 21:27:54.000000+00:00\", \"2022-05-16 06:58:17.000000+00:00\", \"2019-12-07 22:28:31.000000+00:00\", \"2020-04-17 09:16:05.000000+00:00\", \"2019-08-03 04:31:15.000000+00:00\"], \"session_ids\": [\"d37956ef-32c3-496c-9e50-1473836b65d2\", \"14f6d5c7-6f18-410b-8bce-e1aa1f1ffa01\", \"22237bb3-42be-47a8-a237-ee39f05fd099\", \"873544ea-cd9b-4b08-a329-8f40cc23d26d\", \"eb44acec-bbd7-4bc7-9a2b-fec52dae652b\", \"989b8b1a-6110-4c2b-8264-45fea7b493e1\", \"6166e1db-b541-4d39-bb8a-775ffb181b8c\", \"c75f7bcd-ad72-4d01-bc3e-01a6e5693a7b\", \"e2b1d650-53ec-4148-9246-783f98261dd0\"], \"total_duration\": 99.0, \"total_sessions\": 9, \"mean_week_duration\": 0.425}}]\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 user to me with a median of duration of sessions per week that is above 4 and below 47, exclusive 4 plus sort by city naming ascendingly."
},
{
"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{\"7262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-04 05:20:26.000000+00:00\", \"2021-09-20 00:56:39.000000+00:00\"], \"session_ids\": [\"3eb8e932-9131-4003-bf07-729c6ecdbc1b\", \"02058d38-42a9-4743-9eec-e26f1e80ca9c\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 41.429}, \"95947\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-12-24 06:17:55.000000+00:00\", \"2020-08-07 04:45:44.000000+00:00\", \"2019-09-01 14:51:06.000000+00:00\"], \"session_ids\": [\"9ca95330-02d3-4b3a-a26d-f4ad8b2a2232\", \"1bddff85-6287-457c-9df1-114e139077e0\", \"c1d7237b-c648-4d21-b7b7-2029e7311066\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.98}, \"34908\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-30 22:44:02.000000+00:00\", \"2023-06-24 00:49:04.000000+00:00\"], \"session_ids\": [\"a53213ad-1d5c-4a7c-95c4-08fde7475003\", \"cefafeb4-06c7-4a19-bbd1-57dcc4603b17\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 2.012}, \"76847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-31 17:17:37.000000+00:00\", \"2022-10-21 08:15:53.000000+00:00\", \"2019-01-02 09:48:37.000000+00:00\", \"2022-04-19 07:45:40.000000+00:00\"], \"session_ids\": [\"d0f5d055-57f5-48bc-b7da-01d16b5a9f2b\", \"23a99588-89bd-422d-9402-0f6b7f97adca\", \"566cc0d9-71f6-4c32-abb8-d30e313f43de\", \"1485536c-06f0-45e8-83f3-bdfba706c41d\"], \"total_duration\": 2063.0, \"total_sessions\": 4, \"mean_week_duration\": 10.367}, \"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-10-15 02:52:01.000000+00:00\", \"2021-02-03 14:50:58.000000+00:00\"], \"session_ids\": [\"e5d725c3-56af-434e-9215-ecad4ea885e1\", \"e14d86dc-0ec4-45b7-988a-509ee14a59d3\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 4.539}, \"40381\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-23 07:42:14.000000+00:00\", \"2020-04-21 06:44:32.000000+00:00\"], \"session_ids\": [\"218c97b6-8841-4636-9f5b-8446ed633c48\", \"d06b79f6-4062-45f5-b4c9-f6db6a04a741\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.792}, \"37113\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-07 02:17:52.000000+00:00\", \"2019-02-24 13:43:01.000000+00:00\"], \"session_ids\": [\"892c5e38-21e8-49a7-b542-d76260cc7de8\", \"b559434d-59c4-43d4-8421-04100d88766d\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}, \"64569\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-02-10 08:09:11.000000+00:00\", \"2021-12-02 22:31:07.000000+00:00\"], \"session_ids\": [\"36fe99e9-e746-46df-9d1c-2549d6c17c1e\", \"1173d51f-43d0-4e6c-b3f4-e09c755a80e1\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 3.581}, \"86285\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-27 10:21:00.000000+00:00\", \"2021-05-11 23:50:11.000000+00:00\", \"2022-06-04 04:40:41.000000+00:00\"], \"session_ids\": [\"100b214c-0380-4d74-8c99-aa6bfaaa64f8\", \"7cb6f971-f9a5-4572-b692-69aa515bce26\", \"2500fff7-1a34-49ed-9079-ceadf66fc21d\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 2.179}, \"41685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-12 00:24:06.000000+00:00\", \"2022-03-16 17:05:24.000000+00:00\"], \"session_ids\": [\"42a6da51-4e36-4e41-a994-3cbdeaa6bf08\", \"cb2d5cb2-5e12-495c-8529-edde21cbad59\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 5.192}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 4 and are equal or less than 47"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 47]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"7262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-04 05:20:26.000000+00:00\", \"2021-09-20 00:56:39.000000+00:00\"], \"session_ids\": [\"3eb8e932-9131-4003-bf07-729c6ecdbc1b\", \"02058d38-42a9-4743-9eec-e26f1e80ca9c\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 41.429}, \"76847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-31 17:17:37.000000+00:00\", \"2022-10-21 08:15:53.000000+00:00\", \"2019-01-02 09:48:37.000000+00:00\", \"2022-04-19 07:45:40.000000+00:00\"], \"session_ids\": [\"d0f5d055-57f5-48bc-b7da-01d16b5a9f2b\", \"23a99588-89bd-422d-9402-0f6b7f97adca\", \"566cc0d9-71f6-4c32-abb8-d30e313f43de\", \"1485536c-06f0-45e8-83f3-bdfba706c41d\"], \"total_duration\": 2063.0, \"total_sessions\": 4, \"mean_week_duration\": 10.367}, \"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-10-15 02:52:01.000000+00:00\", \"2021-02-03 14:50:58.000000+00:00\"], \"session_ids\": [\"e5d725c3-56af-434e-9215-ecad4ea885e1\", \"e14d86dc-0ec4-45b7-988a-509ee14a59d3\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 4.539}, \"40381\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-23 07:42:14.000000+00:00\", \"2020-04-21 06:44:32.000000+00:00\"], \"session_ids\": [\"218c97b6-8841-4636-9f5b-8446ed633c48\", \"d06b79f6-4062-45f5-b4c9-f6db6a04a741\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.792}, \"41685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-12 00:24:06.000000+00:00\", \"2022-03-16 17:05:24.000000+00:00\"], \"session_ids\": [\"42a6da51-4e36-4e41-a994-3cbdeaa6bf08\", \"cb2d5cb2-5e12-495c-8529-edde21cbad59\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 5.192}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"40381\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-23 07:42:14.000000+00:00\", \"2020-04-21 06:44:32.000000+00:00\"], \"session_ids\": [\"218c97b6-8841-4636-9f5b-8446ed633c48\", \"d06b79f6-4062-45f5-b4c9-f6db6a04a741\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.792}}, {\"41685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-12 00:24:06.000000+00:00\", \"2022-03-16 17:05:24.000000+00:00\"], \"session_ids\": [\"42a6da51-4e36-4e41-a994-3cbdeaa6bf08\", \"cb2d5cb2-5e12-495c-8529-edde21cbad59\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 5.192}}, {\"7262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-04 05:20:26.000000+00:00\", \"2021-09-20 00:56:39.000000+00:00\"], \"session_ids\": [\"3eb8e932-9131-4003-bf07-729c6ecdbc1b\", \"02058d38-42a9-4743-9eec-e26f1e80ca9c\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 41.429}}, {\"76847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-31 17:17:37.000000+00:00\", \"2022-10-21 08:15:53.000000+00:00\", \"2019-01-02 09:48:37.000000+00:00\", \"2022-04-19 07:45:40.000000+00:00\"], \"session_ids\": [\"d0f5d055-57f5-48bc-b7da-01d16b5a9f2b\", \"23a99588-89bd-422d-9402-0f6b7f97adca\", \"566cc0d9-71f6-4c32-abb8-d30e313f43de\", \"1485536c-06f0-45e8-83f3-bdfba706c41d\"], \"total_duration\": 2063.0, \"total_sessions\": 4, \"mean_week_duration\": 10.367}}, {\"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-10-15 02:52:01.000000+00:00\", \"2021-02-03 14:50:58.000000+00:00\"], \"session_ids\": [\"e5d725c3-56af-434e-9215-ecad4ea885e1\", \"e14d86dc-0ec4-45b7-988a-509ee14a59d3\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 4.539}}]\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[{\"40381\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-23 07:42:14.000000+00:00\", \"2020-04-21 06:44:32.000000+00:00\"], \"session_ids\": [\"218c97b6-8841-4636-9f5b-8446ed633c48\", \"d06b79f6-4062-45f5-b4c9-f6db6a04a741\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.792}}]\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[{\"40381\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-23 07:42:14.000000+00:00\", \"2020-04-21 06:44:32.000000+00:00\"], \"session_ids\": [\"218c97b6-8841-4636-9f5b-8446ed633c48\", \"d06b79f6-4062-45f5-b4c9-f6db6a04a741\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.792}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about 3 users whose city is Belize City in addition perform sorting by city name from the largest to the smallest , moreover provide me only with 2 pieces of data."
},
{
"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{\"67882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-29 20:00:41.000000+00:00\", \"2022-05-29 14:26:07.000000+00:00\"], \"session_ids\": [\"972d1baa-a010-4204-9d30-2067d62f8881\", \"37cb2cdb-33f5-4776-9732-647c02993dbe\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 11.364}, \"98660\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-30 14:47:18.000000+00:00\", \"2019-08-05 09:06:51.000000+00:00\", \"2020-01-04 01:45:21.000000+00:00\", \"2019-08-18 05:46:29.000000+00:00\"], \"session_ids\": [\"86f50b5e-1ef7-42b8-b0c4-47d8fe55d208\", \"f6fcfc3b-3930-4b33-a65e-5e91560f4505\", \"56085039-3f62-49d4-9584-07848b6d34ae\", \"ca5568c6-9042-4e4d-8f59-5cfd25ebf8f6\"], \"total_duration\": 247.0, \"total_sessions\": 4, \"mean_week_duration\": 1.625}, \"25860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-20 20:10:36.000000+00:00\", \"2020-07-02 20:42:13.000000+00:00\"], \"session_ids\": [\"e57e2d3e-9895-4910-be27-0dcf41729f52\", \"f1790fc5-dc27-490e-b82c-623f9301a453\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 6.118}, \"64268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-04 00:07:30.000000+00:00\", \"2020-09-07 03:24:03.000000+00:00\"], \"session_ids\": [\"bc104ccb-5b21-4f2a-927f-2abb12477364\", \"93d7c88d-666a-4f59-aba9-e228835d8ea3\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 3.638}, \"13920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 06:45:39.000000+00:00\", \"2022-12-25 06:20:31.000000+00:00\", \"2022-10-09 21:51:12.000000+00:00\", \"2023-05-29 20:18:51.000000+00:00\", \"2020-01-09 15:21:45.000000+00:00\", \"2020-10-06 20:53:09.000000+00:00\", \"2019-05-17 22:40:04.000000+00:00\", \"2021-01-14 05:09:19.000000+00:00\", \"2019-01-13 19:32:07.000000+00:00\", \"2022-08-15 21:42:36.000000+00:00\"], \"session_ids\": [\"8491e619-0433-4f4c-86e2-69a3d5ec0d57\", \"d886b455-54dc-4b01-b65f-344946eca245\", \"5bb8b573-29e0-4803-98d9-a476649b799d\", \"2f514933-189f-470b-a21d-3e1855eb5916\", \"3ce08e78-7130-46eb-9ef4-a22d4222b353\", \"56ba6dc3-2ddd-4ef4-8c78-c68d9c45e291\", \"7be459f3-935a-43a2-9c74-63e898b02328\", \"afae1009-f34b-47a5-8d09-3603c943752d\", \"6e2c8c18-d2b0-4a19-8e0c-b933131167fc\", \"b34c271f-b6b8-4610-90d4-26efab0eabd0\"], \"total_duration\": 998.0, \"total_sessions\": 10, \"mean_week_duration\": 4.358}, \"17685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-29 22:10:30.000000+00:00\", \"2020-01-17 01:33:25.000000+00:00\"], \"session_ids\": [\"e5f20128-cb05-4b5a-8cf0-93fa529450eb\", \"39a629de-6aa1-4086-88de-5137e1f9f8b5\"], \"total_duration\": 469.0, \"total_sessions\": 2, \"mean_week_duration\": 3.941}, \"53826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-04-03 21:09:21.000000+00:00\", \"2022-10-25 07:01:27.000000+00:00\", \"2020-06-05 17:44:26.000000+00:00\", \"2022-02-13 23:13:13.000000+00:00\"], \"session_ids\": [\"55836934-e14c-400d-a940-e00af9499f7d\", \"0a391b4d-d92f-4ed2-bcc1-d4bebe546aad\", \"fc24ed49-c847-4ca6-bac2-7c21532c8f02\", \"f675d528-dca7-44a1-9860-3cabe563c5a3\"], \"total_duration\": 719.0, \"total_sessions\": 4, \"mean_week_duration\": 4.858}, \"28787\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-20 04:37:55.000000+00:00\", \"2020-02-09 06:36:12.000000+00:00\"], \"session_ids\": [\"2cede715-6c56-445a-9721-d0538af55445\", \"03ade908-821c-4484-baf4-25741c091f6a\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 1.409}, \"94138\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-26 07:53:11.000000+00:00\", \"2020-10-14 06:25:53.000000+00:00\", \"2021-05-14 20:11:53.000000+00:00\", \"2023-06-01 12:56:45.000000+00:00\"], \"session_ids\": [\"1642a437-d0e7-476b-b9ee-c3ab79e3dd71\", \"5a1b6bfa-d98f-478b-969b-3f181a7fadfa\", \"4b0a788f-ea31-4f6e-972c-506f7f9d3e27\", \"f9fda42b-1cd8-4060-b409-6bbbd810aa38\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.254}, \"67233\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-13 11:50:18.000000+00:00\", \"2019-02-28 19:58:45.000000+00:00\", \"2021-07-10 00:17:21.000000+00:00\"], \"session_ids\": [\"4bb03aae-8804-4876-801d-40b76abd1791\", \"caf4b100-3fb3-43c9-bcfc-a3d1ef85f168\", \"9ec9441e-9d72-4085-9b1a-7aceb71eabbc\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.702}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Belize City"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"13920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 06:45:39.000000+00:00\", \"2022-12-25 06:20:31.000000+00:00\", \"2022-10-09 21:51:12.000000+00:00\", \"2023-05-29 20:18:51.000000+00:00\", \"2020-01-09 15:21:45.000000+00:00\", \"2020-10-06 20:53:09.000000+00:00\", \"2019-05-17 22:40:04.000000+00:00\", \"2021-01-14 05:09:19.000000+00:00\", \"2019-01-13 19:32:07.000000+00:00\", \"2022-08-15 21:42:36.000000+00:00\"], \"session_ids\": [\"8491e619-0433-4f4c-86e2-69a3d5ec0d57\", \"d886b455-54dc-4b01-b65f-344946eca245\", \"5bb8b573-29e0-4803-98d9-a476649b799d\", \"2f514933-189f-470b-a21d-3e1855eb5916\", \"3ce08e78-7130-46eb-9ef4-a22d4222b353\", \"56ba6dc3-2ddd-4ef4-8c78-c68d9c45e291\", \"7be459f3-935a-43a2-9c74-63e898b02328\", \"afae1009-f34b-47a5-8d09-3603c943752d\", \"6e2c8c18-d2b0-4a19-8e0c-b933131167fc\", \"b34c271f-b6b8-4610-90d4-26efab0eabd0\"], \"total_duration\": 998.0, \"total_sessions\": 10, \"mean_week_duration\": 4.358}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"13920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 06:45:39.000000+00:00\", \"2022-12-25 06:20:31.000000+00:00\", \"2022-10-09 21:51:12.000000+00:00\", \"2023-05-29 20:18:51.000000+00:00\", \"2020-01-09 15:21:45.000000+00:00\", \"2020-10-06 20:53:09.000000+00:00\", \"2019-05-17 22:40:04.000000+00:00\", \"2021-01-14 05:09:19.000000+00:00\", \"2019-01-13 19:32:07.000000+00:00\", \"2022-08-15 21:42:36.000000+00:00\"], \"session_ids\": [\"8491e619-0433-4f4c-86e2-69a3d5ec0d57\", \"d886b455-54dc-4b01-b65f-344946eca245\", \"5bb8b573-29e0-4803-98d9-a476649b799d\", \"2f514933-189f-470b-a21d-3e1855eb5916\", \"3ce08e78-7130-46eb-9ef4-a22d4222b353\", \"56ba6dc3-2ddd-4ef4-8c78-c68d9c45e291\", \"7be459f3-935a-43a2-9c74-63e898b02328\", \"afae1009-f34b-47a5-8d09-3603c943752d\", \"6e2c8c18-d2b0-4a19-8e0c-b933131167fc\", \"b34c271f-b6b8-4610-90d4-26efab0eabd0\"], \"total_duration\": 998.0, \"total_sessions\": 10, \"mean_week_duration\": 4.358}}]\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[{\"13920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 06:45:39.000000+00:00\", \"2022-12-25 06:20:31.000000+00:00\", \"2022-10-09 21:51:12.000000+00:00\", \"2023-05-29 20:18:51.000000+00:00\", \"2020-01-09 15:21:45.000000+00:00\", \"2020-10-06 20:53:09.000000+00:00\", \"2019-05-17 22:40:04.000000+00:00\", \"2021-01-14 05:09:19.000000+00:00\", \"2019-01-13 19:32:07.000000+00:00\", \"2022-08-15 21:42:36.000000+00:00\"], \"session_ids\": [\"8491e619-0433-4f4c-86e2-69a3d5ec0d57\", \"d886b455-54dc-4b01-b65f-344946eca245\", \"5bb8b573-29e0-4803-98d9-a476649b799d\", \"2f514933-189f-470b-a21d-3e1855eb5916\", \"3ce08e78-7130-46eb-9ef4-a22d4222b353\", \"56ba6dc3-2ddd-4ef4-8c78-c68d9c45e291\", \"7be459f3-935a-43a2-9c74-63e898b02328\", \"afae1009-f34b-47a5-8d09-3603c943752d\", \"6e2c8c18-d2b0-4a19-8e0c-b933131167fc\", \"b34c271f-b6b8-4610-90d4-26efab0eabd0\"], \"total_duration\": 998.0, \"total_sessions\": 10, \"mean_week_duration\": 4.358}}]\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[{\"13920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 06:45:39.000000+00:00\", \"2022-12-25 06:20:31.000000+00:00\", \"2022-10-09 21:51:12.000000+00:00\", \"2023-05-29 20:18:51.000000+00:00\", \"2020-01-09 15:21:45.000000+00:00\", \"2020-10-06 20:53:09.000000+00:00\", \"2019-05-17 22:40:04.000000+00:00\", \"2021-01-14 05:09:19.000000+00:00\", \"2019-01-13 19:32:07.000000+00:00\", \"2022-08-15 21:42:36.000000+00:00\"], \"session_ids\": [\"8491e619-0433-4f4c-86e2-69a3d5ec0d57\", \"d886b455-54dc-4b01-b65f-344946eca245\", \"5bb8b573-29e0-4803-98d9-a476649b799d\", \"2f514933-189f-470b-a21d-3e1855eb5916\", \"3ce08e78-7130-46eb-9ef4-a22d4222b353\", \"56ba6dc3-2ddd-4ef4-8c78-c68d9c45e291\", \"7be459f3-935a-43a2-9c74-63e898b02328\", \"afae1009-f34b-47a5-8d09-3603c943752d\", \"6e2c8c18-d2b0-4a19-8e0c-b933131167fc\", \"b34c271f-b6b8-4610-90d4-26efab0eabd0\"], \"total_duration\": 998.0, \"total_sessions\": 10, \"mean_week_duration\": 4.358}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into users whose sessions summation is strictly less than 7 and strictly greater than 5 also carry out sorting by overall total duration form the lowest to the highest."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"54749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-17 02:21:19.000000+00:00\", \"2019-06-10 22:44:21.000000+00:00\"], \"session_ids\": [\"6b3e8238-22c5-4788-b7b2-9d0bc0c82b73\", \"372f6966-ab1e-46ec-9355-8328b81fb29c\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 3.988}, \"87832\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-14 15:18:17.000000+00:00\", \"2022-06-09 04:32:09.000000+00:00\"], \"session_ids\": [\"5f614920-feb7-4cd3-82ac-5651df102f2e\", \"38d6d166-d028-4fc7-aff5-111ff7e55d17\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 9.429}, \"74522\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-11-02 04:33:18.000000+00:00\", \"2019-02-18 11:00:10.000000+00:00\", \"2023-06-27 09:56:22.000000+00:00\"], \"session_ids\": [\"8c1188a2-0fb5-4aed-a148-86360619dba1\", \"a0687f40-e810-4036-9131-b8e3c5b5df41\", \"050ebd1f-6c05-43fe-9f0b-29d3be447e96\"], \"total_duration\": 721.0, \"total_sessions\": 3, \"mean_week_duration\": 3.176}, \"75456\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2021-07-24 03:00:09.000000+00:00\", \"2019-10-19 07:22:38.000000+00:00\", \"2020-07-07 04:42:18.000000+00:00\"], \"session_ids\": [\"86b78250-1598-45f1-87f3-ef38afa56e29\", \"df192c9d-931d-43f4-b7a3-b4fe5eeccdba\", \"3e322bcc-02ad-4dd9-98cf-6e0880c969a2\"], \"total_duration\": 522.0, \"total_sessions\": 3, \"mean_week_duration\": 5.674}, \"97072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-13 03:04:47.000000+00:00\", \"2019-09-10 21:12:50.000000+00:00\", \"2021-09-21 03:34:56.000000+00:00\", \"2021-03-10 21:22:38.000000+00:00\", \"2020-11-22 04:50:07.000000+00:00\", \"2021-07-03 11:40:15.000000+00:00\", \"2022-06-08 13:09:46.000000+00:00\"], \"session_ids\": [\"fb6f2999-473c-4215-a79f-ae5c7fff6b7b\", \"d1de6679-8a7a-448c-9f87-23d7c1d0fa0f\", \"3a560b58-2ff8-4100-bf57-56d1ebbe8e00\", \"3aa266aa-722c-4ff7-bdc9-98d978aaa515\", \"d4d3920b-080f-45d6-8008-5db1ad143ae7\", \"53a1a6b6-6bc9-42e8-ae7b-f119078b6c83\", \"e31a0c06-0393-4bd8-8515-9cbc6588b6b2\"], \"total_duration\": 1474.0, \"total_sessions\": 7, \"mean_week_duration\": 8.52}, \"55420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-12-18 03:52:21.000000+00:00\", \"2019-09-12 20:36:10.000000+00:00\", \"2022-07-09 08:06:20.000000+00:00\"], \"session_ids\": [\"61a7fde5-2a79-4662-82ec-c807233d41a6\", \"6e704371-d4e9-4d4f-b096-8d1e5dcbb1d8\", \"eaea678d-f220-4b57-a2be-cf71863a6242\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.642}, \"77431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-08-04 10:32:39.000000+00:00\", \"2022-02-17 06:53:20.000000+00:00\", \"2020-01-16 12:30:15.000000+00:00\"], \"session_ids\": [\"06babd39-5fc6-410e-b50f-76cbd31f187e\", \"e5d0a11d-64cc-4016-8ee6-08a5a9b05ff6\", \"6aa96981-c082-452f-9e7a-6ee4b0657865\"], \"total_duration\": 436.0, \"total_sessions\": 3, \"mean_week_duration\": 4.0}, \"95979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-07 03:02:05.000000+00:00\", \"2019-03-31 21:38:05.000000+00:00\"], \"session_ids\": [\"2f4b05ee-357c-42c9-8dbb-153ee12b4d4c\", \"8c7efbe7-2a2a-420c-adc5-55d6dbdcf0de\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 5.857}, \"94277\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-22 14:37:37.000000+00:00\", \"2019-06-24 04:28:27.000000+00:00\"], \"session_ids\": [\"e25f0192-44a2-4fd4-b4af-edbb23b71b69\", \"a224e981-9e31-4dfc-9c63-e07effe8c273\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.937}, \"78629\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-01 22:16:39.000000+00:00\", \"2020-04-08 05:12:24.000000+00:00\"], \"session_ids\": [\"8d6ae5c7-3f34-4380-bd3b-2cf5faa08ead\", \"05b40edb-cb05-4a64-a816-87fdb98e1f6a\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 5.643}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 5 and are less than 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like 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": "Display user information who hold the top position in count of sessions and sort by overall total sessions from the largest value to the smallest value , remain 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{\"55846\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-11 22:15:15.000000+00:00\", \"2020-10-15 20:50:24.000000+00:00\"], \"session_ids\": [\"5a2bf248-3860-41a9-918d-bbc33eacce26\", \"845cda01-ab3d-42f7-860f-502cdadcc717\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.716}, \"85195\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-10-25 06:52:35.000000+00:00\", \"2023-01-22 18:11:56.000000+00:00\"], \"session_ids\": [\"afd90fc8-b318-4836-a04f-be65eebbf164\", \"47e41e91-8a7f-449b-93d8-4088a104fa94\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 1.53}, \"63180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-07 20:04:11.000000+00:00\", \"2023-06-03 19:08:22.000000+00:00\", \"2021-01-09 02:15:22.000000+00:00\", \"2020-04-17 14:55:15.000000+00:00\"], \"session_ids\": [\"03399878-efea-42a4-970f-182c1cf8d8c3\", \"50e94785-8c9f-441e-bff0-44674e71c196\", \"99889783-25af-41fc-8362-82b0cd2c611a\", \"c043f0d0-4f68-4294-8ecb-e8e3e6a10da1\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.226}, \"69964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-22 07:16:17.000000+00:00\", \"2023-02-21 18:56:55.000000+00:00\", \"2019-08-28 00:42:17.000000+00:00\", \"2020-11-23 18:04:17.000000+00:00\"], \"session_ids\": [\"a14c88de-2f92-4404-8d44-5758b547cd29\", \"872f7193-89e2-4191-a71b-79d2b33589bb\", \"74be177a-f9cd-49c7-956c-6dae1ce5f9cf\", \"6107e756-df27-4dc9-84cf-f5eef5615a22\"], \"total_duration\": 1231.0, \"total_sessions\": 4, \"mean_week_duration\": 6.764}, \"36532\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-19 03:34:14.000000+00:00\", \"2022-02-19 05:25:04.000000+00:00\"], \"session_ids\": [\"e3f6fd01-993d-4566-aad4-d04271b7a624\", \"29d11dbd-7b65-4f78-8d90-26786f3089e6\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.91}, \"2848\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-02-13 03:51:33.000000+00:00\", \"2021-11-21 09:54:56.000000+00:00\"], \"session_ids\": [\"bac6b459-2f93-461c-995d-f9e01a4ba84d\", \"e0d36ba1-bccf-4880-adb0-94e9b1dd3650\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.703}, \"65516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-29 09:52:08.000000+00:00\", \"2023-02-02 08:20:43.000000+00:00\"], \"session_ids\": [\"9081515e-a781-40bb-a881-d9115dcd6239\", \"20c195b4-2e6c-4896-a00b-166c8997db3a\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.675}, \"94942\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-06 22:01:53.000000+00:00\", \"2023-04-08 21:06:05.000000+00:00\"], \"session_ids\": [\"b1855535-2e1f-4fae-b99c-c123c313b918\", \"756c5859-2679-4e50-945a-2318bc6080df\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.229}, \"43018\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-31 03:17:41.000000+00:00\", \"2019-10-04 11:29:33.000000+00:00\", \"2021-07-17 04:28:25.000000+00:00\"], \"session_ids\": [\"7f2dd493-d788-4e74-bc20-aa6e71f7b792\", \"05f10a25-ddae-472f-9fd0-43d48e8533e0\", \"b2b6327a-bb69-4f7e-849a-9244c1d4785a\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.154}, \"72610\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-02-27 13:16:15.000000+00:00\", \"2022-07-01 06:16:45.000000+00:00\"], \"session_ids\": [\"68c93993-04f7-4da6-abb9-47560b930052\", \"04bddafc-e697-4131-8e29-71c033843db2\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 3.434}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 1 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"63180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-07 20:04:11.000000+00:00\", \"2023-06-03 19:08:22.000000+00:00\", \"2021-01-09 02:15:22.000000+00:00\", \"2020-04-17 14:55:15.000000+00:00\"], \"session_ids\": [\"03399878-efea-42a4-970f-182c1cf8d8c3\", \"50e94785-8c9f-441e-bff0-44674e71c196\", \"99889783-25af-41fc-8362-82b0cd2c611a\", \"c043f0d0-4f68-4294-8ecb-e8e3e6a10da1\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.226}}, {\"69964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-22 07:16:17.000000+00:00\", \"2023-02-21 18:56:55.000000+00:00\", \"2019-08-28 00:42:17.000000+00:00\", \"2020-11-23 18:04:17.000000+00:00\"], \"session_ids\": [\"a14c88de-2f92-4404-8d44-5758b547cd29\", \"872f7193-89e2-4191-a71b-79d2b33589bb\", \"74be177a-f9cd-49c7-956c-6dae1ce5f9cf\", \"6107e756-df27-4dc9-84cf-f5eef5615a22\"], \"total_duration\": 1231.0, \"total_sessions\": 4, \"mean_week_duration\": 6.764}}, {\"43018\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-31 03:17:41.000000+00:00\", \"2019-10-04 11:29:33.000000+00:00\", \"2021-07-17 04:28:25.000000+00:00\"], \"session_ids\": [\"7f2dd493-d788-4e74-bc20-aa6e71f7b792\", \"05f10a25-ddae-472f-9fd0-43d48e8533e0\", \"b2b6327a-bb69-4f7e-849a-9244c1d4785a\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.154}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"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[{\"63180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-07 20:04:11.000000+00:00\", \"2023-06-03 19:08:22.000000+00:00\", \"2021-01-09 02:15:22.000000+00:00\", \"2020-04-17 14:55:15.000000+00:00\"], \"session_ids\": [\"03399878-efea-42a4-970f-182c1cf8d8c3\", \"50e94785-8c9f-441e-bff0-44674e71c196\", \"99889783-25af-41fc-8362-82b0cd2c611a\", \"c043f0d0-4f68-4294-8ecb-e8e3e6a10da1\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.226}}, {\"69964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-22 07:16:17.000000+00:00\", \"2023-02-21 18:56:55.000000+00:00\", \"2019-08-28 00:42:17.000000+00:00\", \"2020-11-23 18:04:17.000000+00:00\"], \"session_ids\": [\"a14c88de-2f92-4404-8d44-5758b547cd29\", \"872f7193-89e2-4191-a71b-79d2b33589bb\", \"74be177a-f9cd-49c7-956c-6dae1ce5f9cf\", \"6107e756-df27-4dc9-84cf-f5eef5615a22\"], \"total_duration\": 1231.0, \"total_sessions\": 4, \"mean_week_duration\": 6.764}}, {\"43018\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-31 03:17:41.000000+00:00\", \"2019-10-04 11:29:33.000000+00:00\", \"2021-07-17 04:28:25.000000+00:00\"], \"session_ids\": [\"7f2dd493-d788-4e74-bc20-aa6e71f7b792\", \"05f10a25-ddae-472f-9fd0-43d48e8533e0\", \"b2b6327a-bb69-4f7e-849a-9244c1d4785a\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.154}}]\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[{\"63180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-07 20:04:11.000000+00:00\", \"2023-06-03 19:08:22.000000+00:00\", \"2021-01-09 02:15:22.000000+00:00\", \"2020-04-17 14:55:15.000000+00:00\"], \"session_ids\": [\"03399878-efea-42a4-970f-182c1cf8d8c3\", \"50e94785-8c9f-441e-bff0-44674e71c196\", \"99889783-25af-41fc-8362-82b0cd2c611a\", \"c043f0d0-4f68-4294-8ecb-e8e3e6a10da1\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.226}}, {\"69964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-22 07:16:17.000000+00:00\", \"2023-02-21 18:56:55.000000+00:00\", \"2019-08-28 00:42:17.000000+00:00\", \"2020-11-23 18:04:17.000000+00:00\"], \"session_ids\": [\"a14c88de-2f92-4404-8d44-5758b547cd29\", \"872f7193-89e2-4191-a71b-79d2b33589bb\", \"74be177a-f9cd-49c7-956c-6dae1ce5f9cf\", \"6107e756-df27-4dc9-84cf-f5eef5615a22\"], \"total_duration\": 1231.0, \"total_sessions\": 4, \"mean_week_duration\": 6.764}}]\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[{\"63180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-07 20:04:11.000000+00:00\", \"2023-06-03 19:08:22.000000+00:00\", \"2021-01-09 02:15:22.000000+00:00\", \"2020-04-17 14:55:15.000000+00:00\"], \"session_ids\": [\"03399878-efea-42a4-970f-182c1cf8d8c3\", \"50e94785-8c9f-441e-bff0-44674e71c196\", \"99889783-25af-41fc-8362-82b0cd2c611a\", \"c043f0d0-4f68-4294-8ecb-e8e3e6a10da1\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.226}}, {\"69964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-22 07:16:17.000000+00:00\", \"2023-02-21 18:56:55.000000+00:00\", \"2019-08-28 00:42:17.000000+00:00\", \"2020-11-23 18:04:17.000000+00:00\"], \"session_ids\": [\"a14c88de-2f92-4404-8d44-5758b547cd29\", \"872f7193-89e2-4191-a71b-79d2b33589bb\", \"74be177a-f9cd-49c7-956c-6dae1ce5f9cf\", \"6107e756-df27-4dc9-84cf-f5eef5615a22\"], \"total_duration\": 1231.0, \"total_sessions\": 4, \"mean_week_duration\": 6.764}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 8 users who have sessions summation strictly smaller than AAA and in addition put to use sorting by sum of sessions ascending."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-02 20:22:51.000000+00:00\", \"2022-03-24 17:55:37.000000+00:00\"], \"session_ids\": [\"d20af1d0-43b6-4e5a-95e0-d86eede7776f\", \"1edced2e-56ea-46fa-a5f8-a1daa9e40c36\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}, \"84104\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-09 19:27:22.000000+00:00\", \"2019-04-09 14:09:54.000000+00:00\", \"2022-05-12 00:51:48.000000+00:00\", \"2019-06-14 10:23:05.000000+00:00\"], \"session_ids\": [\"fa419d15-f6d8-4c77-8c6d-e08432f471b2\", \"848eb5fa-73cc-401b-8a1f-176f32a7f578\", \"64acafe2-e30f-42f3-975f-9c53a763a0b5\", \"58cf7de1-b524-4dc3-97c9-c2defadfbd37\"], \"total_duration\": 710.0, \"total_sessions\": 4, \"mean_week_duration\": 3.966}, \"71738\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-04 05:27:06.000000+00:00\", \"2021-04-24 22:12:57.000000+00:00\", \"2020-04-06 07:55:46.000000+00:00\"], \"session_ids\": [\"be3ea093-0526-4f46-b34e-c4ee1cf7f75b\", \"4da3e3e6-7b7d-4736-98fb-0f9c769c465a\", \"7d66ec64-c661-4d79-915f-dcd2da23f531\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 1.027}, \"64871\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-17 16:00:52.000000+00:00\", \"2022-09-29 10:34:50.000000+00:00\", \"2019-09-22 03:02:35.000000+00:00\", \"2023-01-26 23:11:30.000000+00:00\", \"2021-05-29 22:02:21.000000+00:00\", \"2022-06-08 11:13:11.000000+00:00\"], \"session_ids\": [\"c4bb7b23-d8f6-47d5-a7a0-b526b09dcb07\", \"963ba43b-6d5e-4b3b-b2bf-1c1b4b50a476\", \"2b952227-2534-4802-bcd1-28a97bfb22a0\", \"8c109306-53a3-4e6e-a6ac-d76d9f415e44\", \"fbdb0036-f580-427a-a9c3-e8298e8e67cd\", \"8d6df783-e112-425c-abff-673c02462c4c\"], \"total_duration\": 6336.0, \"total_sessions\": 6, \"mean_week_duration\": 36.206}, \"2589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-18 10:47:43.000000+00:00\", \"2019-10-12 00:24:30.000000+00:00\", \"2021-04-13 17:22:49.000000+00:00\"], \"session_ids\": [\"8831b3da-e81e-479e-968e-fa8d7b229be8\", \"ff8c4ae1-5d58-4250-bab9-067825a6cb62\", \"dd9ad104-5e7a-4399-8f8d-12a6342fc7de\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.895}, \"59365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-26 22:27:58.000000+00:00\", \"2022-10-16 03:58:52.000000+00:00\"], \"session_ids\": [\"f4be4f94-62e0-4d9c-a3ef-85da6dffd9dd\", \"6c616b60-ed28-4afd-a66a-ad0af0373a9a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}, \"77503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-01 12:37:49.000000+00:00\", \"2023-05-27 08:28:33.000000+00:00\", \"2020-05-13 13:44:16.000000+00:00\"], \"session_ids\": [\"b6be6cc7-0977-4b04-9099-7df2aebf7f6c\", \"531df3e7-2821-4120-9ffc-6690a03bb42a\", \"e5e540a2-ae99-415a-9600-9c1053eaec73\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 6.082}, \"67398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-27 16:53:25.000000+00:00\", \"2022-11-01 13:40:41.000000+00:00\"], \"session_ids\": [\"94e98685-6a25-40bb-98d1-ef60af1e95f6\", \"4a79373d-7b3e-4900-9201-be3985fdc152\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.881}, \"76439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-07 07:27:24.000000+00:00\", \"2020-02-09 01:35:31.000000+00:00\", \"2020-12-11 07:56:19.000000+00:00\"], \"session_ids\": [\"b55eaf25-857f-47ad-b060-3efe3b366ff4\", \"cf048e59-04bb-473a-a5e8-bcd0d43e6022\", \"91a48eb4-c1ef-40d0-9e1b-a070f7a01cea\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}, \"51252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-18 04:44:07.000000+00:00\", \"2022-08-18 11:57:59.000000+00:00\"], \"session_ids\": [\"61cd0418-4c98-4bb3-86e0-37c3f67a1007\", \"9e149e71-9a41-4a33-986f-4d2386d01438\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.446}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are less than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-02 20:22:51.000000+00:00\", \"2022-03-24 17:55:37.000000+00:00\"], \"session_ids\": [\"d20af1d0-43b6-4e5a-95e0-d86eede7776f\", \"1edced2e-56ea-46fa-a5f8-a1daa9e40c36\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}, \"84104\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-09 19:27:22.000000+00:00\", \"2019-04-09 14:09:54.000000+00:00\", \"2022-05-12 00:51:48.000000+00:00\", \"2019-06-14 10:23:05.000000+00:00\"], \"session_ids\": [\"fa419d15-f6d8-4c77-8c6d-e08432f471b2\", \"848eb5fa-73cc-401b-8a1f-176f32a7f578\", \"64acafe2-e30f-42f3-975f-9c53a763a0b5\", \"58cf7de1-b524-4dc3-97c9-c2defadfbd37\"], \"total_duration\": 710.0, \"total_sessions\": 4, \"mean_week_duration\": 3.966}, \"71738\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-04 05:27:06.000000+00:00\", \"2021-04-24 22:12:57.000000+00:00\", \"2020-04-06 07:55:46.000000+00:00\"], \"session_ids\": [\"be3ea093-0526-4f46-b34e-c4ee1cf7f75b\", \"4da3e3e6-7b7d-4736-98fb-0f9c769c465a\", \"7d66ec64-c661-4d79-915f-dcd2da23f531\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 1.027}, \"2589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-18 10:47:43.000000+00:00\", \"2019-10-12 00:24:30.000000+00:00\", \"2021-04-13 17:22:49.000000+00:00\"], \"session_ids\": [\"8831b3da-e81e-479e-968e-fa8d7b229be8\", \"ff8c4ae1-5d58-4250-bab9-067825a6cb62\", \"dd9ad104-5e7a-4399-8f8d-12a6342fc7de\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.895}, \"59365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-26 22:27:58.000000+00:00\", \"2022-10-16 03:58:52.000000+00:00\"], \"session_ids\": [\"f4be4f94-62e0-4d9c-a3ef-85da6dffd9dd\", \"6c616b60-ed28-4afd-a66a-ad0af0373a9a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}, \"77503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-01 12:37:49.000000+00:00\", \"2023-05-27 08:28:33.000000+00:00\", \"2020-05-13 13:44:16.000000+00:00\"], \"session_ids\": [\"b6be6cc7-0977-4b04-9099-7df2aebf7f6c\", \"531df3e7-2821-4120-9ffc-6690a03bb42a\", \"e5e540a2-ae99-415a-9600-9c1053eaec73\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 6.082}, \"67398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-27 16:53:25.000000+00:00\", \"2022-11-01 13:40:41.000000+00:00\"], \"session_ids\": [\"94e98685-6a25-40bb-98d1-ef60af1e95f6\", \"4a79373d-7b3e-4900-9201-be3985fdc152\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.881}, \"76439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-07 07:27:24.000000+00:00\", \"2020-02-09 01:35:31.000000+00:00\", \"2020-12-11 07:56:19.000000+00:00\"], \"session_ids\": [\"b55eaf25-857f-47ad-b060-3efe3b366ff4\", \"cf048e59-04bb-473a-a5e8-bcd0d43e6022\", \"91a48eb4-c1ef-40d0-9e1b-a070f7a01cea\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}, \"51252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-18 04:44:07.000000+00:00\", \"2022-08-18 11:57:59.000000+00:00\"], \"session_ids\": [\"61cd0418-4c98-4bb3-86e0-37c3f67a1007\", \"9e149e71-9a41-4a33-986f-4d2386d01438\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.446}}\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[{\"87669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-02 20:22:51.000000+00:00\", \"2022-03-24 17:55:37.000000+00:00\"], \"session_ids\": [\"d20af1d0-43b6-4e5a-95e0-d86eede7776f\", \"1edced2e-56ea-46fa-a5f8-a1daa9e40c36\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"59365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-26 22:27:58.000000+00:00\", \"2022-10-16 03:58:52.000000+00:00\"], \"session_ids\": [\"f4be4f94-62e0-4d9c-a3ef-85da6dffd9dd\", \"6c616b60-ed28-4afd-a66a-ad0af0373a9a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}}, {\"67398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-27 16:53:25.000000+00:00\", \"2022-11-01 13:40:41.000000+00:00\"], \"session_ids\": [\"94e98685-6a25-40bb-98d1-ef60af1e95f6\", \"4a79373d-7b3e-4900-9201-be3985fdc152\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.881}}, {\"51252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-18 04:44:07.000000+00:00\", \"2022-08-18 11:57:59.000000+00:00\"], \"session_ids\": [\"61cd0418-4c98-4bb3-86e0-37c3f67a1007\", \"9e149e71-9a41-4a33-986f-4d2386d01438\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.446}}, {\"71738\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-04 05:27:06.000000+00:00\", \"2021-04-24 22:12:57.000000+00:00\", \"2020-04-06 07:55:46.000000+00:00\"], \"session_ids\": [\"be3ea093-0526-4f46-b34e-c4ee1cf7f75b\", \"4da3e3e6-7b7d-4736-98fb-0f9c769c465a\", \"7d66ec64-c661-4d79-915f-dcd2da23f531\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 1.027}}, {\"2589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-18 10:47:43.000000+00:00\", \"2019-10-12 00:24:30.000000+00:00\", \"2021-04-13 17:22:49.000000+00:00\"], \"session_ids\": [\"8831b3da-e81e-479e-968e-fa8d7b229be8\", \"ff8c4ae1-5d58-4250-bab9-067825a6cb62\", \"dd9ad104-5e7a-4399-8f8d-12a6342fc7de\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.895}}, {\"77503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-01 12:37:49.000000+00:00\", \"2023-05-27 08:28:33.000000+00:00\", \"2020-05-13 13:44:16.000000+00:00\"], \"session_ids\": [\"b6be6cc7-0977-4b04-9099-7df2aebf7f6c\", \"531df3e7-2821-4120-9ffc-6690a03bb42a\", \"e5e540a2-ae99-415a-9600-9c1053eaec73\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 6.082}}, {\"76439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-07 07:27:24.000000+00:00\", \"2020-02-09 01:35:31.000000+00:00\", \"2020-12-11 07:56:19.000000+00:00\"], \"session_ids\": [\"b55eaf25-857f-47ad-b060-3efe3b366ff4\", \"cf048e59-04bb-473a-a5e8-bcd0d43e6022\", \"91a48eb4-c1ef-40d0-9e1b-a070f7a01cea\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}}, {\"84104\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-09 19:27:22.000000+00:00\", \"2019-04-09 14:09:54.000000+00:00\", \"2022-05-12 00:51:48.000000+00:00\", \"2019-06-14 10:23:05.000000+00:00\"], \"session_ids\": [\"fa419d15-f6d8-4c77-8c6d-e08432f471b2\", \"848eb5fa-73cc-401b-8a1f-176f32a7f578\", \"64acafe2-e30f-42f3-975f-9c53a763a0b5\", \"58cf7de1-b524-4dc3-97c9-c2defadfbd37\"], \"total_duration\": 710.0, \"total_sessions\": 4, \"mean_week_duration\": 3.966}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to select only 8 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"87669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-02 20:22:51.000000+00:00\", \"2022-03-24 17:55:37.000000+00:00\"], \"session_ids\": [\"d20af1d0-43b6-4e5a-95e0-d86eede7776f\", \"1edced2e-56ea-46fa-a5f8-a1daa9e40c36\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"59365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-26 22:27:58.000000+00:00\", \"2022-10-16 03:58:52.000000+00:00\"], \"session_ids\": [\"f4be4f94-62e0-4d9c-a3ef-85da6dffd9dd\", \"6c616b60-ed28-4afd-a66a-ad0af0373a9a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}}, {\"67398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-27 16:53:25.000000+00:00\", \"2022-11-01 13:40:41.000000+00:00\"], \"session_ids\": [\"94e98685-6a25-40bb-98d1-ef60af1e95f6\", \"4a79373d-7b3e-4900-9201-be3985fdc152\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.881}}, {\"51252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-18 04:44:07.000000+00:00\", \"2022-08-18 11:57:59.000000+00:00\"], \"session_ids\": [\"61cd0418-4c98-4bb3-86e0-37c3f67a1007\", \"9e149e71-9a41-4a33-986f-4d2386d01438\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.446}}, {\"71738\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-04 05:27:06.000000+00:00\", \"2021-04-24 22:12:57.000000+00:00\", \"2020-04-06 07:55:46.000000+00:00\"], \"session_ids\": [\"be3ea093-0526-4f46-b34e-c4ee1cf7f75b\", \"4da3e3e6-7b7d-4736-98fb-0f9c769c465a\", \"7d66ec64-c661-4d79-915f-dcd2da23f531\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 1.027}}, {\"2589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-18 10:47:43.000000+00:00\", \"2019-10-12 00:24:30.000000+00:00\", \"2021-04-13 17:22:49.000000+00:00\"], \"session_ids\": [\"8831b3da-e81e-479e-968e-fa8d7b229be8\", \"ff8c4ae1-5d58-4250-bab9-067825a6cb62\", \"dd9ad104-5e7a-4399-8f8d-12a6342fc7de\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.895}}, {\"77503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-01 12:37:49.000000+00:00\", \"2023-05-27 08:28:33.000000+00:00\", \"2020-05-13 13:44:16.000000+00:00\"], \"session_ids\": [\"b6be6cc7-0977-4b04-9099-7df2aebf7f6c\", \"531df3e7-2821-4120-9ffc-6690a03bb42a\", \"e5e540a2-ae99-415a-9600-9c1053eaec73\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 6.082}}, {\"76439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-07 07:27:24.000000+00:00\", \"2020-02-09 01:35:31.000000+00:00\", \"2020-12-11 07:56:19.000000+00:00\"], \"session_ids\": [\"b55eaf25-857f-47ad-b060-3efe3b366ff4\", \"cf048e59-04bb-473a-a5e8-bcd0d43e6022\", \"91a48eb4-c1ef-40d0-9e1b-a070f7a01cea\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}}]\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[{\"87669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-02 20:22:51.000000+00:00\", \"2022-03-24 17:55:37.000000+00:00\"], \"session_ids\": [\"d20af1d0-43b6-4e5a-95e0-d86eede7776f\", \"1edced2e-56ea-46fa-a5f8-a1daa9e40c36\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"59365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-26 22:27:58.000000+00:00\", \"2022-10-16 03:58:52.000000+00:00\"], \"session_ids\": [\"f4be4f94-62e0-4d9c-a3ef-85da6dffd9dd\", \"6c616b60-ed28-4afd-a66a-ad0af0373a9a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}}, {\"67398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-27 16:53:25.000000+00:00\", \"2022-11-01 13:40:41.000000+00:00\"], \"session_ids\": [\"94e98685-6a25-40bb-98d1-ef60af1e95f6\", \"4a79373d-7b3e-4900-9201-be3985fdc152\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.881}}, {\"51252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-18 04:44:07.000000+00:00\", \"2022-08-18 11:57:59.000000+00:00\"], \"session_ids\": [\"61cd0418-4c98-4bb3-86e0-37c3f67a1007\", \"9e149e71-9a41-4a33-986f-4d2386d01438\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.446}}, {\"71738\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-04 05:27:06.000000+00:00\", \"2021-04-24 22:12:57.000000+00:00\", \"2020-04-06 07:55:46.000000+00:00\"], \"session_ids\": [\"be3ea093-0526-4f46-b34e-c4ee1cf7f75b\", \"4da3e3e6-7b7d-4736-98fb-0f9c769c465a\", \"7d66ec64-c661-4d79-915f-dcd2da23f531\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 1.027}}, {\"2589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-18 10:47:43.000000+00:00\", \"2019-10-12 00:24:30.000000+00:00\", \"2021-04-13 17:22:49.000000+00:00\"], \"session_ids\": [\"8831b3da-e81e-479e-968e-fa8d7b229be8\", \"ff8c4ae1-5d58-4250-bab9-067825a6cb62\", \"dd9ad104-5e7a-4399-8f8d-12a6342fc7de\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.895}}, {\"77503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-01 12:37:49.000000+00:00\", \"2023-05-27 08:28:33.000000+00:00\", \"2020-05-13 13:44:16.000000+00:00\"], \"session_ids\": [\"b6be6cc7-0977-4b04-9099-7df2aebf7f6c\", \"531df3e7-2821-4120-9ffc-6690a03bb42a\", \"e5e540a2-ae99-415a-9600-9c1053eaec73\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 6.082}}, {\"76439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-07 07:27:24.000000+00:00\", \"2020-02-09 01:35:31.000000+00:00\", \"2020-12-11 07:56:19.000000+00:00\"], \"session_ids\": [\"b55eaf25-857f-47ad-b060-3efe3b366ff4\", \"cf048e59-04bb-473a-a5e8-bcd0d43e6022\", \"91a48eb4-c1ef-40d0-9e1b-a070f7a01cea\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 6 users whose all sessions quantity is smaller than 3 plus do sorting by town center name desc."
},
{
"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{\"46044\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-28 20:02:21.000000+00:00\", \"2022-01-19 19:05:05.000000+00:00\"], \"session_ids\": [\"f0756d14-1e3d-43c4-9d8c-99f77964ea7f\", \"19a21d37-d7e6-44cf-a967-209101ea88c8\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 13.5}, \"25591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-25 09:54:51.000000+00:00\", \"2019-02-03 02:51:41.000000+00:00\", \"2022-10-17 12:59:21.000000+00:00\"], \"session_ids\": [\"af2a04fe-732f-490b-8697-4433cfec4f51\", \"ffe0f9f8-43f9-466b-84f2-efed170173d6\", \"df704417-c735-41d7-80a2-269f037471b6\"], \"total_duration\": 821.0, \"total_sessions\": 3, \"mean_week_duration\": 4.232}, \"19342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-10 19:14:53.000000+00:00\", \"2022-02-17 03:14:37.000000+00:00\", \"2022-10-15 20:47:01.000000+00:00\", \"2021-11-02 16:12:44.000000+00:00\", \"2020-04-27 10:43:15.000000+00:00\", \"2020-07-09 06:18:44.000000+00:00\", \"2021-07-30 06:26:30.000000+00:00\", \"2019-08-21 14:05:59.000000+00:00\"], \"session_ids\": [\"0b10dac4-ffcc-45e4-9683-f2f2856ed92f\", \"fc402ff6-fd56-4bb4-a036-82d4ca099fb0\", \"d5401ef5-84ba-4179-b705-78489461609e\", \"3e337bf7-b4f6-4569-88e2-9ecc095f8e21\", \"32f52c6e-5641-4e1e-be8f-447e206ff2bd\", \"2aa57fa9-4e46-4cce-862c-65dda62eddb2\", \"cdd6975a-03ac-4cbe-9900-8c96cb9cdc91\", \"4c8992a2-3cac-4f90-9a55-ad122c418d5b\"], \"total_duration\": 9830.0, \"total_sessions\": 8, \"mean_week_duration\": 59.576}, \"57354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-16 09:07:40.000000+00:00\", \"2022-10-28 04:04:06.000000+00:00\", \"2022-01-25 02:01:26.000000+00:00\", \"2022-09-28 20:15:08.000000+00:00\", \"2022-08-06 08:50:29.000000+00:00\", \"2022-01-07 03:51:04.000000+00:00\", \"2022-11-14 08:20:17.000000+00:00\", \"2021-05-09 07:34:23.000000+00:00\", \"2019-07-20 22:32:13.000000+00:00\"], \"session_ids\": [\"7881b304-7964-4204-b3d8-2aa2a6950780\", \"12bd177f-d439-4f1f-bd55-2ecbab46b804\", \"255a95c0-a504-4be2-9846-dfb1c730fa69\", \"36a3bd39-c1f7-43ec-b0d9-a6550ac51560\", \"ca83181e-594a-421f-a48b-91f9bd2b86f2\", \"83bbcaa1-0848-4ff6-b86b-3e0aec835705\", \"8de6d637-a682-4164-8096-8efb57869478\", \"500798f3-8ac4-4d93-b343-4552a6519f37\", \"4ed06686-ccd2-4332-ad9c-b80a1d746221\"], \"total_duration\": 245.0, \"total_sessions\": 9, \"mean_week_duration\": 1.408}, \"27594\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-12-04 20:15:18.000000+00:00\", \"2020-10-07 23:39:17.000000+00:00\"], \"session_ids\": [\"3b6c6ee9-3133-45a1-87c7-9eac1c2ffa2b\", \"cdcbb4ff-6a84-408a-a778-e0254f04ab91\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}, \"35787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-18 18:41:07.000000+00:00\", \"2019-06-09 21:58:12.000000+00:00\"], \"session_ids\": [\"6fef3ed4-d2c8-4fe9-9266-e72ecc63216b\", \"9ee36cf6-9e5a-4f29-b7cc-c081ae983ede\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}, \"56514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-17 09:56:57.000000+00:00\", \"2022-01-16 04:23:25.000000+00:00\"], \"session_ids\": [\"ac3f0ace-e7d5-4e90-8ce6-25f8721fdedf\", \"0a3f1642-e7e1-4d0b-9ea2-680000900fe3\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.812}, \"12220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-10 22:45:36.000000+00:00\", \"2020-07-20 00:27:37.000000+00:00\", \"2021-02-03 11:46:49.000000+00:00\"], \"session_ids\": [\"4bc2c0ad-af57-4e1b-8114-19f84d0a7e0f\", \"c6be5fdd-8c86-4802-ad04-992743ef9cd7\", \"0b112855-6461-4de7-8b9a-e3af9f2679c8\"], \"total_duration\": 283.0, \"total_sessions\": 3, \"mean_week_duration\": 3.144}, \"8534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:47:23.000000+00:00\", \"2019-06-06 09:21:18.000000+00:00\"], \"session_ids\": [\"ec9dc807-9f8b-4961-9d37-a3997ef4381e\", \"a113dc2d-5cc1-4019-8cae-d8016de95603\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.1}, \"9514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-06-20 14:29:54.000000+00:00\", \"2020-12-15 03:45:26.000000+00:00\"], \"session_ids\": [\"885841a3-b6c1-4fe3-a43e-4621b252827f\", \"be5ecf4f-d2a0-47d4-a3aa-48ac8cb3275b\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 3"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"46044\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-28 20:02:21.000000+00:00\", \"2022-01-19 19:05:05.000000+00:00\"], \"session_ids\": [\"f0756d14-1e3d-43c4-9d8c-99f77964ea7f\", \"19a21d37-d7e6-44cf-a967-209101ea88c8\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 13.5}, \"25591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-25 09:54:51.000000+00:00\", \"2019-02-03 02:51:41.000000+00:00\", \"2022-10-17 12:59:21.000000+00:00\"], \"session_ids\": [\"af2a04fe-732f-490b-8697-4433cfec4f51\", \"ffe0f9f8-43f9-466b-84f2-efed170173d6\", \"df704417-c735-41d7-80a2-269f037471b6\"], \"total_duration\": 821.0, \"total_sessions\": 3, \"mean_week_duration\": 4.232}, \"27594\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-12-04 20:15:18.000000+00:00\", \"2020-10-07 23:39:17.000000+00:00\"], \"session_ids\": [\"3b6c6ee9-3133-45a1-87c7-9eac1c2ffa2b\", \"cdcbb4ff-6a84-408a-a778-e0254f04ab91\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}, \"35787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-18 18:41:07.000000+00:00\", \"2019-06-09 21:58:12.000000+00:00\"], \"session_ids\": [\"6fef3ed4-d2c8-4fe9-9266-e72ecc63216b\", \"9ee36cf6-9e5a-4f29-b7cc-c081ae983ede\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}, \"56514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-17 09:56:57.000000+00:00\", \"2022-01-16 04:23:25.000000+00:00\"], \"session_ids\": [\"ac3f0ace-e7d5-4e90-8ce6-25f8721fdedf\", \"0a3f1642-e7e1-4d0b-9ea2-680000900fe3\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.812}, \"12220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-10 22:45:36.000000+00:00\", \"2020-07-20 00:27:37.000000+00:00\", \"2021-02-03 11:46:49.000000+00:00\"], \"session_ids\": [\"4bc2c0ad-af57-4e1b-8114-19f84d0a7e0f\", \"c6be5fdd-8c86-4802-ad04-992743ef9cd7\", \"0b112855-6461-4de7-8b9a-e3af9f2679c8\"], \"total_duration\": 283.0, \"total_sessions\": 3, \"mean_week_duration\": 3.144}, \"8534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:47:23.000000+00:00\", \"2019-06-06 09:21:18.000000+00:00\"], \"session_ids\": [\"ec9dc807-9f8b-4961-9d37-a3997ef4381e\", \"a113dc2d-5cc1-4019-8cae-d8016de95603\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.1}, \"9514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-06-20 14:29:54.000000+00:00\", \"2020-12-15 03:45:26.000000+00:00\"], \"session_ids\": [\"885841a3-b6c1-4fe3-a43e-4621b252827f\", \"be5ecf4f-d2a0-47d4-a3aa-48ac8cb3275b\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"8534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:47:23.000000+00:00\", \"2019-06-06 09:21:18.000000+00:00\"], \"session_ids\": [\"ec9dc807-9f8b-4961-9d37-a3997ef4381e\", \"a113dc2d-5cc1-4019-8cae-d8016de95603\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.1}}, {\"35787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-18 18:41:07.000000+00:00\", \"2019-06-09 21:58:12.000000+00:00\"], \"session_ids\": [\"6fef3ed4-d2c8-4fe9-9266-e72ecc63216b\", \"9ee36cf6-9e5a-4f29-b7cc-c081ae983ede\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}}, {\"46044\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-28 20:02:21.000000+00:00\", \"2022-01-19 19:05:05.000000+00:00\"], \"session_ids\": [\"f0756d14-1e3d-43c4-9d8c-99f77964ea7f\", \"19a21d37-d7e6-44cf-a967-209101ea88c8\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 13.5}}, {\"12220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-10 22:45:36.000000+00:00\", \"2020-07-20 00:27:37.000000+00:00\", \"2021-02-03 11:46:49.000000+00:00\"], \"session_ids\": [\"4bc2c0ad-af57-4e1b-8114-19f84d0a7e0f\", \"c6be5fdd-8c86-4802-ad04-992743ef9cd7\", \"0b112855-6461-4de7-8b9a-e3af9f2679c8\"], \"total_duration\": 283.0, \"total_sessions\": 3, \"mean_week_duration\": 3.144}}, {\"9514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-06-20 14:29:54.000000+00:00\", \"2020-12-15 03:45:26.000000+00:00\"], \"session_ids\": [\"885841a3-b6c1-4fe3-a43e-4621b252827f\", \"be5ecf4f-d2a0-47d4-a3aa-48ac8cb3275b\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}}, {\"27594\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-12-04 20:15:18.000000+00:00\", \"2020-10-07 23:39:17.000000+00:00\"], \"session_ids\": [\"3b6c6ee9-3133-45a1-87c7-9eac1c2ffa2b\", \"cdcbb4ff-6a84-408a-a778-e0254f04ab91\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}, {\"25591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-25 09:54:51.000000+00:00\", \"2019-02-03 02:51:41.000000+00:00\", \"2022-10-17 12:59:21.000000+00:00\"], \"session_ids\": [\"af2a04fe-732f-490b-8697-4433cfec4f51\", \"ffe0f9f8-43f9-466b-84f2-efed170173d6\", \"df704417-c735-41d7-80a2-269f037471b6\"], \"total_duration\": 821.0, \"total_sessions\": 3, \"mean_week_duration\": 4.232}}, {\"56514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-17 09:56:57.000000+00:00\", \"2022-01-16 04:23:25.000000+00:00\"], \"session_ids\": [\"ac3f0ace-e7d5-4e90-8ce6-25f8721fdedf\", \"0a3f1642-e7e1-4d0b-9ea2-680000900fe3\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.812}}]\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[{\"8534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:47:23.000000+00:00\", \"2019-06-06 09:21:18.000000+00:00\"], \"session_ids\": [\"ec9dc807-9f8b-4961-9d37-a3997ef4381e\", \"a113dc2d-5cc1-4019-8cae-d8016de95603\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.1}}, {\"35787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-18 18:41:07.000000+00:00\", \"2019-06-09 21:58:12.000000+00:00\"], \"session_ids\": [\"6fef3ed4-d2c8-4fe9-9266-e72ecc63216b\", \"9ee36cf6-9e5a-4f29-b7cc-c081ae983ede\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}}, {\"46044\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-28 20:02:21.000000+00:00\", \"2022-01-19 19:05:05.000000+00:00\"], \"session_ids\": [\"f0756d14-1e3d-43c4-9d8c-99f77964ea7f\", \"19a21d37-d7e6-44cf-a967-209101ea88c8\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 13.5}}, {\"12220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-10 22:45:36.000000+00:00\", \"2020-07-20 00:27:37.000000+00:00\", \"2021-02-03 11:46:49.000000+00:00\"], \"session_ids\": [\"4bc2c0ad-af57-4e1b-8114-19f84d0a7e0f\", \"c6be5fdd-8c86-4802-ad04-992743ef9cd7\", \"0b112855-6461-4de7-8b9a-e3af9f2679c8\"], \"total_duration\": 283.0, \"total_sessions\": 3, \"mean_week_duration\": 3.144}}, {\"9514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-06-20 14:29:54.000000+00:00\", \"2020-12-15 03:45:26.000000+00:00\"], \"session_ids\": [\"885841a3-b6c1-4fe3-a43e-4621b252827f\", \"be5ecf4f-d2a0-47d4-a3aa-48ac8cb3275b\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}}, {\"27594\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-12-04 20:15:18.000000+00:00\", \"2020-10-07 23:39:17.000000+00:00\"], \"session_ids\": [\"3b6c6ee9-3133-45a1-87c7-9eac1c2ffa2b\", \"cdcbb4ff-6a84-408a-a778-e0254f04ab91\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}]\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[{\"8534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:47:23.000000+00:00\", \"2019-06-06 09:21:18.000000+00:00\"], \"session_ids\": [\"ec9dc807-9f8b-4961-9d37-a3997ef4381e\", \"a113dc2d-5cc1-4019-8cae-d8016de95603\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.1}}, {\"35787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-18 18:41:07.000000+00:00\", \"2019-06-09 21:58:12.000000+00:00\"], \"session_ids\": [\"6fef3ed4-d2c8-4fe9-9266-e72ecc63216b\", \"9ee36cf6-9e5a-4f29-b7cc-c081ae983ede\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}}, {\"46044\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-28 20:02:21.000000+00:00\", \"2022-01-19 19:05:05.000000+00:00\"], \"session_ids\": [\"f0756d14-1e3d-43c4-9d8c-99f77964ea7f\", \"19a21d37-d7e6-44cf-a967-209101ea88c8\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 13.5}}, {\"12220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-10 22:45:36.000000+00:00\", \"2020-07-20 00:27:37.000000+00:00\", \"2021-02-03 11:46:49.000000+00:00\"], \"session_ids\": [\"4bc2c0ad-af57-4e1b-8114-19f84d0a7e0f\", \"c6be5fdd-8c86-4802-ad04-992743ef9cd7\", \"0b112855-6461-4de7-8b9a-e3af9f2679c8\"], \"total_duration\": 283.0, \"total_sessions\": 3, \"mean_week_duration\": 3.144}}, {\"9514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-06-20 14:29:54.000000+00:00\", \"2020-12-15 03:45:26.000000+00:00\"], \"session_ids\": [\"885841a3-b6c1-4fe3-a43e-4621b252827f\", \"be5ecf4f-d2a0-47d4-a3aa-48ac8cb3275b\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}}, {\"27594\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-12-04 20:15:18.000000+00:00\", \"2020-10-07 23:39:17.000000+00:00\"], \"session_ids\": [\"3b6c6ee9-3133-45a1-87c7-9eac1c2ffa2b\", \"cdcbb4ff-6a84-408a-a778-e0254f04ab91\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me 6 users who have time spent on the site strictly smaller than 1929 , do sorting by time in app ascendingly."
},
{
"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{\"5009\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-01 06:26:33.000000+00:00\", \"2021-08-20 03:20:16.000000+00:00\", \"2019-11-25 01:34:34.000000+00:00\"], \"session_ids\": [\"86665dcd-abc0-4c37-ad8b-5d27da2e43ae\", \"81cfb777-4750-482c-82a8-105e1eb8c2de\", \"bb095d85-6e8d-437f-953e-24a1ea8a6371\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 7.304}, \"73228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-17 12:35:03.000000+00:00\", \"2021-01-06 19:41:41.000000+00:00\", \"2023-05-27 02:00:24.000000+00:00\", \"2020-09-01 04:22:17.000000+00:00\", \"2021-09-22 11:38:48.000000+00:00\", \"2022-10-21 21:21:08.000000+00:00\", \"2021-07-25 18:57:40.000000+00:00\", \"2019-05-22 23:17:51.000000+00:00\", \"2021-04-15 21:30:57.000000+00:00\"], \"session_ids\": [\"9a73efe5-eb13-4476-80b6-de64c8d11144\", \"273a13f0-79dd-4ab3-adcf-97f94483916d\", \"93e4e2d2-6faf-41ab-af57-6dc393d0ce2c\", \"643b4cd0-9970-41f1-b779-e53878fab564\", \"e0692d32-8180-415e-b038-fe586cbb9ac9\", \"16ffd4e5-06c7-4b0c-9cc7-17795d989145\", \"77c8ce75-a705-4ce4-8e6a-c31b6c89131c\", \"4358b5d2-aef4-4e28-bb50-139e298ef76c\", \"4085918e-21d7-4713-8288-43f24d328872\"], \"total_duration\": 9729.0, \"total_sessions\": 9, \"mean_week_duration\": 46.329}, \"26494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-19 10:08:31.000000+00:00\", \"2020-07-25 18:34:41.000000+00:00\"], \"session_ids\": [\"5378a646-f412-4af7-a5eb-2a27fcaef670\", \"f914bd30-04c6-485d-9616-2e091aa99840\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}, \"26261\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-24 10:14:19.000000+00:00\", \"2020-09-28 20:25:58.000000+00:00\"], \"session_ids\": [\"fbac1b65-1182-4422-bb12-4e164aed0f72\", \"705a4583-d0f5-4053-9dfa-c15a5150038a\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.912}, \"4501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-07 00:41:23.000000+00:00\", \"2020-05-08 05:29:45.000000+00:00\", \"2020-09-28 20:51:54.000000+00:00\", \"2023-01-04 23:37:00.000000+00:00\"], \"session_ids\": [\"8bcbd915-a71e-4837-904a-b08be66852af\", \"4edb09bb-3267-493e-849f-d9ae4d5bace8\", \"654cd373-27de-4116-9be9-de98fdf99069\", \"b368f13e-a228-4e7c-af76-244a1f243967\"], \"total_duration\": 1498.0, \"total_sessions\": 4, \"mean_week_duration\": 9.541}, \"49284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-31 17:41:44.000000+00:00\", \"2020-11-18 10:21:58.000000+00:00\", \"2021-06-11 22:21:16.000000+00:00\", \"2019-05-18 08:27:51.000000+00:00\", \"2020-05-09 02:04:43.000000+00:00\"], \"session_ids\": [\"d6ef1b4f-b287-4f76-8bcf-bc166669f629\", \"07857d52-1ec4-472a-9edc-9f29d1ee42aa\", \"578ada4a-d3ab-4c69-aacd-2e03f7f26d80\", \"6aa6f63a-4685-488f-8068-dca237f8d963\", \"985b8efd-31f7-4454-baa7-2e4cdeb96f7f\"], \"total_duration\": 847.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}, \"77781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-01-19 19:40:00.000000+00:00\", \"2019-01-05 16:32:31.000000+00:00\"], \"session_ids\": [\"c27ffb32-ad00-49cd-a601-82401211df55\", \"3c44e7ba-3b55-4bb9-9dac-46ad90d71a9c\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 175.5}, \"34709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-11 23:41:58.000000+00:00\", \"2019-02-02 06:19:27.000000+00:00\"], \"session_ids\": [\"5595f0e0-6480-4426-9ee2-f1641ea5afc1\", \"f1b64d07-e443-4ad9-8b4d-b1c3fef01ac0\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.557}, \"77798\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-27 01:25:06.000000+00:00\", \"2022-01-17 19:46:53.000000+00:00\", \"2021-07-20 18:19:42.000000+00:00\"], \"session_ids\": [\"4dabac7d-aba8-46a7-ac38-657d74ef5fe5\", \"6bc2badf-d9e8-4c9b-8c63-5641579d8798\", \"d02aa57e-f5b1-40da-a6b5-9128c0432179\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 2.372}, \"82529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-26 17:49:39.000000+00:00\", \"2022-07-22 02:13:42.000000+00:00\"], \"session_ids\": [\"6c6fbfe7-9f76-4078-b8b1-f4a6e015e251\", \"e55beccd-1fb2-4488-9e13-b13455d37f83\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 15.706}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are less than 1929"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1929, 3784]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5009\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-01 06:26:33.000000+00:00\", \"2021-08-20 03:20:16.000000+00:00\", \"2019-11-25 01:34:34.000000+00:00\"], \"session_ids\": [\"86665dcd-abc0-4c37-ad8b-5d27da2e43ae\", \"81cfb777-4750-482c-82a8-105e1eb8c2de\", \"bb095d85-6e8d-437f-953e-24a1ea8a6371\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 7.304}, \"26494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-19 10:08:31.000000+00:00\", \"2020-07-25 18:34:41.000000+00:00\"], \"session_ids\": [\"5378a646-f412-4af7-a5eb-2a27fcaef670\", \"f914bd30-04c6-485d-9616-2e091aa99840\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}, \"26261\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-24 10:14:19.000000+00:00\", \"2020-09-28 20:25:58.000000+00:00\"], \"session_ids\": [\"fbac1b65-1182-4422-bb12-4e164aed0f72\", \"705a4583-d0f5-4053-9dfa-c15a5150038a\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.912}, \"4501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-07 00:41:23.000000+00:00\", \"2020-05-08 05:29:45.000000+00:00\", \"2020-09-28 20:51:54.000000+00:00\", \"2023-01-04 23:37:00.000000+00:00\"], \"session_ids\": [\"8bcbd915-a71e-4837-904a-b08be66852af\", \"4edb09bb-3267-493e-849f-d9ae4d5bace8\", \"654cd373-27de-4116-9be9-de98fdf99069\", \"b368f13e-a228-4e7c-af76-244a1f243967\"], \"total_duration\": 1498.0, \"total_sessions\": 4, \"mean_week_duration\": 9.541}, \"49284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-31 17:41:44.000000+00:00\", \"2020-11-18 10:21:58.000000+00:00\", \"2021-06-11 22:21:16.000000+00:00\", \"2019-05-18 08:27:51.000000+00:00\", \"2020-05-09 02:04:43.000000+00:00\"], \"session_ids\": [\"d6ef1b4f-b287-4f76-8bcf-bc166669f629\", \"07857d52-1ec4-472a-9edc-9f29d1ee42aa\", \"578ada4a-d3ab-4c69-aacd-2e03f7f26d80\", \"6aa6f63a-4685-488f-8068-dca237f8d963\", \"985b8efd-31f7-4454-baa7-2e4cdeb96f7f\"], \"total_duration\": 847.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}, \"77781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-01-19 19:40:00.000000+00:00\", \"2019-01-05 16:32:31.000000+00:00\"], \"session_ids\": [\"c27ffb32-ad00-49cd-a601-82401211df55\", \"3c44e7ba-3b55-4bb9-9dac-46ad90d71a9c\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 175.5}, \"34709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-11 23:41:58.000000+00:00\", \"2019-02-02 06:19:27.000000+00:00\"], \"session_ids\": [\"5595f0e0-6480-4426-9ee2-f1641ea5afc1\", \"f1b64d07-e443-4ad9-8b4d-b1c3fef01ac0\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.557}, \"77798\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-27 01:25:06.000000+00:00\", \"2022-01-17 19:46:53.000000+00:00\", \"2021-07-20 18:19:42.000000+00:00\"], \"session_ids\": [\"4dabac7d-aba8-46a7-ac38-657d74ef5fe5\", \"6bc2badf-d9e8-4c9b-8c63-5641579d8798\", \"d02aa57e-f5b1-40da-a6b5-9128c0432179\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 2.372}, \"82529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-26 17:49:39.000000+00:00\", \"2022-07-22 02:13:42.000000+00:00\"], \"session_ids\": [\"6c6fbfe7-9f76-4078-b8b1-f4a6e015e251\", \"e55beccd-1fb2-4488-9e13-b13455d37f83\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 15.706}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"26494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-19 10:08:31.000000+00:00\", \"2020-07-25 18:34:41.000000+00:00\"], \"session_ids\": [\"5378a646-f412-4af7-a5eb-2a27fcaef670\", \"f914bd30-04c6-485d-9616-2e091aa99840\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}}, {\"34709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-11 23:41:58.000000+00:00\", \"2019-02-02 06:19:27.000000+00:00\"], \"session_ids\": [\"5595f0e0-6480-4426-9ee2-f1641ea5afc1\", \"f1b64d07-e443-4ad9-8b4d-b1c3fef01ac0\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.557}}, {\"77798\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-27 01:25:06.000000+00:00\", \"2022-01-17 19:46:53.000000+00:00\", \"2021-07-20 18:19:42.000000+00:00\"], \"session_ids\": [\"4dabac7d-aba8-46a7-ac38-657d74ef5fe5\", \"6bc2badf-d9e8-4c9b-8c63-5641579d8798\", \"d02aa57e-f5b1-40da-a6b5-9128c0432179\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 2.372}}, {\"26261\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-24 10:14:19.000000+00:00\", \"2020-09-28 20:25:58.000000+00:00\"], \"session_ids\": [\"fbac1b65-1182-4422-bb12-4e164aed0f72\", \"705a4583-d0f5-4053-9dfa-c15a5150038a\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.912}}, {\"82529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-26 17:49:39.000000+00:00\", \"2022-07-22 02:13:42.000000+00:00\"], \"session_ids\": [\"6c6fbfe7-9f76-4078-b8b1-f4a6e015e251\", \"e55beccd-1fb2-4488-9e13-b13455d37f83\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 15.706}}, {\"77781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-01-19 19:40:00.000000+00:00\", \"2019-01-05 16:32:31.000000+00:00\"], \"session_ids\": [\"c27ffb32-ad00-49cd-a601-82401211df55\", \"3c44e7ba-3b55-4bb9-9dac-46ad90d71a9c\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 175.5}}, {\"49284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-31 17:41:44.000000+00:00\", \"2020-11-18 10:21:58.000000+00:00\", \"2021-06-11 22:21:16.000000+00:00\", \"2019-05-18 08:27:51.000000+00:00\", \"2020-05-09 02:04:43.000000+00:00\"], \"session_ids\": [\"d6ef1b4f-b287-4f76-8bcf-bc166669f629\", \"07857d52-1ec4-472a-9edc-9f29d1ee42aa\", \"578ada4a-d3ab-4c69-aacd-2e03f7f26d80\", \"6aa6f63a-4685-488f-8068-dca237f8d963\", \"985b8efd-31f7-4454-baa7-2e4cdeb96f7f\"], \"total_duration\": 847.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}}, {\"5009\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-01 06:26:33.000000+00:00\", \"2021-08-20 03:20:16.000000+00:00\", \"2019-11-25 01:34:34.000000+00:00\"], \"session_ids\": [\"86665dcd-abc0-4c37-ad8b-5d27da2e43ae\", \"81cfb777-4750-482c-82a8-105e1eb8c2de\", \"bb095d85-6e8d-437f-953e-24a1ea8a6371\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 7.304}}, {\"4501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-07 00:41:23.000000+00:00\", \"2020-05-08 05:29:45.000000+00:00\", \"2020-09-28 20:51:54.000000+00:00\", \"2023-01-04 23:37:00.000000+00:00\"], \"session_ids\": [\"8bcbd915-a71e-4837-904a-b08be66852af\", \"4edb09bb-3267-493e-849f-d9ae4d5bace8\", \"654cd373-27de-4116-9be9-de98fdf99069\", \"b368f13e-a228-4e7c-af76-244a1f243967\"], \"total_duration\": 1498.0, \"total_sessions\": 4, \"mean_week_duration\": 9.541}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"26494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-19 10:08:31.000000+00:00\", \"2020-07-25 18:34:41.000000+00:00\"], \"session_ids\": [\"5378a646-f412-4af7-a5eb-2a27fcaef670\", \"f914bd30-04c6-485d-9616-2e091aa99840\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}}, {\"34709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-11 23:41:58.000000+00:00\", \"2019-02-02 06:19:27.000000+00:00\"], \"session_ids\": [\"5595f0e0-6480-4426-9ee2-f1641ea5afc1\", \"f1b64d07-e443-4ad9-8b4d-b1c3fef01ac0\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.557}}, {\"77798\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-27 01:25:06.000000+00:00\", \"2022-01-17 19:46:53.000000+00:00\", \"2021-07-20 18:19:42.000000+00:00\"], \"session_ids\": [\"4dabac7d-aba8-46a7-ac38-657d74ef5fe5\", \"6bc2badf-d9e8-4c9b-8c63-5641579d8798\", \"d02aa57e-f5b1-40da-a6b5-9128c0432179\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 2.372}}, {\"26261\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-24 10:14:19.000000+00:00\", \"2020-09-28 20:25:58.000000+00:00\"], \"session_ids\": [\"fbac1b65-1182-4422-bb12-4e164aed0f72\", \"705a4583-d0f5-4053-9dfa-c15a5150038a\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.912}}, {\"82529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-26 17:49:39.000000+00:00\", \"2022-07-22 02:13:42.000000+00:00\"], \"session_ids\": [\"6c6fbfe7-9f76-4078-b8b1-f4a6e015e251\", \"e55beccd-1fb2-4488-9e13-b13455d37f83\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 15.706}}, {\"77781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-01-19 19:40:00.000000+00:00\", \"2019-01-05 16:32:31.000000+00:00\"], \"session_ids\": [\"c27ffb32-ad00-49cd-a601-82401211df55\", \"3c44e7ba-3b55-4bb9-9dac-46ad90d71a9c\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 175.5}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to close out that task and provide the requester with the obtained data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"26494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-19 10:08:31.000000+00:00\", \"2020-07-25 18:34:41.000000+00:00\"], \"session_ids\": [\"5378a646-f412-4af7-a5eb-2a27fcaef670\", \"f914bd30-04c6-485d-9616-2e091aa99840\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}}, {\"34709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-11 23:41:58.000000+00:00\", \"2019-02-02 06:19:27.000000+00:00\"], \"session_ids\": [\"5595f0e0-6480-4426-9ee2-f1641ea5afc1\", \"f1b64d07-e443-4ad9-8b4d-b1c3fef01ac0\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.557}}, {\"77798\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-27 01:25:06.000000+00:00\", \"2022-01-17 19:46:53.000000+00:00\", \"2021-07-20 18:19:42.000000+00:00\"], \"session_ids\": [\"4dabac7d-aba8-46a7-ac38-657d74ef5fe5\", \"6bc2badf-d9e8-4c9b-8c63-5641579d8798\", \"d02aa57e-f5b1-40da-a6b5-9128c0432179\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 2.372}}, {\"26261\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-24 10:14:19.000000+00:00\", \"2020-09-28 20:25:58.000000+00:00\"], \"session_ids\": [\"fbac1b65-1182-4422-bb12-4e164aed0f72\", \"705a4583-d0f5-4053-9dfa-c15a5150038a\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.912}}, {\"82529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-26 17:49:39.000000+00:00\", \"2022-07-22 02:13:42.000000+00:00\"], \"session_ids\": [\"6c6fbfe7-9f76-4078-b8b1-f4a6e015e251\", \"e55beccd-1fb2-4488-9e13-b13455d37f83\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 15.706}}, {\"77781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-01-19 19:40:00.000000+00:00\", \"2019-01-05 16:32:31.000000+00:00\"], \"session_ids\": [\"c27ffb32-ad00-49cd-a601-82401211df55\", \"3c44e7ba-3b55-4bb9-9dac-46ad90d71a9c\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 175.5}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the 5 users whose sum of duration is strictly greater than 914 and less than 3620 , and do sorting by town name form the lowest value to the highest value."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"88402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-05 01:24:26.000000+00:00\", \"2019-12-14 13:19:40.000000+00:00\", \"2023-03-30 04:55:41.000000+00:00\"], \"session_ids\": [\"b6061dcc-1bae-4d43-8982-bee4ebcec7fe\", \"4c0f944c-c0ea-4dfd-a7ac-86c3ecb952b3\", \"0f1cece9-abef-4819-a783-3a9e77e82645\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.301}, \"5238\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-09 21:31:59.000000+00:00\", \"2019-04-17 18:25:25.000000+00:00\"], \"session_ids\": [\"96d97557-3f80-4897-862b-eaf943c53349\", \"fa43bf49-f832-4bd0-93a3-74977b661aca\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.192}, \"26269\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-02 07:32:50.000000+00:00\", \"2020-07-31 01:56:53.000000+00:00\"], \"session_ids\": [\"29051c8a-1eea-414c-b842-6c2c4ec7f808\", \"6ef75fee-cec8-4f09-8f44-5033111ac68e\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.229}, \"97594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-08-03 05:08:39.000000+00:00\", \"2022-09-27 12:28:28.000000+00:00\", \"2023-02-21 17:40:02.000000+00:00\"], \"session_ids\": [\"88f123f8-fa7e-4ebd-a99a-6577d4b31c07\", \"7259dfa0-42d5-4fe0-8054-0691512d9537\", \"e2844cec-7255-47fa-aa4e-9ed256b8d372\"], \"total_duration\": 854.0, \"total_sessions\": 3, \"mean_week_duration\": 29.448}, \"40416\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-02 14:57:02.000000+00:00\", \"2022-01-06 02:44:10.000000+00:00\"], \"session_ids\": [\"cc73a673-ceeb-4238-ad1c-b1a6568704e0\", \"26d8c72e-13db-48d2-828e-86723aab0fea\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 2.94}, \"14393\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-12 12:07:56.000000+00:00\", \"2020-10-08 12:02:17.000000+00:00\", \"2020-06-11 21:26:20.000000+00:00\", \"2020-08-17 17:13:50.000000+00:00\", \"2022-10-08 05:09:41.000000+00:00\", \"2021-09-04 16:05:35.000000+00:00\", \"2021-01-21 04:37:19.000000+00:00\"], \"session_ids\": [\"7b77951f-b3eb-4cc7-a7d3-de11c564cb72\", \"892fb580-02c5-4bb1-8a80-fe42fd7e9d7d\", \"2cd084ae-3153-4076-8bed-837c50d2c24e\", \"905287dd-de69-4f92-9f6f-385ce5c697ca\", \"8e9eefa7-ce12-41bb-a041-2799381ba53f\", \"c81c0ecb-e1ed-4f8c-bd9d-2e5a6dd7ef81\", \"4fc8232c-70c1-475e-86c8-277aca8e82b0\"], \"total_duration\": 2131.0, \"total_sessions\": 7, \"mean_week_duration\": 12.609}, \"24121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-07-10 14:54:11.000000+00:00\", \"2019-11-26 03:30:32.000000+00:00\", \"2020-10-13 06:18:31.000000+00:00\", \"2022-08-01 22:23:25.000000+00:00\", \"2020-02-10 11:42:55.000000+00:00\", \"2019-10-14 00:24:19.000000+00:00\", \"2022-07-14 02:11:00.000000+00:00\"], \"session_ids\": [\"675e4369-d383-4c53-9739-d9d9f2888ffa\", \"73476a2d-01fd-4449-8f3e-979d9fbe03ed\", \"7e19cdfe-6579-459c-84b7-b834e6b0d9e3\", \"9b0866d6-dd38-4a19-8cf3-ff3f22fbe117\", \"25a6bed0-d664-4ef7-8153-e8e002914c23\", \"6dabd228-68bf-407e-8d12-120ecf74315b\", \"b22af221-55f5-4c60-98a3-16dc6d0358b1\"], \"total_duration\": 1155.0, \"total_sessions\": 7, \"mean_week_duration\": 7.911}, \"7818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-23 19:26:42.000000+00:00\", \"2020-06-15 08:11:13.000000+00:00\"], \"session_ids\": [\"39697d30-d4b3-42f4-b2b1-231913f12194\", \"9a2a3747-6ccf-4b2f-901a-11a8d2ea71f6\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 5.38}, \"11969\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-07 22:55:09.000000+00:00\", \"2021-01-30 04:57:41.000000+00:00\"], \"session_ids\": [\"4d5125f1-914c-4d8d-8625-29e4a4bb2b0d\", \"202fd896-cc98-4f16-97ab-347ce5fb6c38\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 25.5}, \"87735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-09 12:31:48.000000+00:00\", \"2020-07-13 19:55:19.000000+00:00\", \"2021-10-31 16:30:57.000000+00:00\"], \"session_ids\": [\"5357edd7-a66b-4f5a-9da8-6461fd315fcc\", \"1425e836-090e-4872-88dd-0a3adac7295a\", \"2535a740-acc6-475c-afff-68fdc23a4a68\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 1.515}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are greater than 914 and are equal or less than 3620"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[914, 3620]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"14393\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-12 12:07:56.000000+00:00\", \"2020-10-08 12:02:17.000000+00:00\", \"2020-06-11 21:26:20.000000+00:00\", \"2020-08-17 17:13:50.000000+00:00\", \"2022-10-08 05:09:41.000000+00:00\", \"2021-09-04 16:05:35.000000+00:00\", \"2021-01-21 04:37:19.000000+00:00\"], \"session_ids\": [\"7b77951f-b3eb-4cc7-a7d3-de11c564cb72\", \"892fb580-02c5-4bb1-8a80-fe42fd7e9d7d\", \"2cd084ae-3153-4076-8bed-837c50d2c24e\", \"905287dd-de69-4f92-9f6f-385ce5c697ca\", \"8e9eefa7-ce12-41bb-a041-2799381ba53f\", \"c81c0ecb-e1ed-4f8c-bd9d-2e5a6dd7ef81\", \"4fc8232c-70c1-475e-86c8-277aca8e82b0\"], \"total_duration\": 2131.0, \"total_sessions\": 7, \"mean_week_duration\": 12.609}, \"24121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-07-10 14:54:11.000000+00:00\", \"2019-11-26 03:30:32.000000+00:00\", \"2020-10-13 06:18:31.000000+00:00\", \"2022-08-01 22:23:25.000000+00:00\", \"2020-02-10 11:42:55.000000+00:00\", \"2019-10-14 00:24:19.000000+00:00\", \"2022-07-14 02:11:00.000000+00:00\"], \"session_ids\": [\"675e4369-d383-4c53-9739-d9d9f2888ffa\", \"73476a2d-01fd-4449-8f3e-979d9fbe03ed\", \"7e19cdfe-6579-459c-84b7-b834e6b0d9e3\", \"9b0866d6-dd38-4a19-8cf3-ff3f22fbe117\", \"25a6bed0-d664-4ef7-8153-e8e002914c23\", \"6dabd228-68bf-407e-8d12-120ecf74315b\", \"b22af221-55f5-4c60-98a3-16dc6d0358b1\"], \"total_duration\": 1155.0, \"total_sessions\": 7, \"mean_week_duration\": 7.911}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-07-10 14:54:11.000000+00:00\", \"2019-11-26 03:30:32.000000+00:00\", \"2020-10-13 06:18:31.000000+00:00\", \"2022-08-01 22:23:25.000000+00:00\", \"2020-02-10 11:42:55.000000+00:00\", \"2019-10-14 00:24:19.000000+00:00\", \"2022-07-14 02:11:00.000000+00:00\"], \"session_ids\": [\"675e4369-d383-4c53-9739-d9d9f2888ffa\", \"73476a2d-01fd-4449-8f3e-979d9fbe03ed\", \"7e19cdfe-6579-459c-84b7-b834e6b0d9e3\", \"9b0866d6-dd38-4a19-8cf3-ff3f22fbe117\", \"25a6bed0-d664-4ef7-8153-e8e002914c23\", \"6dabd228-68bf-407e-8d12-120ecf74315b\", \"b22af221-55f5-4c60-98a3-16dc6d0358b1\"], \"total_duration\": 1155.0, \"total_sessions\": 7, \"mean_week_duration\": 7.911}}, {\"14393\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-12 12:07:56.000000+00:00\", \"2020-10-08 12:02:17.000000+00:00\", \"2020-06-11 21:26:20.000000+00:00\", \"2020-08-17 17:13:50.000000+00:00\", \"2022-10-08 05:09:41.000000+00:00\", \"2021-09-04 16:05:35.000000+00:00\", \"2021-01-21 04:37:19.000000+00:00\"], \"session_ids\": [\"7b77951f-b3eb-4cc7-a7d3-de11c564cb72\", \"892fb580-02c5-4bb1-8a80-fe42fd7e9d7d\", \"2cd084ae-3153-4076-8bed-837c50d2c24e\", \"905287dd-de69-4f92-9f6f-385ce5c697ca\", \"8e9eefa7-ce12-41bb-a041-2799381ba53f\", \"c81c0ecb-e1ed-4f8c-bd9d-2e5a6dd7ef81\", \"4fc8232c-70c1-475e-86c8-277aca8e82b0\"], \"total_duration\": 2131.0, \"total_sessions\": 7, \"mean_week_duration\": 12.609}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-07-10 14:54:11.000000+00:00\", \"2019-11-26 03:30:32.000000+00:00\", \"2020-10-13 06:18:31.000000+00:00\", \"2022-08-01 22:23:25.000000+00:00\", \"2020-02-10 11:42:55.000000+00:00\", \"2019-10-14 00:24:19.000000+00:00\", \"2022-07-14 02:11:00.000000+00:00\"], \"session_ids\": [\"675e4369-d383-4c53-9739-d9d9f2888ffa\", \"73476a2d-01fd-4449-8f3e-979d9fbe03ed\", \"7e19cdfe-6579-459c-84b7-b834e6b0d9e3\", \"9b0866d6-dd38-4a19-8cf3-ff3f22fbe117\", \"25a6bed0-d664-4ef7-8153-e8e002914c23\", \"6dabd228-68bf-407e-8d12-120ecf74315b\", \"b22af221-55f5-4c60-98a3-16dc6d0358b1\"], \"total_duration\": 1155.0, \"total_sessions\": 7, \"mean_week_duration\": 7.911}}, {\"14393\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-12 12:07:56.000000+00:00\", \"2020-10-08 12:02:17.000000+00:00\", \"2020-06-11 21:26:20.000000+00:00\", \"2020-08-17 17:13:50.000000+00:00\", \"2022-10-08 05:09:41.000000+00:00\", \"2021-09-04 16:05:35.000000+00:00\", \"2021-01-21 04:37:19.000000+00:00\"], \"session_ids\": [\"7b77951f-b3eb-4cc7-a7d3-de11c564cb72\", \"892fb580-02c5-4bb1-8a80-fe42fd7e9d7d\", \"2cd084ae-3153-4076-8bed-837c50d2c24e\", \"905287dd-de69-4f92-9f6f-385ce5c697ca\", \"8e9eefa7-ce12-41bb-a041-2799381ba53f\", \"c81c0ecb-e1ed-4f8c-bd9d-2e5a6dd7ef81\", \"4fc8232c-70c1-475e-86c8-277aca8e82b0\"], \"total_duration\": 2131.0, \"total_sessions\": 7, \"mean_week_duration\": 12.609}}]\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[{\"24121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-07-10 14:54:11.000000+00:00\", \"2019-11-26 03:30:32.000000+00:00\", \"2020-10-13 06:18:31.000000+00:00\", \"2022-08-01 22:23:25.000000+00:00\", \"2020-02-10 11:42:55.000000+00:00\", \"2019-10-14 00:24:19.000000+00:00\", \"2022-07-14 02:11:00.000000+00:00\"], \"session_ids\": [\"675e4369-d383-4c53-9739-d9d9f2888ffa\", \"73476a2d-01fd-4449-8f3e-979d9fbe03ed\", \"7e19cdfe-6579-459c-84b7-b834e6b0d9e3\", \"9b0866d6-dd38-4a19-8cf3-ff3f22fbe117\", \"25a6bed0-d664-4ef7-8153-e8e002914c23\", \"6dabd228-68bf-407e-8d12-120ecf74315b\", \"b22af221-55f5-4c60-98a3-16dc6d0358b1\"], \"total_duration\": 1155.0, \"total_sessions\": 7, \"mean_week_duration\": 7.911}}, {\"14393\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-12 12:07:56.000000+00:00\", \"2020-10-08 12:02:17.000000+00:00\", \"2020-06-11 21:26:20.000000+00:00\", \"2020-08-17 17:13:50.000000+00:00\", \"2022-10-08 05:09:41.000000+00:00\", \"2021-09-04 16:05:35.000000+00:00\", \"2021-01-21 04:37:19.000000+00:00\"], \"session_ids\": [\"7b77951f-b3eb-4cc7-a7d3-de11c564cb72\", \"892fb580-02c5-4bb1-8a80-fe42fd7e9d7d\", \"2cd084ae-3153-4076-8bed-837c50d2c24e\", \"905287dd-de69-4f92-9f6f-385ce5c697ca\", \"8e9eefa7-ce12-41bb-a041-2799381ba53f\", \"c81c0ecb-e1ed-4f8c-bd9d-2e5a6dd7ef81\", \"4fc8232c-70c1-475e-86c8-277aca8e82b0\"], \"total_duration\": 2131.0, \"total_sessions\": 7, \"mean_week_duration\": 12.609}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about 4 users who have average_week_duration less than 38 (not including) and greater than 6 and perform sorting by duration total form the highest value to the lowest value and in addition display only 2 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{\"13562\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-10 21:43:51.000000+00:00\", \"2021-02-01 04:21:49.000000+00:00\"], \"session_ids\": [\"c6803cd4-d53a-4021-8bd9-04d015ab7698\", \"79c1b887-5e38-42ef-ba6a-549886d2867b\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 1.891}, \"77672\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-04 21:29:25.000000+00:00\", \"2022-09-20 06:30:40.000000+00:00\"], \"session_ids\": [\"2143f88b-c341-482e-aa42-05ba5103116d\", \"9793f991-978c-4746-bd4b-ea4125bb9b34\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 7.152}, \"1412\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-11 23:59:39.000000+00:00\", \"2019-12-28 07:45:30.000000+00:00\", \"2022-02-01 09:48:24.000000+00:00\", \"2019-11-16 09:19:52.000000+00:00\", \"2022-08-08 22:15:45.000000+00:00\", \"2022-11-07 22:30:30.000000+00:00\", \"2021-11-23 13:24:22.000000+00:00\"], \"session_ids\": [\"9935c334-9115-4bc9-a740-ee423eba1e83\", \"da0087cf-db3f-4d6d-89bf-c6aa2c03392d\", \"22bb815d-8046-4b75-9808-19aedc80d8ff\", \"9d148161-00f0-4994-ab8e-908596166b51\", \"ca8de70b-e144-4ac0-b45a-c5c2ab80973d\", \"c413c0a1-6674-4b8a-8d80-9627b5739a87\", \"921bc53b-080f-4f7f-bf59-785212134346\"], \"total_duration\": 5242.0, \"total_sessions\": 7, \"mean_week_duration\": 33.603}, \"93272\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-04 14:11:01.000000+00:00\", \"2020-04-12 16:18:30.000000+00:00\"], \"session_ids\": [\"7b8432a3-0d1c-41ab-af40-8d24e618b4dc\", \"52b0c973-6b0d-4161-8641-a87f8f88e7ba\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.972}, \"41112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-08 04:35:05.000000+00:00\", \"2022-04-15 20:16:15.000000+00:00\", \"2022-11-20 14:56:23.000000+00:00\"], \"session_ids\": [\"948c68f1-a649-4292-97e6-e3a434d03798\", \"286c590c-c869-49e8-ad15-11f45bfd497a\", \"73ddcd8b-f472-47b4-9788-d44946972963\"], \"total_duration\": 574.0, \"total_sessions\": 3, \"mean_week_duration\": 9.567}, \"83031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-23 05:21:35.000000+00:00\", \"2020-07-02 21:44:17.000000+00:00\", \"2021-03-05 13:04:49.000000+00:00\"], \"session_ids\": [\"782181d0-77c1-403b-943d-150eb0940462\", \"0991c269-7b7a-448b-9f52-4b83330f135b\", \"9d4fb37d-9349-4a23-90d0-5a1956f7c1d6\"], \"total_duration\": 227.0, \"total_sessions\": 3, \"mean_week_duration\": 2.837}, \"99707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-01-15 20:43:51.000000+00:00\", \"2019-10-12 18:46:47.000000+00:00\", \"2023-01-09 16:13:16.000000+00:00\", \"2021-11-01 03:48:58.000000+00:00\", \"2022-07-05 10:30:20.000000+00:00\"], \"session_ids\": [\"7e416401-8ed4-4a94-a326-0c064c95edf0\", \"36f50e39-4dfd-4ceb-80ee-ed571df2b899\", \"f0f4c857-8315-4a83-9d2e-798c33d40fb1\", \"cb3c7fbb-56d0-4db9-bd90-abb485235164\", \"8506b313-e74c-4444-9ce5-79371f378e3c\"], \"total_duration\": 573.0, \"total_sessions\": 5, \"mean_week_duration\": 3.351}, \"23794\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-22 20:31:19.000000+00:00\", \"2020-07-01 21:28:47.000000+00:00\", \"2020-11-23 09:04:54.000000+00:00\"], \"session_ids\": [\"0c2c5337-7090-4a7a-a55f-9b86ea9f38d7\", \"ba29a66b-9d81-4f54-8fe0-1f1a2e6930f1\", \"ef6c5d2f-91e3-4533-a963-1566a5505816\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.329}, \"86789\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-21 07:53:16.000000+00:00\", \"2022-05-30 03:01:54.000000+00:00\", \"2019-12-14 02:16:02.000000+00:00\", \"2022-08-11 07:30:08.000000+00:00\", \"2023-05-28 20:25:38.000000+00:00\"], \"session_ids\": [\"a262ed63-c234-4501-a0de-bc77973fc631\", \"20fff563-acdb-441b-a9cf-4cc8e90da93c\", \"4a5ff2e1-236f-4bae-8904-680706a2f5d0\", \"f8fa099e-d200-4833-bec7-902fe08a16e7\", \"b2647afd-4d8c-4717-b0ed-9032dd5383af\"], \"total_duration\": 107.0, \"total_sessions\": 5, \"mean_week_duration\": 0.591}, \"22311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-04-09 10:46:29.000000+00:00\", \"2020-02-29 23:05:06.000000+00:00\"], \"session_ids\": [\"4fe44c17-0afd-4fff-b129-a951148e9908\", \"633f1477-fab0-4cc2-8972-e6a6594a3205\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.481}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 6 and are less than 38"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 38]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"77672\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-04 21:29:25.000000+00:00\", \"2022-09-20 06:30:40.000000+00:00\"], \"session_ids\": [\"2143f88b-c341-482e-aa42-05ba5103116d\", \"9793f991-978c-4746-bd4b-ea4125bb9b34\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 7.152}, \"1412\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-11 23:59:39.000000+00:00\", \"2019-12-28 07:45:30.000000+00:00\", \"2022-02-01 09:48:24.000000+00:00\", \"2019-11-16 09:19:52.000000+00:00\", \"2022-08-08 22:15:45.000000+00:00\", \"2022-11-07 22:30:30.000000+00:00\", \"2021-11-23 13:24:22.000000+00:00\"], \"session_ids\": [\"9935c334-9115-4bc9-a740-ee423eba1e83\", \"da0087cf-db3f-4d6d-89bf-c6aa2c03392d\", \"22bb815d-8046-4b75-9808-19aedc80d8ff\", \"9d148161-00f0-4994-ab8e-908596166b51\", \"ca8de70b-e144-4ac0-b45a-c5c2ab80973d\", \"c413c0a1-6674-4b8a-8d80-9627b5739a87\", \"921bc53b-080f-4f7f-bf59-785212134346\"], \"total_duration\": 5242.0, \"total_sessions\": 7, \"mean_week_duration\": 33.603}, \"41112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-08 04:35:05.000000+00:00\", \"2022-04-15 20:16:15.000000+00:00\", \"2022-11-20 14:56:23.000000+00:00\"], \"session_ids\": [\"948c68f1-a649-4292-97e6-e3a434d03798\", \"286c590c-c869-49e8-ad15-11f45bfd497a\", \"73ddcd8b-f472-47b4-9788-d44946972963\"], \"total_duration\": 574.0, \"total_sessions\": 3, \"mean_week_duration\": 9.567}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"1412\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-11 23:59:39.000000+00:00\", \"2019-12-28 07:45:30.000000+00:00\", \"2022-02-01 09:48:24.000000+00:00\", \"2019-11-16 09:19:52.000000+00:00\", \"2022-08-08 22:15:45.000000+00:00\", \"2022-11-07 22:30:30.000000+00:00\", \"2021-11-23 13:24:22.000000+00:00\"], \"session_ids\": [\"9935c334-9115-4bc9-a740-ee423eba1e83\", \"da0087cf-db3f-4d6d-89bf-c6aa2c03392d\", \"22bb815d-8046-4b75-9808-19aedc80d8ff\", \"9d148161-00f0-4994-ab8e-908596166b51\", \"ca8de70b-e144-4ac0-b45a-c5c2ab80973d\", \"c413c0a1-6674-4b8a-8d80-9627b5739a87\", \"921bc53b-080f-4f7f-bf59-785212134346\"], \"total_duration\": 5242.0, \"total_sessions\": 7, \"mean_week_duration\": 33.603}}, {\"41112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-08 04:35:05.000000+00:00\", \"2022-04-15 20:16:15.000000+00:00\", \"2022-11-20 14:56:23.000000+00:00\"], \"session_ids\": [\"948c68f1-a649-4292-97e6-e3a434d03798\", \"286c590c-c869-49e8-ad15-11f45bfd497a\", \"73ddcd8b-f472-47b4-9788-d44946972963\"], \"total_duration\": 574.0, \"total_sessions\": 3, \"mean_week_duration\": 9.567}}, {\"77672\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-04 21:29:25.000000+00:00\", \"2022-09-20 06:30:40.000000+00:00\"], \"session_ids\": [\"2143f88b-c341-482e-aa42-05ba5103116d\", \"9793f991-978c-4746-bd4b-ea4125bb9b34\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 7.152}}]\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[{\"1412\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-11 23:59:39.000000+00:00\", \"2019-12-28 07:45:30.000000+00:00\", \"2022-02-01 09:48:24.000000+00:00\", \"2019-11-16 09:19:52.000000+00:00\", \"2022-08-08 22:15:45.000000+00:00\", \"2022-11-07 22:30:30.000000+00:00\", \"2021-11-23 13:24:22.000000+00:00\"], \"session_ids\": [\"9935c334-9115-4bc9-a740-ee423eba1e83\", \"da0087cf-db3f-4d6d-89bf-c6aa2c03392d\", \"22bb815d-8046-4b75-9808-19aedc80d8ff\", \"9d148161-00f0-4994-ab8e-908596166b51\", \"ca8de70b-e144-4ac0-b45a-c5c2ab80973d\", \"c413c0a1-6674-4b8a-8d80-9627b5739a87\", \"921bc53b-080f-4f7f-bf59-785212134346\"], \"total_duration\": 5242.0, \"total_sessions\": 7, \"mean_week_duration\": 33.603}}, {\"41112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-08 04:35:05.000000+00:00\", \"2022-04-15 20:16:15.000000+00:00\", \"2022-11-20 14:56:23.000000+00:00\"], \"session_ids\": [\"948c68f1-a649-4292-97e6-e3a434d03798\", \"286c590c-c869-49e8-ad15-11f45bfd497a\", \"73ddcd8b-f472-47b4-9788-d44946972963\"], \"total_duration\": 574.0, \"total_sessions\": 3, \"mean_week_duration\": 9.567}}]\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[{\"1412\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-11 23:59:39.000000+00:00\", \"2019-12-28 07:45:30.000000+00:00\", \"2022-02-01 09:48:24.000000+00:00\", \"2019-11-16 09:19:52.000000+00:00\", \"2022-08-08 22:15:45.000000+00:00\", \"2022-11-07 22:30:30.000000+00:00\", \"2021-11-23 13:24:22.000000+00:00\"], \"session_ids\": [\"9935c334-9115-4bc9-a740-ee423eba1e83\", \"da0087cf-db3f-4d6d-89bf-c6aa2c03392d\", \"22bb815d-8046-4b75-9808-19aedc80d8ff\", \"9d148161-00f0-4994-ab8e-908596166b51\", \"ca8de70b-e144-4ac0-b45a-c5c2ab80973d\", \"c413c0a1-6674-4b8a-8d80-9627b5739a87\", \"921bc53b-080f-4f7f-bf59-785212134346\"], \"total_duration\": 5242.0, \"total_sessions\": 7, \"mean_week_duration\": 33.603}}, {\"41112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-08 04:35:05.000000+00:00\", \"2022-04-15 20:16:15.000000+00:00\", \"2022-11-20 14:56:23.000000+00:00\"], \"session_ids\": [\"948c68f1-a649-4292-97e6-e3a434d03798\", \"286c590c-c869-49e8-ad15-11f45bfd497a\", \"73ddcd8b-f472-47b4-9788-d44946972963\"], \"total_duration\": 574.0, \"total_sessions\": 3, \"mean_week_duration\": 9.567}}]\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 6 users who currently live in cities Guatemala City, Cape Town, Copenhagen, Bridgetown, Bogota, Cairo in addition implement sorting by sessions summation form the highest to the lowest."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"25043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-28 09:10:45.000000+00:00\", \"2020-06-26 03:45:40.000000+00:00\", \"2019-08-18 01:30:15.000000+00:00\", \"2022-10-22 10:49:50.000000+00:00\", \"2023-04-10 10:36:58.000000+00:00\", \"2022-12-04 22:44:43.000000+00:00\", \"2020-06-05 16:52:33.000000+00:00\", \"2022-02-02 07:30:12.000000+00:00\"], \"session_ids\": [\"61b0cfea-0e55-4cdc-a259-2d55ca7e2ac6\", \"25d2ec7f-ed29-4971-98e2-decdf649ee03\", \"6aa43881-f1e2-4cc8-8b13-4da3aadd6e28\", \"07b79da6-9333-4b93-b1dc-3f290e163a3e\", \"1e83a738-a9cd-4017-946e-04985131fc2f\", \"0ba05a48-daec-4d1c-b405-deac1ca51f0c\", \"877a5c3e-4ea4-4f0d-9207-f7e39af8556d\", \"bf276510-b4a9-4232-b88a-694a12a7de87\"], \"total_duration\": 549.0, \"total_sessions\": 8, \"mean_week_duration\": 2.874}, \"67806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-04 14:47:33.000000+00:00\", \"2021-01-18 14:10:15.000000+00:00\", \"2021-09-10 13:13:11.000000+00:00\", \"2020-07-08 10:19:21.000000+00:00\", \"2021-12-25 18:32:04.000000+00:00\", \"2021-04-09 19:12:35.000000+00:00\", \"2023-05-21 02:13:55.000000+00:00\"], \"session_ids\": [\"dad28790-8110-4277-ba53-80840eb98ed0\", \"59e9975f-086b-43c4-9a9e-623d0d049b71\", \"78780cde-5896-4923-af8a-807d8cae2d11\", \"3c56ce13-f5ce-47a5-858c-6ad09c9bf832\", \"c49b9f24-7790-4a6d-8308-d2c6dfcd696a\", \"1ec9df57-d905-428f-8bba-e1f99254c3a5\", \"9bbc4b0d-93a1-40fa-9144-6e57abdeba7e\"], \"total_duration\": 70.0, \"total_sessions\": 7, \"mean_week_duration\": 0.452}, \"13751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-23 06:40:46.000000+00:00\", \"2019-09-04 08:45:36.000000+00:00\"], \"session_ids\": [\"3449ee46-4c7d-4890-acac-b5308670bef1\", \"07287682-6eb5-4798-a582-1f536a678849\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.785}, \"72018\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-03-04 20:10:48.000000+00:00\", \"2021-04-03 09:34:37.000000+00:00\", \"2019-03-24 06:04:45.000000+00:00\"], \"session_ids\": [\"0400ed95-7d78-4e93-beb6-91c4757d505b\", \"e658bbb8-f7d9-40b9-ac6e-0ff85cfd13a8\", \"0ac0ef50-0b9a-4f67-b20f-fb29c1f449f7\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.33}, \"29344\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-13 16:49:53.000000+00:00\", \"2019-08-22 13:53:45.000000+00:00\"], \"session_ids\": [\"32f5bcae-4580-42ef-8cd9-d806b6bbe179\", \"b2e2eca3-81a3-4505-930c-1bfa34744452\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 22.333}, \"16251\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-01 05:27:27.000000+00:00\", \"2020-01-23 13:02:11.000000+00:00\"], \"session_ids\": [\"1b44946f-6742-420e-95e3-21048a83b40b\", \"c6958c84-5425-4c31-9544-6219beae5a71\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}, \"92012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-29 23:18:16.000000+00:00\", \"2019-09-29 10:44:13.000000+00:00\", \"2021-08-13 16:34:26.000000+00:00\", \"2020-06-15 22:28:17.000000+00:00\", \"2019-12-19 21:41:05.000000+00:00\", \"2022-04-02 13:54:26.000000+00:00\", \"2019-12-10 22:10:03.000000+00:00\"], \"session_ids\": [\"47293b88-8e80-4d19-b3a1-03b295105669\", \"16544255-dcad-4ff6-948a-8ff08862a283\", \"7034ef10-53bf-478c-a75b-33bd2bbfb5d2\", \"d32a2381-14a6-4f9e-ad3a-53387ea515e3\", \"8acdc9d6-86cd-4cdc-b20c-6b440d3c09de\", \"cef370a8-8179-42b7-b473-9a74f2db051a\", \"ae0e8013-2d29-427f-b161-0f4aa2a54c03\"], \"total_duration\": 226.0, \"total_sessions\": 7, \"mean_week_duration\": 1.177}, \"43305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-02-20 03:38:37.000000+00:00\", \"2019-02-10 23:55:32.000000+00:00\", \"2019-12-02 00:15:42.000000+00:00\"], \"session_ids\": [\"e00821bf-8ecf-4fd5-816e-b25e3604eafb\", \"43ecd1a1-546e-4c36-a98e-fc0a096349ac\", \"c32f9dc6-6972-433d-818f-fbea7b60baae\"], \"total_duration\": 329.0, \"total_sessions\": 3, \"mean_week_duration\": 7.833}, \"39174\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-23 01:48:44.000000+00:00\", \"2021-06-30 21:24:21.000000+00:00\"], \"session_ids\": [\"0ac68674-b679-4023-a93c-5caefcaf1188\", \"f2572dc7-33e8-4de6-984c-3f070067376d\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.671}, \"28788\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-01 19:26:08.000000+00:00\", \"2020-05-02 14:30:22.000000+00:00\"], \"session_ids\": [\"4b13e4d7-6fde-43bc-988c-f976758e16b9\", \"35273be5-b57f-498e-98e7-23ee73346b81\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 6.682}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Guatemala City, Cape Town, Copenhagen, Bridgetown, Bogota, Cairo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Guatemala City\", \"Cape Town\", \"Copenhagen\", \"Bridgetown\", \"Bogota\", \"Cairo\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"13751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-23 06:40:46.000000+00:00\", \"2019-09-04 08:45:36.000000+00:00\"], \"session_ids\": [\"3449ee46-4c7d-4890-acac-b5308670bef1\", \"07287682-6eb5-4798-a582-1f536a678849\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.785}, \"92012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-29 23:18:16.000000+00:00\", \"2019-09-29 10:44:13.000000+00:00\", \"2021-08-13 16:34:26.000000+00:00\", \"2020-06-15 22:28:17.000000+00:00\", \"2019-12-19 21:41:05.000000+00:00\", \"2022-04-02 13:54:26.000000+00:00\", \"2019-12-10 22:10:03.000000+00:00\"], \"session_ids\": [\"47293b88-8e80-4d19-b3a1-03b295105669\", \"16544255-dcad-4ff6-948a-8ff08862a283\", \"7034ef10-53bf-478c-a75b-33bd2bbfb5d2\", \"d32a2381-14a6-4f9e-ad3a-53387ea515e3\", \"8acdc9d6-86cd-4cdc-b20c-6b440d3c09de\", \"cef370a8-8179-42b7-b473-9a74f2db051a\", \"ae0e8013-2d29-427f-b161-0f4aa2a54c03\"], \"total_duration\": 226.0, \"total_sessions\": 7, \"mean_week_duration\": 1.177}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"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[{\"92012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-29 23:18:16.000000+00:00\", \"2019-09-29 10:44:13.000000+00:00\", \"2021-08-13 16:34:26.000000+00:00\", \"2020-06-15 22:28:17.000000+00:00\", \"2019-12-19 21:41:05.000000+00:00\", \"2022-04-02 13:54:26.000000+00:00\", \"2019-12-10 22:10:03.000000+00:00\"], \"session_ids\": [\"47293b88-8e80-4d19-b3a1-03b295105669\", \"16544255-dcad-4ff6-948a-8ff08862a283\", \"7034ef10-53bf-478c-a75b-33bd2bbfb5d2\", \"d32a2381-14a6-4f9e-ad3a-53387ea515e3\", \"8acdc9d6-86cd-4cdc-b20c-6b440d3c09de\", \"cef370a8-8179-42b7-b473-9a74f2db051a\", \"ae0e8013-2d29-427f-b161-0f4aa2a54c03\"], \"total_duration\": 226.0, \"total_sessions\": 7, \"mean_week_duration\": 1.177}}, {\"13751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-23 06:40:46.000000+00:00\", \"2019-09-04 08:45:36.000000+00:00\"], \"session_ids\": [\"3449ee46-4c7d-4890-acac-b5308670bef1\", \"07287682-6eb5-4798-a582-1f536a678849\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.785}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"92012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-29 23:18:16.000000+00:00\", \"2019-09-29 10:44:13.000000+00:00\", \"2021-08-13 16:34:26.000000+00:00\", \"2020-06-15 22:28:17.000000+00:00\", \"2019-12-19 21:41:05.000000+00:00\", \"2022-04-02 13:54:26.000000+00:00\", \"2019-12-10 22:10:03.000000+00:00\"], \"session_ids\": [\"47293b88-8e80-4d19-b3a1-03b295105669\", \"16544255-dcad-4ff6-948a-8ff08862a283\", \"7034ef10-53bf-478c-a75b-33bd2bbfb5d2\", \"d32a2381-14a6-4f9e-ad3a-53387ea515e3\", \"8acdc9d6-86cd-4cdc-b20c-6b440d3c09de\", \"cef370a8-8179-42b7-b473-9a74f2db051a\", \"ae0e8013-2d29-427f-b161-0f4aa2a54c03\"], \"total_duration\": 226.0, \"total_sessions\": 7, \"mean_week_duration\": 1.177}}, {\"13751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-23 06:40:46.000000+00:00\", \"2019-09-04 08:45:36.000000+00:00\"], \"session_ids\": [\"3449ee46-4c7d-4890-acac-b5308670bef1\", \"07287682-6eb5-4798-a582-1f536a678849\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.785}}]\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[{\"92012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-29 23:18:16.000000+00:00\", \"2019-09-29 10:44:13.000000+00:00\", \"2021-08-13 16:34:26.000000+00:00\", \"2020-06-15 22:28:17.000000+00:00\", \"2019-12-19 21:41:05.000000+00:00\", \"2022-04-02 13:54:26.000000+00:00\", \"2019-12-10 22:10:03.000000+00:00\"], \"session_ids\": [\"47293b88-8e80-4d19-b3a1-03b295105669\", \"16544255-dcad-4ff6-948a-8ff08862a283\", \"7034ef10-53bf-478c-a75b-33bd2bbfb5d2\", \"d32a2381-14a6-4f9e-ad3a-53387ea515e3\", \"8acdc9d6-86cd-4cdc-b20c-6b440d3c09de\", \"cef370a8-8179-42b7-b473-9a74f2db051a\", \"ae0e8013-2d29-427f-b161-0f4aa2a54c03\"], \"total_duration\": 226.0, \"total_sessions\": 7, \"mean_week_duration\": 1.177}}, {\"13751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-23 06:40:46.000000+00:00\", \"2019-09-04 08:45:36.000000+00:00\"], \"session_ids\": [\"3449ee46-4c7d-4890-acac-b5308670bef1\", \"07287682-6eb5-4798-a582-1f536a678849\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.785}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about user who is a resident of city Jakarta plus do sorting by time spent on the site form the lowest to the highest."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"77473\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-22 19:30:27.000000+00:00\", \"2020-05-18 07:04:59.000000+00:00\"], \"session_ids\": [\"def43493-9460-4b49-a1f2-345899f54ea3\", \"28e8a510-017b-4420-b9e1-5d2b841c3cc5\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"24447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-22 22:02:48.000000+00:00\", \"2021-08-14 13:13:08.000000+00:00\", \"2022-09-03 22:02:03.000000+00:00\"], \"session_ids\": [\"66c08213-a9d9-4886-95c9-6a9be3a619f2\", \"32483be1-de8d-4d31-8db6-d8b482f46b49\", \"18d31697-928c-46ba-a8b9-1fda3ac9e20f\"], \"total_duration\": 591.0, \"total_sessions\": 3, \"mean_week_duration\": 3.358}, \"39366\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-02-26 23:44:38.000000+00:00\", \"2019-09-17 16:11:49.000000+00:00\", \"2021-09-15 00:39:23.000000+00:00\"], \"session_ids\": [\"cd48c865-40d1-41b6-b681-b97385670691\", \"b9d110c6-30ce-44be-aa41-96b92d42f1a3\", \"522f709a-9783-493c-ba66-f675af379872\"], \"total_duration\": 435.0, \"total_sessions\": 3, \"mean_week_duration\": 4.183}, \"65204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-10-30 20:52:02.000000+00:00\", \"2019-02-08 05:18:28.000000+00:00\"], \"session_ids\": [\"0805cc4e-3c52-4658-812d-657981e10aa8\", \"7a30f1a3-ea91-44d3-8944-aeae5ddf0041\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.344}, \"53600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-10 10:47:55.000000+00:00\", \"2019-02-18 07:17:11.000000+00:00\"], \"session_ids\": [\"be866899-545b-4d9a-b5e6-bf1ed92c1e95\", \"42fe75f1-72ac-4d24-9c91-5aa0d040fbf9\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 2.535}, \"96347\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-22 01:16:33.000000+00:00\", \"2019-07-16 09:11:40.000000+00:00\"], \"session_ids\": [\"0d9a783f-85d6-43cf-90d4-537c35decd2d\", \"bd74242f-a08c-423f-b39f-0136468fb59e\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 2.262}, \"35694\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-10 02:51:58.000000+00:00\", \"2021-06-16 03:34:40.000000+00:00\", \"2022-06-22 12:04:30.000000+00:00\", \"2022-11-27 23:38:27.000000+00:00\", \"2022-11-20 20:39:17.000000+00:00\", \"2021-01-08 23:31:37.000000+00:00\", \"2021-04-30 16:19:29.000000+00:00\", \"2019-03-23 06:04:33.000000+00:00\", \"2020-03-08 15:14:48.000000+00:00\"], \"session_ids\": [\"cb7a79b4-34f0-4c26-b2cc-bf6c66a713fb\", \"2d959fc6-2012-4b4a-9285-db7ecb880242\", \"29c98f7a-ec9c-48c6-97ef-05aae85e45a6\", \"5476d66c-d808-4384-8c34-e1e0ceaa07cd\", \"f237c981-2146-4de4-bdbb-67fe934409d2\", \"5e87663d-cb62-457c-b6fd-a20985a57421\", \"4afe4ffa-d043-4545-b042-7bbcd34cd9c4\", \"e90b18ba-df38-47b1-be9a-281d2cb2b18d\", \"4caea1d1-57b3-4345-9a0d-5c9260a345f3\"], \"total_duration\": 478.0, \"total_sessions\": 9, \"mean_week_duration\": 2.477}, \"65455\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-09-25 03:32:56.000000+00:00\", \"2019-10-12 00:12:22.000000+00:00\", \"2019-08-27 08:52:57.000000+00:00\", \"2020-08-15 23:48:25.000000+00:00\", \"2020-01-10 18:32:13.000000+00:00\", \"2023-02-16 22:16:23.000000+00:00\"], \"session_ids\": [\"1ae696b5-fcf8-4a8e-8470-ced5095154bc\", \"ef009199-80e4-4827-8419-b310152dd774\", \"1200711a-6128-484a-acb7-6b8ce6254115\", \"8e4bad31-de99-4991-a1bd-1ae448dd1e88\", \"11b9552d-d52a-495b-ba2f-0a49bcc75801\", \"45f70233-62b4-457d-8cd2-ba43f8322ecb\"], \"total_duration\": 242.0, \"total_sessions\": 6, \"mean_week_duration\": 1.33}, \"96966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-30 21:56:44.000000+00:00\", \"2021-03-03 03:18:06.000000+00:00\", \"2022-12-07 19:58:19.000000+00:00\", \"2023-04-12 00:05:15.000000+00:00\", \"2022-09-15 23:05:43.000000+00:00\"], \"session_ids\": [\"3110a546-4cbb-4292-ae44-082f0a34ec5d\", \"efe2f289-1959-41e3-afae-a984b7ba47a5\", \"c782edac-c1cf-4bf5-93ab-1996f8a61b7d\", \"d933c1b5-b520-47b1-9392-a6cabeac5ec3\", \"541a0aa7-c65b-4833-a9e8-8371ea42c87f\"], \"total_duration\": 128.0, \"total_sessions\": 5, \"mean_week_duration\": 1.164}, \"60969\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-28 07:18:44.000000+00:00\", \"2020-08-25 07:13:56.000000+00:00\"], \"session_ids\": [\"18588791-604c-4c26-95fb-f573083a3c96\", \"6c20c5ff-ebcb-432b-80dd-47c42e64ee45\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's 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: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on users who have total_duration strictly bigger than 1545 , and sort by town naming in asc order."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"44879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-25 07:56:20.000000+00:00\", \"2019-09-12 16:08:34.000000+00:00\", \"2020-08-28 07:38:28.000000+00:00\", \"2022-06-15 08:49:08.000000+00:00\", \"2022-06-20 09:02:26.000000+00:00\", \"2019-01-10 02:38:12.000000+00:00\", \"2021-06-23 15:57:20.000000+00:00\", \"2021-10-09 02:28:43.000000+00:00\", \"2020-06-15 13:57:02.000000+00:00\", \"2021-02-16 07:11:23.000000+00:00\", \"2020-05-21 09:54:40.000000+00:00\"], \"session_ids\": [\"fffd8798-a54a-47d8-bad3-253ec15cd218\", \"d38be1ed-f745-402a-b0f9-374fd9ba8fd2\", \"b4628de1-2995-485b-8b5a-db1d2a84a5a4\", \"a8785fc0-2636-4ca6-8791-4e8f8b2a1233\", \"8bdd56fd-a5ce-4dd0-8fb4-95e584c41b5a\", \"986bb0a2-2577-4a20-9080-957c6cc742dc\", \"3ceb0b4d-1e9c-4df9-bb19-471e942c2d40\", \"2935ac12-7f64-4722-8858-6f6cc55c0ca5\", \"324e769a-ede6-4e98-b4e0-7a31bf7d4a1b\", \"70159f48-de81-44bd-8727-9a42e96d7731\", \"9c725834-4905-43e4-adb0-c99ec3f3645d\"], \"total_duration\": 35106.0, \"total_sessions\": 11, \"mean_week_duration\": 195.033}, \"14652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-30 11:50:10.000000+00:00\", \"2022-09-20 06:57:30.000000+00:00\", \"2021-06-06 01:08:06.000000+00:00\", \"2019-09-28 01:51:55.000000+00:00\", \"2022-06-08 09:59:57.000000+00:00\", \"2019-03-03 11:31:39.000000+00:00\", \"2021-05-07 01:16:10.000000+00:00\", \"2022-07-30 07:13:04.000000+00:00\", \"2019-01-19 22:00:29.000000+00:00\", \"2019-10-09 20:23:17.000000+00:00\"], \"session_ids\": [\"ca5a716b-a6b4-4712-b3cf-c39e6174035d\", \"0ab43711-b1e8-4ee1-92f6-cfd50326428c\", \"8c18d021-7922-420f-ad5e-cded7d1c2ec9\", \"62904a26-9265-4050-a0fa-e2f54a3930a2\", \"ad60699e-5821-40ad-94d8-2f4cbe60ad79\", \"239a9266-fd79-4250-a4d6-55e9672dedd1\", \"b58055e4-bea0-40e3-8bd9-73c08c681b26\", \"fa0beb1b-e07f-41ad-9987-d6a2aa88a467\", \"c426ad19-83aa-4eec-81ce-67b6dc385a32\", \"d9a3e002-9543-4d9e-b954-ad9a7114ca64\"], \"total_duration\": 30387.0, \"total_sessions\": 10, \"mean_week_duration\": 158.266}, \"62056\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-01-11 16:31:09.000000+00:00\", \"2022-05-27 22:56:24.000000+00:00\"], \"session_ids\": [\"8a47713d-bf33-4816-b3c5-8cdf684f482e\", \"021c8118-1ae5-42b5-a86d-e5d5fbeec122\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.944}, \"47244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-17 10:01:50.000000+00:00\", \"2021-10-29 08:42:11.000000+00:00\"], \"session_ids\": [\"88facf0a-dc27-4671-bd97-94ecba57e840\", \"275a697f-2e42-42ec-bdbb-82c1528086af\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 4.559}, \"41906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-11-03 07:24:21.000000+00:00\", \"2021-06-16 19:12:39.000000+00:00\"], \"session_ids\": [\"8b472f1e-af3f-40ba-850d-6a117bb90387\", \"ef15a37e-36f2-4853-a953-3a0f58cecec0\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 13.121}, \"72636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-13 21:38:14.000000+00:00\", \"2021-12-04 05:10:12.000000+00:00\"], \"session_ids\": [\"1a4665e1-f971-4ec7-b5c4-e2bfac02fc4a\", \"48368cd0-0dc2-48b3-9fbd-57e3705bc699\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 47.0}, \"11300\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-11-30 08:13:49.000000+00:00\", \"2022-09-12 11:34:38.000000+00:00\", \"2021-03-27 18:00:23.000000+00:00\", \"2020-03-12 01:30:23.000000+00:00\"], \"session_ids\": [\"d8921d78-c1c7-458f-9151-e306c0b8a10b\", \"5561b060-6aa7-42de-a11c-26628343ade5\", \"420f2e3b-f177-4457-82b0-71d5192268db\", \"d645fefd-b53a-4a9e-9dfb-9bea553ad334\"], \"total_duration\": 502.0, \"total_sessions\": 4, \"mean_week_duration\": 3.832}, \"96109\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-18 19:21:41.000000+00:00\", \"2022-02-12 01:33:55.000000+00:00\"], \"session_ids\": [\"b32511de-6d9d-460b-bff0-d81be692c3e6\", \"cd691fad-efde-4739-8fe7-da60ab95730f\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 12.611}, \"17564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-04-04 16:26:47.000000+00:00\", \"2019-03-18 22:36:20.000000+00:00\"], \"session_ids\": [\"69849274-9096-4be9-b61a-0f1076d2c1b9\", \"c6d26cc3-4aee-458f-b577-4c62ca226608\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.161}, \"90240\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-16 14:13:51.000000+00:00\", \"2019-12-09 19:16:51.000000+00:00\", \"2021-04-14 20:53:16.000000+00:00\"], \"session_ids\": [\"9c08b4de-8cb9-49ec-af88-12b2ce807a37\", \"e31ca378-47ed-43b0-9513-6308e54e3a98\", \"cd8092ee-7a8a-4b60-ac37-c6fee656cbfe\"], \"total_duration\": 206.0, \"total_sessions\": 3, \"mean_week_duration\": 2.901}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are greater than 1545"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1545, 3075]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"44879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-25 07:56:20.000000+00:00\", \"2019-09-12 16:08:34.000000+00:00\", \"2020-08-28 07:38:28.000000+00:00\", \"2022-06-15 08:49:08.000000+00:00\", \"2022-06-20 09:02:26.000000+00:00\", \"2019-01-10 02:38:12.000000+00:00\", \"2021-06-23 15:57:20.000000+00:00\", \"2021-10-09 02:28:43.000000+00:00\", \"2020-06-15 13:57:02.000000+00:00\", \"2021-02-16 07:11:23.000000+00:00\", \"2020-05-21 09:54:40.000000+00:00\"], \"session_ids\": [\"fffd8798-a54a-47d8-bad3-253ec15cd218\", \"d38be1ed-f745-402a-b0f9-374fd9ba8fd2\", \"b4628de1-2995-485b-8b5a-db1d2a84a5a4\", \"a8785fc0-2636-4ca6-8791-4e8f8b2a1233\", \"8bdd56fd-a5ce-4dd0-8fb4-95e584c41b5a\", \"986bb0a2-2577-4a20-9080-957c6cc742dc\", \"3ceb0b4d-1e9c-4df9-bb19-471e942c2d40\", \"2935ac12-7f64-4722-8858-6f6cc55c0ca5\", \"324e769a-ede6-4e98-b4e0-7a31bf7d4a1b\", \"70159f48-de81-44bd-8727-9a42e96d7731\", \"9c725834-4905-43e4-adb0-c99ec3f3645d\"], \"total_duration\": 35106.0, \"total_sessions\": 11, \"mean_week_duration\": 195.033}, \"14652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-30 11:50:10.000000+00:00\", \"2022-09-20 06:57:30.000000+00:00\", \"2021-06-06 01:08:06.000000+00:00\", \"2019-09-28 01:51:55.000000+00:00\", \"2022-06-08 09:59:57.000000+00:00\", \"2019-03-03 11:31:39.000000+00:00\", \"2021-05-07 01:16:10.000000+00:00\", \"2022-07-30 07:13:04.000000+00:00\", \"2019-01-19 22:00:29.000000+00:00\", \"2019-10-09 20:23:17.000000+00:00\"], \"session_ids\": [\"ca5a716b-a6b4-4712-b3cf-c39e6174035d\", \"0ab43711-b1e8-4ee1-92f6-cfd50326428c\", \"8c18d021-7922-420f-ad5e-cded7d1c2ec9\", \"62904a26-9265-4050-a0fa-e2f54a3930a2\", \"ad60699e-5821-40ad-94d8-2f4cbe60ad79\", \"239a9266-fd79-4250-a4d6-55e9672dedd1\", \"b58055e4-bea0-40e3-8bd9-73c08c681b26\", \"fa0beb1b-e07f-41ad-9987-d6a2aa88a467\", \"c426ad19-83aa-4eec-81ce-67b6dc385a32\", \"d9a3e002-9543-4d9e-b954-ad9a7114ca64\"], \"total_duration\": 30387.0, \"total_sessions\": 10, \"mean_week_duration\": 158.266}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"44879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-25 07:56:20.000000+00:00\", \"2019-09-12 16:08:34.000000+00:00\", \"2020-08-28 07:38:28.000000+00:00\", \"2022-06-15 08:49:08.000000+00:00\", \"2022-06-20 09:02:26.000000+00:00\", \"2019-01-10 02:38:12.000000+00:00\", \"2021-06-23 15:57:20.000000+00:00\", \"2021-10-09 02:28:43.000000+00:00\", \"2020-06-15 13:57:02.000000+00:00\", \"2021-02-16 07:11:23.000000+00:00\", \"2020-05-21 09:54:40.000000+00:00\"], \"session_ids\": [\"fffd8798-a54a-47d8-bad3-253ec15cd218\", \"d38be1ed-f745-402a-b0f9-374fd9ba8fd2\", \"b4628de1-2995-485b-8b5a-db1d2a84a5a4\", \"a8785fc0-2636-4ca6-8791-4e8f8b2a1233\", \"8bdd56fd-a5ce-4dd0-8fb4-95e584c41b5a\", \"986bb0a2-2577-4a20-9080-957c6cc742dc\", \"3ceb0b4d-1e9c-4df9-bb19-471e942c2d40\", \"2935ac12-7f64-4722-8858-6f6cc55c0ca5\", \"324e769a-ede6-4e98-b4e0-7a31bf7d4a1b\", \"70159f48-de81-44bd-8727-9a42e96d7731\", \"9c725834-4905-43e4-adb0-c99ec3f3645d\"], \"total_duration\": 35106.0, \"total_sessions\": 11, \"mean_week_duration\": 195.033}}, {\"14652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-30 11:50:10.000000+00:00\", \"2022-09-20 06:57:30.000000+00:00\", \"2021-06-06 01:08:06.000000+00:00\", \"2019-09-28 01:51:55.000000+00:00\", \"2022-06-08 09:59:57.000000+00:00\", \"2019-03-03 11:31:39.000000+00:00\", \"2021-05-07 01:16:10.000000+00:00\", \"2022-07-30 07:13:04.000000+00:00\", \"2019-01-19 22:00:29.000000+00:00\", \"2019-10-09 20:23:17.000000+00:00\"], \"session_ids\": [\"ca5a716b-a6b4-4712-b3cf-c39e6174035d\", \"0ab43711-b1e8-4ee1-92f6-cfd50326428c\", \"8c18d021-7922-420f-ad5e-cded7d1c2ec9\", \"62904a26-9265-4050-a0fa-e2f54a3930a2\", \"ad60699e-5821-40ad-94d8-2f4cbe60ad79\", \"239a9266-fd79-4250-a4d6-55e9672dedd1\", \"b58055e4-bea0-40e3-8bd9-73c08c681b26\", \"fa0beb1b-e07f-41ad-9987-d6a2aa88a467\", \"c426ad19-83aa-4eec-81ce-67b6dc385a32\", \"d9a3e002-9543-4d9e-b954-ad9a7114ca64\"], \"total_duration\": 30387.0, \"total_sessions\": 10, \"mean_week_duration\": 158.266}}]\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[{\"44879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-25 07:56:20.000000+00:00\", \"2019-09-12 16:08:34.000000+00:00\", \"2020-08-28 07:38:28.000000+00:00\", \"2022-06-15 08:49:08.000000+00:00\", \"2022-06-20 09:02:26.000000+00:00\", \"2019-01-10 02:38:12.000000+00:00\", \"2021-06-23 15:57:20.000000+00:00\", \"2021-10-09 02:28:43.000000+00:00\", \"2020-06-15 13:57:02.000000+00:00\", \"2021-02-16 07:11:23.000000+00:00\", \"2020-05-21 09:54:40.000000+00:00\"], \"session_ids\": [\"fffd8798-a54a-47d8-bad3-253ec15cd218\", \"d38be1ed-f745-402a-b0f9-374fd9ba8fd2\", \"b4628de1-2995-485b-8b5a-db1d2a84a5a4\", \"a8785fc0-2636-4ca6-8791-4e8f8b2a1233\", \"8bdd56fd-a5ce-4dd0-8fb4-95e584c41b5a\", \"986bb0a2-2577-4a20-9080-957c6cc742dc\", \"3ceb0b4d-1e9c-4df9-bb19-471e942c2d40\", \"2935ac12-7f64-4722-8858-6f6cc55c0ca5\", \"324e769a-ede6-4e98-b4e0-7a31bf7d4a1b\", \"70159f48-de81-44bd-8727-9a42e96d7731\", \"9c725834-4905-43e4-adb0-c99ec3f3645d\"], \"total_duration\": 35106.0, \"total_sessions\": 11, \"mean_week_duration\": 195.033}}, {\"14652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-30 11:50:10.000000+00:00\", \"2022-09-20 06:57:30.000000+00:00\", \"2021-06-06 01:08:06.000000+00:00\", \"2019-09-28 01:51:55.000000+00:00\", \"2022-06-08 09:59:57.000000+00:00\", \"2019-03-03 11:31:39.000000+00:00\", \"2021-05-07 01:16:10.000000+00:00\", \"2022-07-30 07:13:04.000000+00:00\", \"2019-01-19 22:00:29.000000+00:00\", \"2019-10-09 20:23:17.000000+00:00\"], \"session_ids\": [\"ca5a716b-a6b4-4712-b3cf-c39e6174035d\", \"0ab43711-b1e8-4ee1-92f6-cfd50326428c\", \"8c18d021-7922-420f-ad5e-cded7d1c2ec9\", \"62904a26-9265-4050-a0fa-e2f54a3930a2\", \"ad60699e-5821-40ad-94d8-2f4cbe60ad79\", \"239a9266-fd79-4250-a4d6-55e9672dedd1\", \"b58055e4-bea0-40e3-8bd9-73c08c681b26\", \"fa0beb1b-e07f-41ad-9987-d6a2aa88a467\", \"c426ad19-83aa-4eec-81ce-67b6dc385a32\", \"d9a3e002-9543-4d9e-b954-ad9a7114ca64\"], \"total_duration\": 30387.0, \"total_sessions\": 10, \"mean_week_duration\": 158.266}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about 2 users whose sessions summation exceeds 8 while staying below 2 , moreover execute sorting by town name desc."
},
{
"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{\"70956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-01 19:07:13.000000+00:00\", \"2020-04-30 12:01:37.000000+00:00\", \"2022-05-22 05:38:42.000000+00:00\", \"2020-12-13 16:40:18.000000+00:00\"], \"session_ids\": [\"d70f4f76-ea86-4956-bba4-d26867f9c9f6\", \"d7361861-c0f4-41d0-ae57-c23fd7201427\", \"fdb6fab2-c906-478f-a980-2b95c3df5371\", \"847642be-3fe0-4436-bcd5-0506630e8d57\"], \"total_duration\": 1108.0, \"total_sessions\": 4, \"mean_week_duration\": 10.259}, \"79517\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-23 03:43:34.000000+00:00\", \"2019-11-12 02:00:09.000000+00:00\", \"2023-05-08 15:43:56.000000+00:00\", \"2019-05-11 05:28:47.000000+00:00\", \"2022-10-11 02:03:46.000000+00:00\"], \"session_ids\": [\"e7ee69e9-9b1f-493b-b655-8229d90b1c60\", \"e58ce74f-8d1c-40f4-9aa7-d4cbd82a89ba\", \"e25e709e-4329-48c4-b36e-81c535cebd00\", \"1ea88069-4f5c-4255-9639-d5f387e67928\", \"ed340be9-3a90-4800-ae24-72ce0c303548\"], \"total_duration\": 2498.0, \"total_sessions\": 5, \"mean_week_duration\": 11.952}, \"26530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-07 01:35:52.000000+00:00\", \"2022-04-13 23:20:25.000000+00:00\"], \"session_ids\": [\"b5c5cbda-da90-4a58-b64d-306a9674e285\", \"ea1d8d42-beb4-4f9e-93b3-e3f9d39987b9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.128}, \"66604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-18 05:02:16.000000+00:00\", \"2021-01-06 13:29:19.000000+00:00\"], \"session_ids\": [\"3ea81af8-8aeb-4f70-87e5-a1a9323d879b\", \"b9403f56-33e1-4eac-85ae-91d0ad4017e6\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 3.227}, \"79340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-05 02:37:39.000000+00:00\", \"2022-10-02 12:15:25.000000+00:00\"], \"session_ids\": [\"ee7e6d26-0c83-4fc6-a712-fcda14ee82e5\", \"77ce244c-8209-482b-82ea-11fff308a849\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.556}, \"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-19 00:16:50.000000+00:00\", \"2023-06-13 22:08:11.000000+00:00\"], \"session_ids\": [\"6d2b724f-7bfc-41c5-a47d-7c9bfc6c5238\", \"6931407a-8778-47b5-b8c1-cb9833e60b70\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 17.962}, \"60673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-21 04:08:45.000000+00:00\", \"2023-05-05 23:41:04.000000+00:00\"], \"session_ids\": [\"0b4a3d72-0d9e-4d4d-9ffb-3b383a7c8a91\", \"47123c73-04b0-4f2b-b2cb-dfde5597df0b\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 9.0}, \"39216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-23 06:00:05.000000+00:00\", \"2022-02-25 20:28:58.000000+00:00\"], \"session_ids\": [\"7c0849bb-b5fa-4944-be91-e0ee52f9e910\", \"fe720172-2af7-466c-a89c-852bab0009f5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.564}, \"75702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-15 00:58:37.000000+00:00\", \"2023-03-30 20:12:25.000000+00:00\", \"2019-08-19 21:29:20.000000+00:00\"], \"session_ids\": [\"551194c9-3a42-4e3d-a933-d400a46dc640\", \"143a151f-e2d8-4d07-99ef-4900047ac2c1\", \"88a7cb45-8024-4958-bb76-4319fc5d93e5\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.172}, \"54611\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-02-17 23:07:23.000000+00:00\", \"2020-10-02 18:08:48.000000+00:00\"], \"session_ids\": [\"fc381c3f-6db1-42b1-9c16-b435a1592cd3\", \"5ee50cd8-bf71-426c-9dcb-f0097d3f479a\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 2.15}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 2 and are equal or greater than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"26530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-07 01:35:52.000000+00:00\", \"2022-04-13 23:20:25.000000+00:00\"], \"session_ids\": [\"b5c5cbda-da90-4a58-b64d-306a9674e285\", \"ea1d8d42-beb4-4f9e-93b3-e3f9d39987b9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.128}, \"66604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-18 05:02:16.000000+00:00\", \"2021-01-06 13:29:19.000000+00:00\"], \"session_ids\": [\"3ea81af8-8aeb-4f70-87e5-a1a9323d879b\", \"b9403f56-33e1-4eac-85ae-91d0ad4017e6\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 3.227}, \"79340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-05 02:37:39.000000+00:00\", \"2022-10-02 12:15:25.000000+00:00\"], \"session_ids\": [\"ee7e6d26-0c83-4fc6-a712-fcda14ee82e5\", \"77ce244c-8209-482b-82ea-11fff308a849\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.556}, \"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-19 00:16:50.000000+00:00\", \"2023-06-13 22:08:11.000000+00:00\"], \"session_ids\": [\"6d2b724f-7bfc-41c5-a47d-7c9bfc6c5238\", \"6931407a-8778-47b5-b8c1-cb9833e60b70\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 17.962}, \"60673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-21 04:08:45.000000+00:00\", \"2023-05-05 23:41:04.000000+00:00\"], \"session_ids\": [\"0b4a3d72-0d9e-4d4d-9ffb-3b383a7c8a91\", \"47123c73-04b0-4f2b-b2cb-dfde5597df0b\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 9.0}, \"39216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-23 06:00:05.000000+00:00\", \"2022-02-25 20:28:58.000000+00:00\"], \"session_ids\": [\"7c0849bb-b5fa-4944-be91-e0ee52f9e910\", \"fe720172-2af7-466c-a89c-852bab0009f5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.564}, \"54611\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-02-17 23:07:23.000000+00:00\", \"2020-10-02 18:08:48.000000+00:00\"], \"session_ids\": [\"fc381c3f-6db1-42b1-9c16-b435a1592cd3\", \"5ee50cd8-bf71-426c-9dcb-f0097d3f479a\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 2.15}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"66604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-18 05:02:16.000000+00:00\", \"2021-01-06 13:29:19.000000+00:00\"], \"session_ids\": [\"3ea81af8-8aeb-4f70-87e5-a1a9323d879b\", \"b9403f56-33e1-4eac-85ae-91d0ad4017e6\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 3.227}}, {\"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-19 00:16:50.000000+00:00\", \"2023-06-13 22:08:11.000000+00:00\"], \"session_ids\": [\"6d2b724f-7bfc-41c5-a47d-7c9bfc6c5238\", \"6931407a-8778-47b5-b8c1-cb9833e60b70\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 17.962}}, {\"39216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-23 06:00:05.000000+00:00\", \"2022-02-25 20:28:58.000000+00:00\"], \"session_ids\": [\"7c0849bb-b5fa-4944-be91-e0ee52f9e910\", \"fe720172-2af7-466c-a89c-852bab0009f5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.564}}, {\"79340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-05 02:37:39.000000+00:00\", \"2022-10-02 12:15:25.000000+00:00\"], \"session_ids\": [\"ee7e6d26-0c83-4fc6-a712-fcda14ee82e5\", \"77ce244c-8209-482b-82ea-11fff308a849\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.556}}, {\"54611\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-02-17 23:07:23.000000+00:00\", \"2020-10-02 18:08:48.000000+00:00\"], \"session_ids\": [\"fc381c3f-6db1-42b1-9c16-b435a1592cd3\", \"5ee50cd8-bf71-426c-9dcb-f0097d3f479a\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 2.15}}, {\"26530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-07 01:35:52.000000+00:00\", \"2022-04-13 23:20:25.000000+00:00\"], \"session_ids\": [\"b5c5cbda-da90-4a58-b64d-306a9674e285\", \"ea1d8d42-beb4-4f9e-93b3-e3f9d39987b9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.128}}, {\"60673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-21 04:08:45.000000+00:00\", \"2023-05-05 23:41:04.000000+00:00\"], \"session_ids\": [\"0b4a3d72-0d9e-4d4d-9ffb-3b383a7c8a91\", \"47123c73-04b0-4f2b-b2cb-dfde5597df0b\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 9.0}}]\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[{\"66604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-18 05:02:16.000000+00:00\", \"2021-01-06 13:29:19.000000+00:00\"], \"session_ids\": [\"3ea81af8-8aeb-4f70-87e5-a1a9323d879b\", \"b9403f56-33e1-4eac-85ae-91d0ad4017e6\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 3.227}}, {\"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-19 00:16:50.000000+00:00\", \"2023-06-13 22:08:11.000000+00:00\"], \"session_ids\": [\"6d2b724f-7bfc-41c5-a47d-7c9bfc6c5238\", \"6931407a-8778-47b5-b8c1-cb9833e60b70\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 17.962}}]\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[{\"66604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-18 05:02:16.000000+00:00\", \"2021-01-06 13:29:19.000000+00:00\"], \"session_ids\": [\"3ea81af8-8aeb-4f70-87e5-a1a9323d879b\", \"b9403f56-33e1-4eac-85ae-91d0ad4017e6\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 3.227}}, {\"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-19 00:16:50.000000+00:00\", \"2023-06-13 22:08:11.000000+00:00\"], \"session_ids\": [\"6d2b724f-7bfc-41c5-a47d-7c9bfc6c5238\", \"6931407a-8778-47b5-b8c1-cb9833e60b70\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 17.962}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 2 users whose city isn't Dubai plus execute sorting by total sessions in descending as well as provide me only with 4 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{\"19035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-17 20:51:41.000000+00:00\", \"2020-04-23 17:13:30.000000+00:00\", \"2020-04-18 08:16:37.000000+00:00\"], \"session_ids\": [\"06e49948-9e15-4413-ac6d-ac4bc46fe1a9\", \"8b0e5bba-2d63-4a0d-b13c-f1daa78478a3\", \"d2322256-d7aa-4c6a-868a-6f91170949a0\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 3.923}, \"25345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-20 19:30:46.000000+00:00\", \"2020-01-28 13:10:30.000000+00:00\", \"2019-02-05 05:18:30.000000+00:00\"], \"session_ids\": [\"45027b6f-e024-4526-9fd5-dfb401281fde\", \"f20924f1-3c5a-4125-a209-ca8b00abf63c\", \"c9e89080-8bb1-4efc-9cb3-8b24bef91122\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.216}, \"75010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-22 19:55:25.000000+00:00\", \"2022-10-15 02:35:09.000000+00:00\", \"2020-02-06 08:16:13.000000+00:00\", \"2020-08-06 13:34:04.000000+00:00\", \"2020-11-18 13:08:47.000000+00:00\"], \"session_ids\": [\"4a6e478c-588e-41a6-aa75-4e0a1b1c5fd3\", \"a4feb5d1-45cd-48d4-8de9-7b798fe53b8c\", \"33fbc0fb-cc61-4909-a7b5-e6101fcb11b3\", \"a6bea816-ef8e-47e6-9fa8-a4a19ee4e6c0\", \"d22c7c16-1972-4d12-af3e-85615eff03a0\"], \"total_duration\": 1130.0, \"total_sessions\": 5, \"mean_week_duration\": 7.533}, \"41286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-16 19:24:13.000000+00:00\", \"2022-10-29 13:04:59.000000+00:00\", \"2021-06-21 07:02:01.000000+00:00\"], \"session_ids\": [\"6b78e36b-df24-4cc8-9a8d-0d4c37d80b59\", \"13573a2e-f1c1-408c-aabb-ece7d40a182d\", \"eb609ed5-29d0-4791-a141-c644a717a391\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.357}, \"96641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-04 01:59:35.000000+00:00\", \"2022-05-24 12:31:00.000000+00:00\", \"2023-03-26 19:52:16.000000+00:00\"], \"session_ids\": [\"4ca513cb-2843-4582-b53b-0f4c82aad4a7\", \"b05d97d4-29fa-43fe-9bd2-f3017117d12d\", \"fcde80ac-87f1-48a0-a4c8-e372633fc617\"], \"total_duration\": 425.0, \"total_sessions\": 3, \"mean_week_duration\": 3.295}, \"99446\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-16 10:34:20.000000+00:00\", \"2023-03-08 20:12:17.000000+00:00\"], \"session_ids\": [\"e596183e-4544-48a4-895a-5c5056c24a74\", \"2fb301c0-77fb-435c-9607-a5405451bd2d\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}, \"18097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-16 18:36:46.000000+00:00\", \"2020-06-24 15:05:56.000000+00:00\"], \"session_ids\": [\"d1dcb5b7-7e7f-4544-acf6-0799dfe2add9\", \"2cbfa83e-ae69-4eff-840b-3c9a78c5db31\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}, \"96712\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-26 19:46:05.000000+00:00\", \"2019-08-03 00:49:50.000000+00:00\", \"2019-09-03 22:12:33.000000+00:00\", \"2019-04-19 02:48:51.000000+00:00\", \"2020-08-21 14:23:28.000000+00:00\"], \"session_ids\": [\"558a88a4-d5e8-415c-86f6-4fe2f48c7aaa\", \"2a8b028c-c078-4993-a7a6-9785da17995f\", \"db304642-b373-45cb-b131-956634419c28\", \"6f647592-4bbc-4daf-868e-6fa4e99e494d\", \"bf527160-3b3e-455b-8a4c-51a5e8ed721f\"], \"total_duration\": 1928.0, \"total_sessions\": 5, \"mean_week_duration\": 17.527}, \"8674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 12:44:08.000000+00:00\", \"2022-10-04 19:24:45.000000+00:00\", \"2022-02-03 12:53:08.000000+00:00\"], \"session_ids\": [\"766225b4-7579-4eb6-865a-6f33aa0d80a0\", \"36aa5cf3-2d2d-4a67-8e83-d641577dadd8\", \"6214f44f-5fdd-4669-b652-cc8a43fb2eec\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 12.85}, \"25540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-02 19:12:47.000000+00:00\", \"2023-03-06 04:55:36.000000+00:00\", \"2022-11-21 10:14:40.000000+00:00\", \"2023-01-31 15:36:32.000000+00:00\", \"2023-06-10 15:54:51.000000+00:00\"], \"session_ids\": [\"af016468-565d-4616-9cf8-d015dd36cd7a\", \"99a003d2-b26c-4594-8ea2-a2bd2f83591f\", \"7a5edd0c-f9c9-4ee8-ac82-e34c86363ff1\", \"89520b89-8522-4140-8c68-5e4da2dfeb48\", \"65a635bb-1658-4847-9002-6215b38fbbe9\"], \"total_duration\": 485.0, \"total_sessions\": 5, \"mean_week_duration\": 5.774}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Dubai"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Dubai\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"19035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-17 20:51:41.000000+00:00\", \"2020-04-23 17:13:30.000000+00:00\", \"2020-04-18 08:16:37.000000+00:00\"], \"session_ids\": [\"06e49948-9e15-4413-ac6d-ac4bc46fe1a9\", \"8b0e5bba-2d63-4a0d-b13c-f1daa78478a3\", \"d2322256-d7aa-4c6a-868a-6f91170949a0\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 3.923}, \"25345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-20 19:30:46.000000+00:00\", \"2020-01-28 13:10:30.000000+00:00\", \"2019-02-05 05:18:30.000000+00:00\"], \"session_ids\": [\"45027b6f-e024-4526-9fd5-dfb401281fde\", \"f20924f1-3c5a-4125-a209-ca8b00abf63c\", \"c9e89080-8bb1-4efc-9cb3-8b24bef91122\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.216}, \"75010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-22 19:55:25.000000+00:00\", \"2022-10-15 02:35:09.000000+00:00\", \"2020-02-06 08:16:13.000000+00:00\", \"2020-08-06 13:34:04.000000+00:00\", \"2020-11-18 13:08:47.000000+00:00\"], \"session_ids\": [\"4a6e478c-588e-41a6-aa75-4e0a1b1c5fd3\", \"a4feb5d1-45cd-48d4-8de9-7b798fe53b8c\", \"33fbc0fb-cc61-4909-a7b5-e6101fcb11b3\", \"a6bea816-ef8e-47e6-9fa8-a4a19ee4e6c0\", \"d22c7c16-1972-4d12-af3e-85615eff03a0\"], \"total_duration\": 1130.0, \"total_sessions\": 5, \"mean_week_duration\": 7.533}, \"41286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-16 19:24:13.000000+00:00\", \"2022-10-29 13:04:59.000000+00:00\", \"2021-06-21 07:02:01.000000+00:00\"], \"session_ids\": [\"6b78e36b-df24-4cc8-9a8d-0d4c37d80b59\", \"13573a2e-f1c1-408c-aabb-ece7d40a182d\", \"eb609ed5-29d0-4791-a141-c644a717a391\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.357}, \"96641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-04 01:59:35.000000+00:00\", \"2022-05-24 12:31:00.000000+00:00\", \"2023-03-26 19:52:16.000000+00:00\"], \"session_ids\": [\"4ca513cb-2843-4582-b53b-0f4c82aad4a7\", \"b05d97d4-29fa-43fe-9bd2-f3017117d12d\", \"fcde80ac-87f1-48a0-a4c8-e372633fc617\"], \"total_duration\": 425.0, \"total_sessions\": 3, \"mean_week_duration\": 3.295}, \"99446\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-16 10:34:20.000000+00:00\", \"2023-03-08 20:12:17.000000+00:00\"], \"session_ids\": [\"e596183e-4544-48a4-895a-5c5056c24a74\", \"2fb301c0-77fb-435c-9607-a5405451bd2d\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}, \"18097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-16 18:36:46.000000+00:00\", \"2020-06-24 15:05:56.000000+00:00\"], \"session_ids\": [\"d1dcb5b7-7e7f-4544-acf6-0799dfe2add9\", \"2cbfa83e-ae69-4eff-840b-3c9a78c5db31\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}, \"96712\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-26 19:46:05.000000+00:00\", \"2019-08-03 00:49:50.000000+00:00\", \"2019-09-03 22:12:33.000000+00:00\", \"2019-04-19 02:48:51.000000+00:00\", \"2020-08-21 14:23:28.000000+00:00\"], \"session_ids\": [\"558a88a4-d5e8-415c-86f6-4fe2f48c7aaa\", \"2a8b028c-c078-4993-a7a6-9785da17995f\", \"db304642-b373-45cb-b131-956634419c28\", \"6f647592-4bbc-4daf-868e-6fa4e99e494d\", \"bf527160-3b3e-455b-8a4c-51a5e8ed721f\"], \"total_duration\": 1928.0, \"total_sessions\": 5, \"mean_week_duration\": 17.527}, \"8674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 12:44:08.000000+00:00\", \"2022-10-04 19:24:45.000000+00:00\", \"2022-02-03 12:53:08.000000+00:00\"], \"session_ids\": [\"766225b4-7579-4eb6-865a-6f33aa0d80a0\", \"36aa5cf3-2d2d-4a67-8e83-d641577dadd8\", \"6214f44f-5fdd-4669-b652-cc8a43fb2eec\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 12.85}, \"25540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-02 19:12:47.000000+00:00\", \"2023-03-06 04:55:36.000000+00:00\", \"2022-11-21 10:14:40.000000+00:00\", \"2023-01-31 15:36:32.000000+00:00\", \"2023-06-10 15:54:51.000000+00:00\"], \"session_ids\": [\"af016468-565d-4616-9cf8-d015dd36cd7a\", \"99a003d2-b26c-4594-8ea2-a2bd2f83591f\", \"7a5edd0c-f9c9-4ee8-ac82-e34c86363ff1\", \"89520b89-8522-4140-8c68-5e4da2dfeb48\", \"65a635bb-1658-4847-9002-6215b38fbbe9\"], \"total_duration\": 485.0, \"total_sessions\": 5, \"mean_week_duration\": 5.774}}\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[{\"75010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-22 19:55:25.000000+00:00\", \"2022-10-15 02:35:09.000000+00:00\", \"2020-02-06 08:16:13.000000+00:00\", \"2020-08-06 13:34:04.000000+00:00\", \"2020-11-18 13:08:47.000000+00:00\"], \"session_ids\": [\"4a6e478c-588e-41a6-aa75-4e0a1b1c5fd3\", \"a4feb5d1-45cd-48d4-8de9-7b798fe53b8c\", \"33fbc0fb-cc61-4909-a7b5-e6101fcb11b3\", \"a6bea816-ef8e-47e6-9fa8-a4a19ee4e6c0\", \"d22c7c16-1972-4d12-af3e-85615eff03a0\"], \"total_duration\": 1130.0, \"total_sessions\": 5, \"mean_week_duration\": 7.533}}, {\"96712\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-26 19:46:05.000000+00:00\", \"2019-08-03 00:49:50.000000+00:00\", \"2019-09-03 22:12:33.000000+00:00\", \"2019-04-19 02:48:51.000000+00:00\", \"2020-08-21 14:23:28.000000+00:00\"], \"session_ids\": [\"558a88a4-d5e8-415c-86f6-4fe2f48c7aaa\", \"2a8b028c-c078-4993-a7a6-9785da17995f\", \"db304642-b373-45cb-b131-956634419c28\", \"6f647592-4bbc-4daf-868e-6fa4e99e494d\", \"bf527160-3b3e-455b-8a4c-51a5e8ed721f\"], \"total_duration\": 1928.0, \"total_sessions\": 5, \"mean_week_duration\": 17.527}}, {\"25540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-02 19:12:47.000000+00:00\", \"2023-03-06 04:55:36.000000+00:00\", \"2022-11-21 10:14:40.000000+00:00\", \"2023-01-31 15:36:32.000000+00:00\", \"2023-06-10 15:54:51.000000+00:00\"], \"session_ids\": [\"af016468-565d-4616-9cf8-d015dd36cd7a\", \"99a003d2-b26c-4594-8ea2-a2bd2f83591f\", \"7a5edd0c-f9c9-4ee8-ac82-e34c86363ff1\", \"89520b89-8522-4140-8c68-5e4da2dfeb48\", \"65a635bb-1658-4847-9002-6215b38fbbe9\"], \"total_duration\": 485.0, \"total_sessions\": 5, \"mean_week_duration\": 5.774}}, {\"19035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-17 20:51:41.000000+00:00\", \"2020-04-23 17:13:30.000000+00:00\", \"2020-04-18 08:16:37.000000+00:00\"], \"session_ids\": [\"06e49948-9e15-4413-ac6d-ac4bc46fe1a9\", \"8b0e5bba-2d63-4a0d-b13c-f1daa78478a3\", \"d2322256-d7aa-4c6a-868a-6f91170949a0\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 3.923}}, {\"25345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-20 19:30:46.000000+00:00\", \"2020-01-28 13:10:30.000000+00:00\", \"2019-02-05 05:18:30.000000+00:00\"], \"session_ids\": [\"45027b6f-e024-4526-9fd5-dfb401281fde\", \"f20924f1-3c5a-4125-a209-ca8b00abf63c\", \"c9e89080-8bb1-4efc-9cb3-8b24bef91122\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.216}}, {\"41286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-16 19:24:13.000000+00:00\", \"2022-10-29 13:04:59.000000+00:00\", \"2021-06-21 07:02:01.000000+00:00\"], \"session_ids\": [\"6b78e36b-df24-4cc8-9a8d-0d4c37d80b59\", \"13573a2e-f1c1-408c-aabb-ece7d40a182d\", \"eb609ed5-29d0-4791-a141-c644a717a391\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.357}}, {\"96641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-04 01:59:35.000000+00:00\", \"2022-05-24 12:31:00.000000+00:00\", \"2023-03-26 19:52:16.000000+00:00\"], \"session_ids\": [\"4ca513cb-2843-4582-b53b-0f4c82aad4a7\", \"b05d97d4-29fa-43fe-9bd2-f3017117d12d\", \"fcde80ac-87f1-48a0-a4c8-e372633fc617\"], \"total_duration\": 425.0, \"total_sessions\": 3, \"mean_week_duration\": 3.295}}, {\"8674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 12:44:08.000000+00:00\", \"2022-10-04 19:24:45.000000+00:00\", \"2022-02-03 12:53:08.000000+00:00\"], \"session_ids\": [\"766225b4-7579-4eb6-865a-6f33aa0d80a0\", \"36aa5cf3-2d2d-4a67-8e83-d641577dadd8\", \"6214f44f-5fdd-4669-b652-cc8a43fb2eec\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 12.85}}, {\"99446\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-16 10:34:20.000000+00:00\", \"2023-03-08 20:12:17.000000+00:00\"], \"session_ids\": [\"e596183e-4544-48a4-895a-5c5056c24a74\", \"2fb301c0-77fb-435c-9607-a5405451bd2d\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}}, {\"18097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-16 18:36:46.000000+00:00\", \"2020-06-24 15:05:56.000000+00:00\"], \"session_ids\": [\"d1dcb5b7-7e7f-4544-acf6-0799dfe2add9\", \"2cbfa83e-ae69-4eff-840b-3c9a78c5db31\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to select only 4 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"75010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-22 19:55:25.000000+00:00\", \"2022-10-15 02:35:09.000000+00:00\", \"2020-02-06 08:16:13.000000+00:00\", \"2020-08-06 13:34:04.000000+00:00\", \"2020-11-18 13:08:47.000000+00:00\"], \"session_ids\": [\"4a6e478c-588e-41a6-aa75-4e0a1b1c5fd3\", \"a4feb5d1-45cd-48d4-8de9-7b798fe53b8c\", \"33fbc0fb-cc61-4909-a7b5-e6101fcb11b3\", \"a6bea816-ef8e-47e6-9fa8-a4a19ee4e6c0\", \"d22c7c16-1972-4d12-af3e-85615eff03a0\"], \"total_duration\": 1130.0, \"total_sessions\": 5, \"mean_week_duration\": 7.533}}, {\"96712\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-26 19:46:05.000000+00:00\", \"2019-08-03 00:49:50.000000+00:00\", \"2019-09-03 22:12:33.000000+00:00\", \"2019-04-19 02:48:51.000000+00:00\", \"2020-08-21 14:23:28.000000+00:00\"], \"session_ids\": [\"558a88a4-d5e8-415c-86f6-4fe2f48c7aaa\", \"2a8b028c-c078-4993-a7a6-9785da17995f\", \"db304642-b373-45cb-b131-956634419c28\", \"6f647592-4bbc-4daf-868e-6fa4e99e494d\", \"bf527160-3b3e-455b-8a4c-51a5e8ed721f\"], \"total_duration\": 1928.0, \"total_sessions\": 5, \"mean_week_duration\": 17.527}}, {\"25540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-02 19:12:47.000000+00:00\", \"2023-03-06 04:55:36.000000+00:00\", \"2022-11-21 10:14:40.000000+00:00\", \"2023-01-31 15:36:32.000000+00:00\", \"2023-06-10 15:54:51.000000+00:00\"], \"session_ids\": [\"af016468-565d-4616-9cf8-d015dd36cd7a\", \"99a003d2-b26c-4594-8ea2-a2bd2f83591f\", \"7a5edd0c-f9c9-4ee8-ac82-e34c86363ff1\", \"89520b89-8522-4140-8c68-5e4da2dfeb48\", \"65a635bb-1658-4847-9002-6215b38fbbe9\"], \"total_duration\": 485.0, \"total_sessions\": 5, \"mean_week_duration\": 5.774}}, {\"19035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-17 20:51:41.000000+00:00\", \"2020-04-23 17:13:30.000000+00:00\", \"2020-04-18 08:16:37.000000+00:00\"], \"session_ids\": [\"06e49948-9e15-4413-ac6d-ac4bc46fe1a9\", \"8b0e5bba-2d63-4a0d-b13c-f1daa78478a3\", \"d2322256-d7aa-4c6a-868a-6f91170949a0\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 3.923}}]\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[{\"75010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-22 19:55:25.000000+00:00\", \"2022-10-15 02:35:09.000000+00:00\", \"2020-02-06 08:16:13.000000+00:00\", \"2020-08-06 13:34:04.000000+00:00\", \"2020-11-18 13:08:47.000000+00:00\"], \"session_ids\": [\"4a6e478c-588e-41a6-aa75-4e0a1b1c5fd3\", \"a4feb5d1-45cd-48d4-8de9-7b798fe53b8c\", \"33fbc0fb-cc61-4909-a7b5-e6101fcb11b3\", \"a6bea816-ef8e-47e6-9fa8-a4a19ee4e6c0\", \"d22c7c16-1972-4d12-af3e-85615eff03a0\"], \"total_duration\": 1130.0, \"total_sessions\": 5, \"mean_week_duration\": 7.533}}, {\"96712\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-26 19:46:05.000000+00:00\", \"2019-08-03 00:49:50.000000+00:00\", \"2019-09-03 22:12:33.000000+00:00\", \"2019-04-19 02:48:51.000000+00:00\", \"2020-08-21 14:23:28.000000+00:00\"], \"session_ids\": [\"558a88a4-d5e8-415c-86f6-4fe2f48c7aaa\", \"2a8b028c-c078-4993-a7a6-9785da17995f\", \"db304642-b373-45cb-b131-956634419c28\", \"6f647592-4bbc-4daf-868e-6fa4e99e494d\", \"bf527160-3b3e-455b-8a4c-51a5e8ed721f\"], \"total_duration\": 1928.0, \"total_sessions\": 5, \"mean_week_duration\": 17.527}}, {\"25540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-02 19:12:47.000000+00:00\", \"2023-03-06 04:55:36.000000+00:00\", \"2022-11-21 10:14:40.000000+00:00\", \"2023-01-31 15:36:32.000000+00:00\", \"2023-06-10 15:54:51.000000+00:00\"], \"session_ids\": [\"af016468-565d-4616-9cf8-d015dd36cd7a\", \"99a003d2-b26c-4594-8ea2-a2bd2f83591f\", \"7a5edd0c-f9c9-4ee8-ac82-e34c86363ff1\", \"89520b89-8522-4140-8c68-5e4da2dfeb48\", \"65a635bb-1658-4847-9002-6215b38fbbe9\"], \"total_duration\": 485.0, \"total_sessions\": 5, \"mean_week_duration\": 5.774}}, {\"19035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-17 20:51:41.000000+00:00\", \"2020-04-23 17:13:30.000000+00:00\", \"2020-04-18 08:16:37.000000+00:00\"], \"session_ids\": [\"06e49948-9e15-4413-ac6d-ac4bc46fe1a9\", \"8b0e5bba-2d63-4a0d-b13c-f1daa78478a3\", \"d2322256-d7aa-4c6a-868a-6f91170949a0\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 3.923}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 2 users whose mean_week_duration is exactly 1 in addition carry out sorting by overall total duration form the lowest to the highest."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"89225\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-28 00:26:09.000000+00:00\", \"2021-09-08 08:00:16.000000+00:00\"], \"session_ids\": [\"293a01b8-478a-462d-b66a-b95897e37905\", \"fdd00974-dbc4-4f79-bf22-872cbd28a6ae\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.32}, \"55068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-28 00:36:59.000000+00:00\", \"2021-10-17 05:35:23.000000+00:00\", \"2020-11-11 03:06:19.000000+00:00\"], \"session_ids\": [\"244c00e5-df88-4200-9635-47e415c02f58\", \"3c22de37-ec28-43e2-9bc2-eb60c7db1daa\", \"c12ce7e0-8789-463e-b107-90fb45cd07cd\"], \"total_duration\": 715.0, \"total_sessions\": 3, \"mean_week_duration\": 6.164}, \"76279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-23 06:16:20.000000+00:00\", \"2021-07-01 21:52:47.000000+00:00\", \"2021-09-25 16:45:50.000000+00:00\", \"2021-10-28 19:59:32.000000+00:00\", \"2023-05-31 10:59:50.000000+00:00\", \"2021-03-06 08:18:18.000000+00:00\"], \"session_ids\": [\"81f2848d-38ea-46c8-8be4-14c6a706ae62\", \"5a75210c-d640-4679-aefe-f2d0185ad237\", \"257388c8-f28d-452b-a670-66e391d0f1ef\", \"04b8259c-916d-4905-8e19-ebb2f7076f2a\", \"e0ac3459-de70-487b-9c21-bb8bb46c9150\", \"ed26737d-dd05-4cef-909a-9b0ca8b5ea26\"], \"total_duration\": 329.0, \"total_sessions\": 6, \"mean_week_duration\": 2.812}, \"1914\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-17 16:31:51.000000+00:00\", \"2020-04-24 09:56:55.000000+00:00\", \"2019-09-23 21:01:14.000000+00:00\", \"2023-03-31 09:42:55.000000+00:00\", \"2021-05-13 00:07:10.000000+00:00\", \"2022-08-23 05:17:22.000000+00:00\", \"2022-09-21 21:56:48.000000+00:00\"], \"session_ids\": [\"425f3b12-2d48-44e9-bcb9-4fb20ecfbf58\", \"bbfbcd21-a2e8-4822-8305-a07b646eb3fc\", \"fc42e812-f4a0-4e2d-95d3-efba1c8c1e05\", \"c553c747-de5d-46a3-a93f-27a2506526cf\", \"cc718cc6-eabe-4ab9-be61-514058271e3a\", \"60ad8a05-d97c-425f-ad34-1362ce842cdf\", \"c1d2a6d9-d24a-40b0-aff6-fff4982228f0\"], \"total_duration\": 5094.0, \"total_sessions\": 7, \"mean_week_duration\": 27.685}, \"8993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-09 00:20:53.000000+00:00\", \"2020-09-22 18:19:54.000000+00:00\"], \"session_ids\": [\"8d3d02ba-ea9f-4f72-9d93-04c5429cd2b0\", \"5aa38065-1da7-42d6-a2d0-398f7af07c03\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}, \"94543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-15 02:03:51.000000+00:00\", \"2022-04-30 23:02:06.000000+00:00\", \"2020-03-06 05:09:41.000000+00:00\"], \"session_ids\": [\"2deeb830-0439-480d-aa9b-14886b2a5baa\", \"dec346b3-0062-405d-9918-87cd9c1672e3\", \"e4325320-4120-4048-a1fa-ecb57e394f31\"], \"total_duration\": 149.0, \"total_sessions\": 3, \"mean_week_duration\": 1.319}, \"8877\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-07-03 09:13:07.000000+00:00\", \"2020-12-07 14:43:44.000000+00:00\", \"2020-12-06 05:19:57.000000+00:00\", \"2021-10-04 05:10:33.000000+00:00\"], \"session_ids\": [\"d526a3e7-3a2c-4025-a24b-04b9556b331a\", \"cef6a8a2-3c2a-4b59-9392-91d93cae2e07\", \"581ff6b2-be5f-4366-b8df-35ad31b0ff51\", \"423b8991-1e63-4257-adfe-e9a407423c82\"], \"total_duration\": 1338.0, \"total_sessions\": 4, \"mean_week_duration\": 11.339}, \"17097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-11-02 01:16:07.000000+00:00\", \"2021-02-20 02:44:50.000000+00:00\"], \"session_ids\": [\"e06518e2-b82f-496b-9f0c-deb7cd12c625\", \"f042bd66-00f6-4cfb-840e-01987b74b137\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.595}, \"8459\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-09 08:09:37.000000+00:00\", \"2023-03-18 04:43:35.000000+00:00\"], \"session_ids\": [\"2520e324-8c0d-4cf3-9a55-1bde80034281\", \"9722c5d3-3d53-4c4b-b2e3-fcd847c47098\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 1.519}, \"2884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-27 21:37:11.000000+00:00\", \"2020-05-18 16:41:21.000000+00:00\", \"2020-03-31 01:30:49.000000+00:00\", \"2020-09-13 16:35:32.000000+00:00\", \"2019-02-16 23:07:58.000000+00:00\", \"2021-07-24 21:01:47.000000+00:00\", \"2021-04-19 22:35:43.000000+00:00\"], \"session_ids\": [\"a75426cf-9196-4c78-89a3-73d56d55a753\", \"02deaa44-10b5-4e15-bcc6-c1525517528a\", \"b7963da3-aef4-444d-a5c9-d90ed1bbee74\", \"9a92045c-7db9-407f-9f6c-d898cc89fd79\", \"4cccc10c-454d-4bb5-964d-a3814b5b1a27\", \"0988527a-6ea2-4d71-a054-c5e48ba0c188\", \"ee0ece32-4c14-4328-8a0f-af9344c3fc41\"], \"total_duration\": 4064.0, \"total_sessions\": 7, \"mean_week_duration\": 28.028}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are 1"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 32]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding users with a total sessions that is above 4 , execute sorting by overall total duration in asc order."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"37814\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-15 20:21:02.000000+00:00\", \"2023-05-10 04:43:59.000000+00:00\"], \"session_ids\": [\"179b2a44-6678-45b0-866d-30353a1c7094\", \"2e4b19ec-27be-43c6-a889-f191537e518d\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 3.609}, \"40121\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-05-27 16:12:17.000000+00:00\", \"2020-08-25 05:42:21.000000+00:00\"], \"session_ids\": [\"f2f45d26-4a97-4904-9a66-8e7e06cd3a49\", \"772a97a3-cc6b-4d39-9749-92140e6467e9\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}, \"35956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-08 02:17:41.000000+00:00\", \"2019-05-12 19:35:31.000000+00:00\"], \"session_ids\": [\"2df4e98d-6424-49d6-b6c6-b6b9888ee7b8\", \"1a7dce13-19ec-43ad-a1e6-24896e700781\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"51795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-12 10:14:09.000000+00:00\", \"2020-09-26 03:24:18.000000+00:00\"], \"session_ids\": [\"7d0fb788-2034-4ed2-8162-2e46ac6568f3\", \"c0e47fed-7e59-44a2-907d-963ee6293275\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 6.453}, \"69784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-01 16:22:21.000000+00:00\", \"2019-07-28 18:02:34.000000+00:00\", \"2022-08-22 16:36:31.000000+00:00\", \"2019-08-27 01:56:08.000000+00:00\", \"2019-12-21 09:36:41.000000+00:00\", \"2019-12-27 21:48:45.000000+00:00\"], \"session_ids\": [\"145729db-6537-4d2f-a334-1e76282d2af1\", \"4e8caa75-3018-4864-9227-5458b68c75f8\", \"1bad7897-bef5-48d9-b683-14865b79f143\", \"943f3594-52e2-4132-b4f3-7fb285dfcd9e\", \"9f826b76-5233-46d3-a312-7c709f5d2f58\", \"59f41091-dbf7-458c-aa47-eff9090a92e6\"], \"total_duration\": 3348.0, \"total_sessions\": 6, \"mean_week_duration\": 18.396}, \"51295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-20 08:45:12.000000+00:00\", \"2020-11-02 17:18:32.000000+00:00\", \"2021-10-16 07:18:27.000000+00:00\", \"2020-04-03 18:30:09.000000+00:00\", \"2023-04-06 21:02:47.000000+00:00\", \"2022-07-02 14:09:24.000000+00:00\", \"2022-12-18 12:05:54.000000+00:00\"], \"session_ids\": [\"c212b7b5-84f4-4495-8f36-26dc46a37a92\", \"cde35d47-53fd-45d0-ba04-823e04ea27ae\", \"27d00547-531b-43d2-9fc2-d9e59d52c2b1\", \"75de7bcf-078a-4580-9d94-8aa44cd1105d\", \"1af43477-392a-4dec-aa6d-3f192441027e\", \"0c1f701b-cc3d-4979-96ca-95475dc5aa7b\", \"4f9e80a9-604e-4aaf-aa8e-2b2562bacdaa\"], \"total_duration\": 680.0, \"total_sessions\": 7, \"mean_week_duration\": 4.277}, \"4210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-05-04 18:47:02.000000+00:00\", \"2020-08-03 02:54:58.000000+00:00\"], \"session_ids\": [\"15dae1ef-d7f7-452e-afbd-70a459d5d2f4\", \"5e2d5335-530e-48fa-8a3c-641fa9228059\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}, \"76036\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-04 02:53:34.000000+00:00\", \"2020-11-21 00:49:57.000000+00:00\", \"2020-03-27 08:49:41.000000+00:00\", \"2019-06-06 05:21:18.000000+00:00\"], \"session_ids\": [\"72ad905c-ef3f-4d29-9918-35ea14bfecf9\", \"1986f757-04ba-451e-a625-764b6e754af0\", \"669d5cf8-453b-4a0f-a0c9-9acd358a2138\", \"e397db5c-4ba9-4d6c-87f8-9a23e14dffa2\"], \"total_duration\": 1243.0, \"total_sessions\": 4, \"mean_week_duration\": 16.143}, \"54121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-03-22 17:25:40.000000+00:00\", \"2020-11-12 10:59:52.000000+00:00\", \"2021-04-08 20:58:15.000000+00:00\"], \"session_ids\": [\"a7f1b4df-5f01-4bd9-9718-de5c2b10cf71\", \"1a251003-46e7-42bb-919e-06b9cb821bb5\", \"2f14689c-33d1-43ef-894d-e18935929c56\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 4.429}, \"73635\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-24 12:56:45.000000+00:00\", \"2021-11-06 08:34:39.000000+00:00\", \"2022-04-19 21:51:28.000000+00:00\"], \"session_ids\": [\"3f9a24a5-0912-4e6e-9c37-7a726c6d5031\", \"3fc335fe-b6f9-4f21-8a3f-c32f528b5ab7\", \"19308fb2-18c5-4879-9f15-a0a39e65a425\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 12.194}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"69784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-01 16:22:21.000000+00:00\", \"2019-07-28 18:02:34.000000+00:00\", \"2022-08-22 16:36:31.000000+00:00\", \"2019-08-27 01:56:08.000000+00:00\", \"2019-12-21 09:36:41.000000+00:00\", \"2019-12-27 21:48:45.000000+00:00\"], \"session_ids\": [\"145729db-6537-4d2f-a334-1e76282d2af1\", \"4e8caa75-3018-4864-9227-5458b68c75f8\", \"1bad7897-bef5-48d9-b683-14865b79f143\", \"943f3594-52e2-4132-b4f3-7fb285dfcd9e\", \"9f826b76-5233-46d3-a312-7c709f5d2f58\", \"59f41091-dbf7-458c-aa47-eff9090a92e6\"], \"total_duration\": 3348.0, \"total_sessions\": 6, \"mean_week_duration\": 18.396}, \"51295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-20 08:45:12.000000+00:00\", \"2020-11-02 17:18:32.000000+00:00\", \"2021-10-16 07:18:27.000000+00:00\", \"2020-04-03 18:30:09.000000+00:00\", \"2023-04-06 21:02:47.000000+00:00\", \"2022-07-02 14:09:24.000000+00:00\", \"2022-12-18 12:05:54.000000+00:00\"], \"session_ids\": [\"c212b7b5-84f4-4495-8f36-26dc46a37a92\", \"cde35d47-53fd-45d0-ba04-823e04ea27ae\", \"27d00547-531b-43d2-9fc2-d9e59d52c2b1\", \"75de7bcf-078a-4580-9d94-8aa44cd1105d\", \"1af43477-392a-4dec-aa6d-3f192441027e\", \"0c1f701b-cc3d-4979-96ca-95475dc5aa7b\", \"4f9e80a9-604e-4aaf-aa8e-2b2562bacdaa\"], \"total_duration\": 680.0, \"total_sessions\": 7, \"mean_week_duration\": 4.277}, \"76036\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-04 02:53:34.000000+00:00\", \"2020-11-21 00:49:57.000000+00:00\", \"2020-03-27 08:49:41.000000+00:00\", \"2019-06-06 05:21:18.000000+00:00\"], \"session_ids\": [\"72ad905c-ef3f-4d29-9918-35ea14bfecf9\", \"1986f757-04ba-451e-a625-764b6e754af0\", \"669d5cf8-453b-4a0f-a0c9-9acd358a2138\", \"e397db5c-4ba9-4d6c-87f8-9a23e14dffa2\"], \"total_duration\": 1243.0, \"total_sessions\": 4, \"mean_week_duration\": 16.143}}\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[{\"51295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-20 08:45:12.000000+00:00\", \"2020-11-02 17:18:32.000000+00:00\", \"2021-10-16 07:18:27.000000+00:00\", \"2020-04-03 18:30:09.000000+00:00\", \"2023-04-06 21:02:47.000000+00:00\", \"2022-07-02 14:09:24.000000+00:00\", \"2022-12-18 12:05:54.000000+00:00\"], \"session_ids\": [\"c212b7b5-84f4-4495-8f36-26dc46a37a92\", \"cde35d47-53fd-45d0-ba04-823e04ea27ae\", \"27d00547-531b-43d2-9fc2-d9e59d52c2b1\", \"75de7bcf-078a-4580-9d94-8aa44cd1105d\", \"1af43477-392a-4dec-aa6d-3f192441027e\", \"0c1f701b-cc3d-4979-96ca-95475dc5aa7b\", \"4f9e80a9-604e-4aaf-aa8e-2b2562bacdaa\"], \"total_duration\": 680.0, \"total_sessions\": 7, \"mean_week_duration\": 4.277}}, {\"76036\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-04 02:53:34.000000+00:00\", \"2020-11-21 00:49:57.000000+00:00\", \"2020-03-27 08:49:41.000000+00:00\", \"2019-06-06 05:21:18.000000+00:00\"], \"session_ids\": [\"72ad905c-ef3f-4d29-9918-35ea14bfecf9\", \"1986f757-04ba-451e-a625-764b6e754af0\", \"669d5cf8-453b-4a0f-a0c9-9acd358a2138\", \"e397db5c-4ba9-4d6c-87f8-9a23e14dffa2\"], \"total_duration\": 1243.0, \"total_sessions\": 4, \"mean_week_duration\": 16.143}}, {\"69784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-01 16:22:21.000000+00:00\", \"2019-07-28 18:02:34.000000+00:00\", \"2022-08-22 16:36:31.000000+00:00\", \"2019-08-27 01:56:08.000000+00:00\", \"2019-12-21 09:36:41.000000+00:00\", \"2019-12-27 21:48:45.000000+00:00\"], \"session_ids\": [\"145729db-6537-4d2f-a334-1e76282d2af1\", \"4e8caa75-3018-4864-9227-5458b68c75f8\", \"1bad7897-bef5-48d9-b683-14865b79f143\", \"943f3594-52e2-4132-b4f3-7fb285dfcd9e\", \"9f826b76-5233-46d3-a312-7c709f5d2f58\", \"59f41091-dbf7-458c-aa47-eff9090a92e6\"], \"total_duration\": 3348.0, \"total_sessions\": 6, \"mean_week_duration\": 18.396}}]\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[{\"51295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-20 08:45:12.000000+00:00\", \"2020-11-02 17:18:32.000000+00:00\", \"2021-10-16 07:18:27.000000+00:00\", \"2020-04-03 18:30:09.000000+00:00\", \"2023-04-06 21:02:47.000000+00:00\", \"2022-07-02 14:09:24.000000+00:00\", \"2022-12-18 12:05:54.000000+00:00\"], \"session_ids\": [\"c212b7b5-84f4-4495-8f36-26dc46a37a92\", \"cde35d47-53fd-45d0-ba04-823e04ea27ae\", \"27d00547-531b-43d2-9fc2-d9e59d52c2b1\", \"75de7bcf-078a-4580-9d94-8aa44cd1105d\", \"1af43477-392a-4dec-aa6d-3f192441027e\", \"0c1f701b-cc3d-4979-96ca-95475dc5aa7b\", \"4f9e80a9-604e-4aaf-aa8e-2b2562bacdaa\"], \"total_duration\": 680.0, \"total_sessions\": 7, \"mean_week_duration\": 4.277}}, {\"76036\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-04 02:53:34.000000+00:00\", \"2020-11-21 00:49:57.000000+00:00\", \"2020-03-27 08:49:41.000000+00:00\", \"2019-06-06 05:21:18.000000+00:00\"], \"session_ids\": [\"72ad905c-ef3f-4d29-9918-35ea14bfecf9\", \"1986f757-04ba-451e-a625-764b6e754af0\", \"669d5cf8-453b-4a0f-a0c9-9acd358a2138\", \"e397db5c-4ba9-4d6c-87f8-9a23e14dffa2\"], \"total_duration\": 1243.0, \"total_sessions\": 4, \"mean_week_duration\": 16.143}}, {\"69784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-01 16:22:21.000000+00:00\", \"2019-07-28 18:02:34.000000+00:00\", \"2022-08-22 16:36:31.000000+00:00\", \"2019-08-27 01:56:08.000000+00:00\", \"2019-12-21 09:36:41.000000+00:00\", \"2019-12-27 21:48:45.000000+00:00\"], \"session_ids\": [\"145729db-6537-4d2f-a334-1e76282d2af1\", \"4e8caa75-3018-4864-9227-5458b68c75f8\", \"1bad7897-bef5-48d9-b683-14865b79f143\", \"943f3594-52e2-4132-b4f3-7fb285dfcd9e\", \"9f826b76-5233-46d3-a312-7c709f5d2f58\", \"59f41091-dbf7-458c-aa47-eff9090a92e6\"], \"total_duration\": 3348.0, \"total_sessions\": 6, \"mean_week_duration\": 18.396}}]\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 whose sum of sessions is strictly bigger than 3 and in addition carry out sorting by town name in ascending order."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"98613\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-16 03:43:56.000000+00:00\", \"2023-06-24 05:01:57.000000+00:00\", \"2021-09-29 20:29:03.000000+00:00\"], \"session_ids\": [\"537f39a2-156a-4f73-992d-8128f71a455c\", \"cc2144da-b30e-4996-913d-f685913ae73c\", \"2d0876ad-2bfe-4589-9cd0-26be8b6a059c\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.275}, \"62893\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-20 17:44:35.000000+00:00\", \"2019-09-16 15:19:01.000000+00:00\"], \"session_ids\": [\"9d1ec3b7-3422-49ce-96ca-620bf0df2fe9\", \"83737af4-9e66-4b6a-91c0-f494a7055981\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 3.236}, \"49344\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-06 12:55:36.000000+00:00\", \"2021-11-13 11:47:37.000000+00:00\"], \"session_ids\": [\"04fd0c81-6249-4c3c-b89e-b544a21bfd07\", \"f9e0a5db-5856-4197-b3c7-9b3c31e47fb7\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.83}, \"68908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-29 14:12:02.000000+00:00\", \"2021-08-11 02:29:55.000000+00:00\"], \"session_ids\": [\"dea268c2-59b9-41ee-a2a2-c64a282447c6\", \"844358e4-a5fe-4b52-9b60-084cecec39a4\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 241.5}, \"10336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-05-02 22:53:07.000000+00:00\", \"2022-07-22 09:44:28.000000+00:00\"], \"session_ids\": [\"061f3f32-64af-48c5-a231-04c6af5ba70b\", \"a05b2834-b3db-4332-ade7-5e0e6440cbda\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 19.667}, \"73347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-03 01:36:26.000000+00:00\", \"2019-07-25 12:39:31.000000+00:00\"], \"session_ids\": [\"e823dafa-aee4-4c78-8f1b-ec0538869ebd\", \"46a235c4-d280-4e5c-a7ef-e41b1420039a\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 1.283}, \"39238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-24 13:11:19.000000+00:00\", \"2022-03-31 03:34:22.000000+00:00\", \"2019-08-03 01:09:02.000000+00:00\"], \"session_ids\": [\"c782ecfa-a588-409c-9c2b-c109cc76e189\", \"110b9f8e-1e9a-4d4e-a417-46dc91f88597\", \"9b8b9831-3f4c-447d-bdb8-9cc12d5d2128\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 3.345}, \"36218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-04 12:29:11.000000+00:00\", \"2023-01-25 03:15:13.000000+00:00\", \"2019-12-08 23:31:19.000000+00:00\", \"2022-02-28 14:09:39.000000+00:00\", \"2021-01-02 20:08:56.000000+00:00\"], \"session_ids\": [\"ad79ad87-e6f3-4b47-8e54-7d7626ae058d\", \"62164f83-ecbf-4c3b-a505-9e71635007f7\", \"a147330e-8a27-461e-9dc2-eddb2076ee17\", \"946f9750-4643-4a6a-8e2a-2272f1f97ee1\", \"7d70ef2a-e1bb-494c-bf27-29f73082e04f\"], \"total_duration\": 2836.0, \"total_sessions\": 5, \"mean_week_duration\": 15.933}, \"37431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-06 01:35:38.000000+00:00\", \"2022-09-22 03:40:30.000000+00:00\"], \"session_ids\": [\"1bfb6dea-7f7a-4fba-82d7-fc7513c981f5\", \"b459bb02-1bee-490d-a666-0a6edb92a6ee\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}, \"91639\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-09-05 07:55:51.000000+00:00\", \"2021-05-21 18:00:22.000000+00:00\"], \"session_ids\": [\"28231002-1bb6-4127-95f0-b233f4de3c32\", \"9cdcace0-aaa1-4866-a396-897dc75852d8\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.703}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are greater than 3"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"36218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-04 12:29:11.000000+00:00\", \"2023-01-25 03:15:13.000000+00:00\", \"2019-12-08 23:31:19.000000+00:00\", \"2022-02-28 14:09:39.000000+00:00\", \"2021-01-02 20:08:56.000000+00:00\"], \"session_ids\": [\"ad79ad87-e6f3-4b47-8e54-7d7626ae058d\", \"62164f83-ecbf-4c3b-a505-9e71635007f7\", \"a147330e-8a27-461e-9dc2-eddb2076ee17\", \"946f9750-4643-4a6a-8e2a-2272f1f97ee1\", \"7d70ef2a-e1bb-494c-bf27-29f73082e04f\"], \"total_duration\": 2836.0, \"total_sessions\": 5, \"mean_week_duration\": 15.933}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-04 12:29:11.000000+00:00\", \"2023-01-25 03:15:13.000000+00:00\", \"2019-12-08 23:31:19.000000+00:00\", \"2022-02-28 14:09:39.000000+00:00\", \"2021-01-02 20:08:56.000000+00:00\"], \"session_ids\": [\"ad79ad87-e6f3-4b47-8e54-7d7626ae058d\", \"62164f83-ecbf-4c3b-a505-9e71635007f7\", \"a147330e-8a27-461e-9dc2-eddb2076ee17\", \"946f9750-4643-4a6a-8e2a-2272f1f97ee1\", \"7d70ef2a-e1bb-494c-bf27-29f73082e04f\"], \"total_duration\": 2836.0, \"total_sessions\": 5, \"mean_week_duration\": 15.933}}]\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[{\"36218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-04 12:29:11.000000+00:00\", \"2023-01-25 03:15:13.000000+00:00\", \"2019-12-08 23:31:19.000000+00:00\", \"2022-02-28 14:09:39.000000+00:00\", \"2021-01-02 20:08:56.000000+00:00\"], \"session_ids\": [\"ad79ad87-e6f3-4b47-8e54-7d7626ae058d\", \"62164f83-ecbf-4c3b-a505-9e71635007f7\", \"a147330e-8a27-461e-9dc2-eddb2076ee17\", \"946f9750-4643-4a6a-8e2a-2272f1f97ee1\", \"7d70ef2a-e1bb-494c-bf27-29f73082e04f\"], \"total_duration\": 2836.0, \"total_sessions\": 5, \"mean_week_duration\": 15.933}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to accomplish that task and transfer the data to the requester."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-04 12:29:11.000000+00:00\", \"2023-01-25 03:15:13.000000+00:00\", \"2019-12-08 23:31:19.000000+00:00\", \"2022-02-28 14:09:39.000000+00:00\", \"2021-01-02 20:08:56.000000+00:00\"], \"session_ids\": [\"ad79ad87-e6f3-4b47-8e54-7d7626ae058d\", \"62164f83-ecbf-4c3b-a505-9e71635007f7\", \"a147330e-8a27-461e-9dc2-eddb2076ee17\", \"946f9750-4643-4a6a-8e2a-2272f1f97ee1\", \"7d70ef2a-e1bb-494c-bf27-29f73082e04f\"], \"total_duration\": 2836.0, \"total_sessions\": 5, \"mean_week_duration\": 15.933}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about 6 users who have overall sessions count less than 3 (not including) and greater than 9 , carry out sorting by site usage time per week in ascending order."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"46128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-04 09:45:22.000000+00:00\", \"2022-03-17 17:46:20.000000+00:00\"], \"session_ids\": [\"de9f47c2-8d50-4276-9d3b-aa7880aea7b6\", \"52ccb728-7a35-44ea-a166-b6b3595a1607\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}, \"90105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-09 18:01:02.000000+00:00\", \"2020-09-30 17:04:24.000000+00:00\"], \"session_ids\": [\"e0f0c91e-87d2-42aa-bb36-b442d54fcbef\", \"11bd4271-a8ca-4b14-9851-beaaa3bc9cd2\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 4.781}, \"42679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-05 20:25:23.000000+00:00\", \"2019-10-03 02:13:18.000000+00:00\"], \"session_ids\": [\"65eb23c2-9a83-44e2-9735-cf9951ba4216\", \"c6f3a89f-274f-47fd-a5f2-9491e8a0c02a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 4.604}, \"88235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-13 19:43:17.000000+00:00\", \"2023-03-29 18:40:25.000000+00:00\"], \"session_ids\": [\"21226f1b-d034-4942-b44d-d628fddb133d\", \"5157a5b2-9185-4a5c-a04c-9c7f25d29681\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}, \"82135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-06 21:23:57.000000+00:00\", \"2020-11-08 18:07:49.000000+00:00\"], \"session_ids\": [\"04f3771d-a2d1-4b3f-b0f9-d2f5d70ad6a2\", \"9dc9b9ad-e804-4fa5-9155-7092ae9dde26\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}, \"92458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-13 22:04:37.000000+00:00\", \"2020-05-01 23:18:46.000000+00:00\"], \"session_ids\": [\"970cf4ed-952a-404e-b461-558359ea3108\", \"2f1572f2-9000-4afc-a870-999f5e56615e\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}, \"16966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-22 11:35:38.000000+00:00\", \"2022-01-24 13:37:34.000000+00:00\"], \"session_ids\": [\"aae3dbda-d4db-4aef-80f5-e6bfd13afe9a\", \"323e3b11-b984-40ac-83ad-63b617e87a48\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.47}, \"44266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-30 20:25:22.000000+00:00\", \"2021-08-31 11:08:46.000000+00:00\", \"2022-12-08 17:02:40.000000+00:00\"], \"session_ids\": [\"82e85ad8-91c9-4402-8755-1f8e07619310\", \"7116ac66-3f35-4e14-8f0b-841373b0de4e\", \"9960b4f7-a03b-4683-ae82-9e0d02cd8b72\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 2.313}, \"39690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-24 15:46:32.000000+00:00\", \"2022-04-02 07:09:51.000000+00:00\", \"2021-03-16 15:05:36.000000+00:00\"], \"session_ids\": [\"e0905ff7-ad86-4566-a26a-87fe6781cdf9\", \"56e9c98f-3399-4c42-85d4-3089959be647\", \"db070e63-9042-4013-9c30-b55f3a08d411\"], \"total_duration\": 128.0, \"total_sessions\": 3, \"mean_week_duration\": 1.684}, \"90509\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-15 21:27:22.000000+00:00\", \"2021-10-17 19:46:10.000000+00:00\", \"2022-07-10 13:43:35.000000+00:00\", \"2020-04-05 11:17:46.000000+00:00\", \"2019-04-27 20:38:27.000000+00:00\", \"2021-03-30 02:01:10.000000+00:00\", \"2020-01-10 09:22:09.000000+00:00\", \"2019-02-27 05:45:20.000000+00:00\", \"2019-11-22 18:40:00.000000+00:00\"], \"session_ids\": [\"3e8dfe9d-09bb-446e-8380-3488a7053f29\", \"965af15b-2c55-4d9d-a566-dc313a60b825\", \"06876d7d-ab24-4efc-8ad9-60bb3b043c4b\", \"34ce4f19-0b7d-44c7-9f01-1dbc17a464fa\", \"de7ce46b-4425-4684-8634-dc20a6814524\", \"0e1a9075-fce7-4429-b40a-61ed8e3e5850\", \"9746deb1-c3cb-4dcd-8118-7c9c095df9a6\", \"dc00485b-a806-41e5-a4c6-153b3098cd36\", \"985a2d8c-a25b-4ed1-84dc-112656be8683\"], \"total_duration\": 91.0, \"total_sessions\": 9, \"mean_week_duration\": 0.414}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 3 and are equal or greater than 9"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"46128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-04 09:45:22.000000+00:00\", \"2022-03-17 17:46:20.000000+00:00\"], \"session_ids\": [\"de9f47c2-8d50-4276-9d3b-aa7880aea7b6\", \"52ccb728-7a35-44ea-a166-b6b3595a1607\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}, \"90105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-09 18:01:02.000000+00:00\", \"2020-09-30 17:04:24.000000+00:00\"], \"session_ids\": [\"e0f0c91e-87d2-42aa-bb36-b442d54fcbef\", \"11bd4271-a8ca-4b14-9851-beaaa3bc9cd2\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 4.781}, \"42679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-05 20:25:23.000000+00:00\", \"2019-10-03 02:13:18.000000+00:00\"], \"session_ids\": [\"65eb23c2-9a83-44e2-9735-cf9951ba4216\", \"c6f3a89f-274f-47fd-a5f2-9491e8a0c02a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 4.604}, \"88235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-13 19:43:17.000000+00:00\", \"2023-03-29 18:40:25.000000+00:00\"], \"session_ids\": [\"21226f1b-d034-4942-b44d-d628fddb133d\", \"5157a5b2-9185-4a5c-a04c-9c7f25d29681\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}, \"82135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-06 21:23:57.000000+00:00\", \"2020-11-08 18:07:49.000000+00:00\"], \"session_ids\": [\"04f3771d-a2d1-4b3f-b0f9-d2f5d70ad6a2\", \"9dc9b9ad-e804-4fa5-9155-7092ae9dde26\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}, \"92458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-13 22:04:37.000000+00:00\", \"2020-05-01 23:18:46.000000+00:00\"], \"session_ids\": [\"970cf4ed-952a-404e-b461-558359ea3108\", \"2f1572f2-9000-4afc-a870-999f5e56615e\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}, \"16966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-22 11:35:38.000000+00:00\", \"2022-01-24 13:37:34.000000+00:00\"], \"session_ids\": [\"aae3dbda-d4db-4aef-80f5-e6bfd13afe9a\", \"323e3b11-b984-40ac-83ad-63b617e87a48\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.47}, \"90509\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-15 21:27:22.000000+00:00\", \"2021-10-17 19:46:10.000000+00:00\", \"2022-07-10 13:43:35.000000+00:00\", \"2020-04-05 11:17:46.000000+00:00\", \"2019-04-27 20:38:27.000000+00:00\", \"2021-03-30 02:01:10.000000+00:00\", \"2020-01-10 09:22:09.000000+00:00\", \"2019-02-27 05:45:20.000000+00:00\", \"2019-11-22 18:40:00.000000+00:00\"], \"session_ids\": [\"3e8dfe9d-09bb-446e-8380-3488a7053f29\", \"965af15b-2c55-4d9d-a566-dc313a60b825\", \"06876d7d-ab24-4efc-8ad9-60bb3b043c4b\", \"34ce4f19-0b7d-44c7-9f01-1dbc17a464fa\", \"de7ce46b-4425-4684-8634-dc20a6814524\", \"0e1a9075-fce7-4429-b40a-61ed8e3e5850\", \"9746deb1-c3cb-4dcd-8118-7c9c095df9a6\", \"dc00485b-a806-41e5-a4c6-153b3098cd36\", \"985a2d8c-a25b-4ed1-84dc-112656be8683\"], \"total_duration\": 91.0, \"total_sessions\": 9, \"mean_week_duration\": 0.414}}\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[{\"82135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-06 21:23:57.000000+00:00\", \"2020-11-08 18:07:49.000000+00:00\"], \"session_ids\": [\"04f3771d-a2d1-4b3f-b0f9-d2f5d70ad6a2\", \"9dc9b9ad-e804-4fa5-9155-7092ae9dde26\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}}, {\"90509\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-15 21:27:22.000000+00:00\", \"2021-10-17 19:46:10.000000+00:00\", \"2022-07-10 13:43:35.000000+00:00\", \"2020-04-05 11:17:46.000000+00:00\", \"2019-04-27 20:38:27.000000+00:00\", \"2021-03-30 02:01:10.000000+00:00\", \"2020-01-10 09:22:09.000000+00:00\", \"2019-02-27 05:45:20.000000+00:00\", \"2019-11-22 18:40:00.000000+00:00\"], \"session_ids\": [\"3e8dfe9d-09bb-446e-8380-3488a7053f29\", \"965af15b-2c55-4d9d-a566-dc313a60b825\", \"06876d7d-ab24-4efc-8ad9-60bb3b043c4b\", \"34ce4f19-0b7d-44c7-9f01-1dbc17a464fa\", \"de7ce46b-4425-4684-8634-dc20a6814524\", \"0e1a9075-fce7-4429-b40a-61ed8e3e5850\", \"9746deb1-c3cb-4dcd-8118-7c9c095df9a6\", \"dc00485b-a806-41e5-a4c6-153b3098cd36\", \"985a2d8c-a25b-4ed1-84dc-112656be8683\"], \"total_duration\": 91.0, \"total_sessions\": 9, \"mean_week_duration\": 0.414}}, {\"88235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-13 19:43:17.000000+00:00\", \"2023-03-29 18:40:25.000000+00:00\"], \"session_ids\": [\"21226f1b-d034-4942-b44d-d628fddb133d\", \"5157a5b2-9185-4a5c-a04c-9c7f25d29681\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}}, {\"16966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-22 11:35:38.000000+00:00\", \"2022-01-24 13:37:34.000000+00:00\"], \"session_ids\": [\"aae3dbda-d4db-4aef-80f5-e6bfd13afe9a\", \"323e3b11-b984-40ac-83ad-63b617e87a48\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.47}}, {\"46128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-04 09:45:22.000000+00:00\", \"2022-03-17 17:46:20.000000+00:00\"], \"session_ids\": [\"de9f47c2-8d50-4276-9d3b-aa7880aea7b6\", \"52ccb728-7a35-44ea-a166-b6b3595a1607\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}}, {\"42679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-05 20:25:23.000000+00:00\", \"2019-10-03 02:13:18.000000+00:00\"], \"session_ids\": [\"65eb23c2-9a83-44e2-9735-cf9951ba4216\", \"c6f3a89f-274f-47fd-a5f2-9491e8a0c02a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 4.604}}, {\"90105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-09 18:01:02.000000+00:00\", \"2020-09-30 17:04:24.000000+00:00\"], \"session_ids\": [\"e0f0c91e-87d2-42aa-bb36-b442d54fcbef\", \"11bd4271-a8ca-4b14-9851-beaaa3bc9cd2\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 4.781}}, {\"92458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-13 22:04:37.000000+00:00\", \"2020-05-01 23:18:46.000000+00:00\"], \"session_ids\": [\"970cf4ed-952a-404e-b461-558359ea3108\", \"2f1572f2-9000-4afc-a870-999f5e56615e\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}}]\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[{\"82135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-06 21:23:57.000000+00:00\", \"2020-11-08 18:07:49.000000+00:00\"], \"session_ids\": [\"04f3771d-a2d1-4b3f-b0f9-d2f5d70ad6a2\", \"9dc9b9ad-e804-4fa5-9155-7092ae9dde26\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}}, {\"90509\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-15 21:27:22.000000+00:00\", \"2021-10-17 19:46:10.000000+00:00\", \"2022-07-10 13:43:35.000000+00:00\", \"2020-04-05 11:17:46.000000+00:00\", \"2019-04-27 20:38:27.000000+00:00\", \"2021-03-30 02:01:10.000000+00:00\", \"2020-01-10 09:22:09.000000+00:00\", \"2019-02-27 05:45:20.000000+00:00\", \"2019-11-22 18:40:00.000000+00:00\"], \"session_ids\": [\"3e8dfe9d-09bb-446e-8380-3488a7053f29\", \"965af15b-2c55-4d9d-a566-dc313a60b825\", \"06876d7d-ab24-4efc-8ad9-60bb3b043c4b\", \"34ce4f19-0b7d-44c7-9f01-1dbc17a464fa\", \"de7ce46b-4425-4684-8634-dc20a6814524\", \"0e1a9075-fce7-4429-b40a-61ed8e3e5850\", \"9746deb1-c3cb-4dcd-8118-7c9c095df9a6\", \"dc00485b-a806-41e5-a4c6-153b3098cd36\", \"985a2d8c-a25b-4ed1-84dc-112656be8683\"], \"total_duration\": 91.0, \"total_sessions\": 9, \"mean_week_duration\": 0.414}}, {\"88235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-13 19:43:17.000000+00:00\", \"2023-03-29 18:40:25.000000+00:00\"], \"session_ids\": [\"21226f1b-d034-4942-b44d-d628fddb133d\", \"5157a5b2-9185-4a5c-a04c-9c7f25d29681\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}}, {\"16966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-22 11:35:38.000000+00:00\", \"2022-01-24 13:37:34.000000+00:00\"], \"session_ids\": [\"aae3dbda-d4db-4aef-80f5-e6bfd13afe9a\", \"323e3b11-b984-40ac-83ad-63b617e87a48\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.47}}, {\"46128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-04 09:45:22.000000+00:00\", \"2022-03-17 17:46:20.000000+00:00\"], \"session_ids\": [\"de9f47c2-8d50-4276-9d3b-aa7880aea7b6\", \"52ccb728-7a35-44ea-a166-b6b3595a1607\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}}, {\"42679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-05 20:25:23.000000+00:00\", \"2019-10-03 02:13:18.000000+00:00\"], \"session_ids\": [\"65eb23c2-9a83-44e2-9735-cf9951ba4216\", \"c6f3a89f-274f-47fd-a5f2-9491e8a0c02a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 4.604}}]\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[{\"82135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-06 21:23:57.000000+00:00\", \"2020-11-08 18:07:49.000000+00:00\"], \"session_ids\": [\"04f3771d-a2d1-4b3f-b0f9-d2f5d70ad6a2\", \"9dc9b9ad-e804-4fa5-9155-7092ae9dde26\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}}, {\"90509\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-15 21:27:22.000000+00:00\", \"2021-10-17 19:46:10.000000+00:00\", \"2022-07-10 13:43:35.000000+00:00\", \"2020-04-05 11:17:46.000000+00:00\", \"2019-04-27 20:38:27.000000+00:00\", \"2021-03-30 02:01:10.000000+00:00\", \"2020-01-10 09:22:09.000000+00:00\", \"2019-02-27 05:45:20.000000+00:00\", \"2019-11-22 18:40:00.000000+00:00\"], \"session_ids\": [\"3e8dfe9d-09bb-446e-8380-3488a7053f29\", \"965af15b-2c55-4d9d-a566-dc313a60b825\", \"06876d7d-ab24-4efc-8ad9-60bb3b043c4b\", \"34ce4f19-0b7d-44c7-9f01-1dbc17a464fa\", \"de7ce46b-4425-4684-8634-dc20a6814524\", \"0e1a9075-fce7-4429-b40a-61ed8e3e5850\", \"9746deb1-c3cb-4dcd-8118-7c9c095df9a6\", \"dc00485b-a806-41e5-a4c6-153b3098cd36\", \"985a2d8c-a25b-4ed1-84dc-112656be8683\"], \"total_duration\": 91.0, \"total_sessions\": 9, \"mean_week_duration\": 0.414}}, {\"88235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-13 19:43:17.000000+00:00\", \"2023-03-29 18:40:25.000000+00:00\"], \"session_ids\": [\"21226f1b-d034-4942-b44d-d628fddb133d\", \"5157a5b2-9185-4a5c-a04c-9c7f25d29681\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}}, {\"16966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-22 11:35:38.000000+00:00\", \"2022-01-24 13:37:34.000000+00:00\"], \"session_ids\": [\"aae3dbda-d4db-4aef-80f5-e6bfd13afe9a\", \"323e3b11-b984-40ac-83ad-63b617e87a48\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.47}}, {\"46128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-04 09:45:22.000000+00:00\", \"2022-03-17 17:46:20.000000+00:00\"], \"session_ids\": [\"de9f47c2-8d50-4276-9d3b-aa7880aea7b6\", \"52ccb728-7a35-44ea-a166-b6b3595a1607\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}}, {\"42679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-05 20:25:23.000000+00:00\", \"2019-10-03 02:13:18.000000+00:00\"], \"session_ids\": [\"65eb23c2-9a83-44e2-9735-cf9951ba4216\", \"c6f3a89f-274f-47fd-a5f2-9491e8a0c02a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 4.604}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the user whose time in app is same as 867 , moreover put to use sorting by total_duration in ascending."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"42238\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-11 17:22:20.000000+00:00\", \"2022-02-23 05:42:21.000000+00:00\", \"2019-10-02 01:36:23.000000+00:00\", \"2019-11-04 19:38:37.000000+00:00\", \"2022-07-29 19:49:14.000000+00:00\"], \"session_ids\": [\"54eb1582-3686-4261-af65-6cb2a6437851\", \"58044e18-cefa-4907-af77-22924137986e\", \"7fdfe2e6-0d47-4c37-ba8d-881c95eea0e2\", \"139b9853-068d-40f5-af86-0de3796f5ee3\", \"5d4776e8-3648-46b3-ba41-09ccddafb007\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.55}, \"77142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-06 02:33:30.000000+00:00\", \"2020-08-30 09:16:36.000000+00:00\", \"2020-09-17 14:41:28.000000+00:00\", \"2021-05-19 18:30:44.000000+00:00\", \"2019-10-28 09:25:26.000000+00:00\", \"2021-03-21 13:21:42.000000+00:00\"], \"session_ids\": [\"d42bacff-3fd8-4cdf-9f15-34e331128bf3\", \"d7f62653-ae9e-4a32-925c-170f0cc2bca2\", \"f5a8bdc8-5aa7-447b-a059-16e3cf9db42a\", \"c59b40b8-7d24-4a37-b83a-be41396c4ac1\", \"8d58a267-3a2a-4833-8b25-a7444bcc37bc\", \"136851a7-30cd-4917-81b6-799c2a77a613\"], \"total_duration\": 73.0, \"total_sessions\": 6, \"mean_week_duration\": 0.635}, \"46066\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-11 14:33:43.000000+00:00\", \"2019-07-19 10:09:45.000000+00:00\", \"2022-12-09 19:28:40.000000+00:00\", \"2021-12-12 18:47:44.000000+00:00\"], \"session_ids\": [\"8941611a-726a-46f3-b439-c5d225131245\", \"217e3808-7a37-421d-9dca-4127bf38af86\", \"79944811-4c5a-457a-94c9-85824742085e\", \"61fd76d1-c8b9-497e-8027-ed8141109c49\"], \"total_duration\": 1963.0, \"total_sessions\": 4, \"mean_week_duration\": 11.09}, \"16278\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-02-21 17:31:16.000000+00:00\", \"2020-01-28 08:05:28.000000+00:00\", \"2022-02-04 10:24:50.000000+00:00\", \"2019-08-11 08:04:02.000000+00:00\", \"2022-02-26 07:02:30.000000+00:00\", \"2023-05-13 07:22:08.000000+00:00\", \"2023-01-14 06:48:53.000000+00:00\", \"2022-01-09 15:51:51.000000+00:00\", \"2022-12-24 06:09:07.000000+00:00\", \"2021-03-02 06:54:59.000000+00:00\", \"2021-10-11 01:06:07.000000+00:00\"], \"session_ids\": [\"29678165-978d-4253-9cd4-0c039819e9b9\", \"8a3dfece-12f7-434e-8412-bcec330d1e2d\", \"a0cacfdc-bbce-4e4d-9ead-d15a5b197f72\", \"a6e8448e-7745-48ec-be95-eca56f3d6162\", \"62972c57-2300-49c0-bb1d-da51a7007a53\", \"623c8e8a-90e4-4005-bb6e-3e7117ffb7c8\", \"b046db48-ade8-493d-a5b9-de003427d0aa\", \"373f0554-f50f-4dbe-8293-14a850debe31\", \"9b25abc4-5c14-464e-9061-9b0790a8a236\", \"9a11e161-55e9-486a-8191-868bf54c22d2\", \"d408b57e-7190-4891-9631-a3997f20cefc\"], \"total_duration\": 4602.0, \"total_sessions\": 11, \"mean_week_duration\": 23.48}, \"52471\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-02-15 05:42:20.000000+00:00\", \"2022-11-24 01:35:19.000000+00:00\", \"2023-04-23 18:55:15.000000+00:00\", \"2020-01-25 15:43:17.000000+00:00\", \"2020-01-25 01:50:05.000000+00:00\", \"2023-01-08 23:35:54.000000+00:00\"], \"session_ids\": [\"f72f2f39-896a-4173-b8ea-57d6bc180617\", \"92b0aa0f-7007-4776-b498-bc93400b028d\", \"5385c958-bc33-458d-9928-848ae71235bf\", \"4ab2e487-a94b-4e73-ab55-d1c3187e5316\", \"d876b3f2-e214-4bfe-bd11-3f464a973c2c\", \"533711c8-c037-4f06-9c9b-32a92e9a1e2b\"], \"total_duration\": 3448.0, \"total_sessions\": 6, \"mean_week_duration\": 20.282}, \"31071\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-05-21 22:19:29.000000+00:00\", \"2022-07-26 01:19:29.000000+00:00\", \"2019-02-06 19:10:15.000000+00:00\", \"2022-06-04 02:10:59.000000+00:00\", \"2021-10-28 05:43:46.000000+00:00\", \"2019-03-06 05:49:46.000000+00:00\", \"2022-12-31 13:49:47.000000+00:00\", \"2023-05-13 03:01:55.000000+00:00\", \"2020-09-07 01:20:21.000000+00:00\"], \"session_ids\": [\"32be1a14-548e-4b66-89ff-e6f4a3fcebfe\", \"d67e7068-e772-4049-afe9-6e422d1e7ed6\", \"d7bac171-c6fb-4d82-879a-2fbe20e76f4d\", \"b9123c6d-eb58-42b7-a2a5-798b6f6dac66\", \"0ea25a00-b7a3-4dee-b2f2-72747df9c50b\", \"06d344e7-4391-4dc5-bed8-25b7dad963f5\", \"4799c949-bf29-4c7f-ab6f-5bda0bb7f472\", \"78d94d4d-36cc-481d-848a-fa53131a3650\", \"2dd2af14-c23a-41d1-b9be-41d3d2e30120\"], \"total_duration\": 21986.0, \"total_sessions\": 9, \"mean_week_duration\": 98.152}, \"80917\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-27 17:32:26.000000+00:00\", \"2020-01-06 19:10:28.000000+00:00\", \"2023-03-03 06:08:07.000000+00:00\"], \"session_ids\": [\"c17dabd0-fb34-4c06-891b-6535a7573757\", \"d8a7409f-87ad-4738-ae04-2215231a97ee\", \"ea46240c-99bf-4416-8572-b4b83046d8ac\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.515}, \"20873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-06 10:43:35.000000+00:00\", \"2021-11-14 04:26:22.000000+00:00\", \"2023-06-30 00:59:21.000000+00:00\", \"2020-11-17 17:06:37.000000+00:00\"], \"session_ids\": [\"9cf4f88b-16d4-4131-80fc-322b3f8a3d8a\", \"322f17af-a93c-4286-8be3-b2ae3c409c5b\", \"a38ef849-916d-4b52-b15c-5a545e306a16\", \"5f82dbb8-ddd4-48a0-be3c-80d045624f36\"], \"total_duration\": 366.0, \"total_sessions\": 4, \"mean_week_duration\": 2.672}, \"12529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-06-23 21:58:44.000000+00:00\", \"2022-07-02 17:39:28.000000+00:00\"], \"session_ids\": [\"75219bd0-6eeb-46e4-b366-6edc0f9d4292\", \"348fcfba-5fc3-406c-bcd3-87dda3f48b1a\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 2.706}, \"47175\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-02-19 07:32:25.000000+00:00\", \"2021-10-10 05:42:15.000000+00:00\"], \"session_ids\": [\"b1ce638d-bbd5-424a-9fac-7f0b99d07bdf\", \"e5fd8631-a0c5-4637-b334-886b115b92a5\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 2.099}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 867"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[867, 3207]]}}}\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 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": "Provide me an information about users who are users with lowest total time using the app as well as do sorting by total_duration in ascending order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41975\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-05 06:02:33.000000+00:00\", \"2021-04-07 02:10:08.000000+00:00\", \"2019-05-13 00:20:58.000000+00:00\", \"2020-02-16 07:22:23.000000+00:00\", \"2020-10-28 01:03:37.000000+00:00\"], \"session_ids\": [\"34867e9c-c825-4b01-9b5e-c35131e480f7\", \"62d07c80-8153-4883-b5e5-b8b9bd0a650d\", \"96bbd65d-19c7-4647-a920-c911f82f39ff\", \"61a61b05-31d8-48f1-98b2-eb4f8e73a534\", \"c521c33b-973b-4da8-b012-fd37376cae5e\"], \"total_duration\": 2333.0, \"total_sessions\": 5, \"mean_week_duration\": 17.946}, \"38195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-02-20 18:44:05.000000+00:00\", \"2020-08-29 06:32:55.000000+00:00\"], \"session_ids\": [\"a8ccc0dd-12de-4cf3-8adb-e44798875120\", \"2e883c92-39f6-4bad-ac60-eab3b6bd4f9c\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 8.28}, \"47044\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2022-05-01 16:21:58.000000+00:00\", \"2019-03-30 02:42:55.000000+00:00\", \"2022-08-13 00:52:15.000000+00:00\", \"2019-10-07 22:07:37.000000+00:00\", \"2022-10-25 15:57:59.000000+00:00\"], \"session_ids\": [\"56046c38-3eaf-43f6-bce1-f825bede7c71\", \"e9ac2c05-9f42-49d9-8ec1-1feb7db32155\", \"b8a82f48-0a60-4fe9-a4f5-4013444cdeea\", \"bc693013-3595-4bb3-9ffb-8ad7cf6de851\", \"38f6cddb-fa86-4aa5-b54d-a0965389e183\"], \"total_duration\": 125.0, \"total_sessions\": 5, \"mean_week_duration\": 0.668}, \"39641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-07 09:21:52.000000+00:00\", \"2019-06-29 16:33:28.000000+00:00\"], \"session_ids\": [\"64172f60-8ed5-4e91-bd7f-42f6137bc845\", \"c21307b4-7ab2-4ddb-88d9-62f5a26064c7\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.03}, \"29239\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 11, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-05 04:57:03.000000+00:00\", \"2023-02-27 13:55:53.000000+00:00\", \"2021-07-17 16:22:01.000000+00:00\", \"2023-02-27 22:54:45.000000+00:00\", \"2021-03-26 19:04:28.000000+00:00\"], \"session_ids\": [\"b9da4c69-4e9b-44cf-b7e5-d4f4b4a1dfd0\", \"571ae0dd-e6c5-427b-a3a6-1814d23f3f6d\", \"f5107c19-4508-4acf-b56d-ffa0c2319ed8\", \"f43bb2e4-ac76-4c1c-bfb9-95042018d452\", \"bcdabfea-c1c3-4724-843d-3bd36aec9527\"], \"total_duration\": 218.0, \"total_sessions\": 5, \"mean_week_duration\": 2.158}, \"64328\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-06-13 05:40:19.000000+00:00\", \"2021-11-15 06:40:10.000000+00:00\", \"2020-08-05 20:24:37.000000+00:00\", \"2021-03-13 11:09:22.000000+00:00\", \"2019-06-20 10:12:41.000000+00:00\", \"2021-03-04 17:29:44.000000+00:00\", \"2019-01-20 07:32:13.000000+00:00\"], \"session_ids\": [\"2e0d3cac-5521-4fd5-9923-f0d43ec03fac\", \"18197ec1-f0e6-474d-9556-c59bde1e0143\", \"9142b7b7-bdfc-4946-9bde-6a84f3312ab8\", \"da1a649c-06fc-42c4-b10f-297a25e41b7b\", \"46fd30dd-35a2-44f9-ada5-5f1b28a356b0\", \"ce6c0e8b-3d14-4b96-891a-cf5baaa9cacb\", \"9b72fc2a-e839-4119-a000-1591484e9c70\"], \"total_duration\": 2707.0, \"total_sessions\": 7, \"mean_week_duration\": 18.415}, \"34498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-23 19:18:23.000000+00:00\", \"2022-10-15 04:53:41.000000+00:00\"], \"session_ids\": [\"a55ac1cd-c901-4fcc-889b-ca06a378db53\", \"29642e20-4a61-4f35-a02d-b3ed2de51c9d\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}, \"20725\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-17 17:11:01.000000+00:00\", \"2021-10-27 04:31:18.000000+00:00\"], \"session_ids\": [\"b8affee6-6ba2-4f5f-98de-ea93f9221e46\", \"757e28e9-0d30-4c85-b2e2-870902e88278\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.69}, \"26853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-28 10:15:48.000000+00:00\", \"2022-07-28 20:01:09.000000+00:00\"], \"session_ids\": [\"64f1b1b9-5c57-42cd-aaed-1c2b0e21dd3b\", \"dcc31d7a-84da-49b9-b679-05edbe2abc9e\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 3.023}, \"79541\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-17 07:29:20.000000+00:00\", \"2020-06-19 16:00:55.000000+00:00\"], \"session_ids\": [\"55b2ab29-3a29-4cc5-b960-d541c51ae0c7\", \"e4bafb9c-4ee2-4dbd-865d-330a0584e3f5\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.76}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"34498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-23 19:18:23.000000+00:00\", \"2022-10-15 04:53:41.000000+00:00\"], \"session_ids\": [\"a55ac1cd-c901-4fcc-889b-ca06a378db53\", \"29642e20-4a61-4f35-a02d-b3ed2de51c9d\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}}, {\"79541\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-17 07:29:20.000000+00:00\", \"2020-06-19 16:00:55.000000+00:00\"], \"session_ids\": [\"55b2ab29-3a29-4cc5-b960-d541c51ae0c7\", \"e4bafb9c-4ee2-4dbd-865d-330a0584e3f5\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.76}}, {\"20725\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-17 17:11:01.000000+00:00\", \"2021-10-27 04:31:18.000000+00:00\"], \"session_ids\": [\"b8affee6-6ba2-4f5f-98de-ea93f9221e46\", \"757e28e9-0d30-4c85-b2e2-870902e88278\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.69}}]\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[{\"34498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-23 19:18:23.000000+00:00\", \"2022-10-15 04:53:41.000000+00:00\"], \"session_ids\": [\"a55ac1cd-c901-4fcc-889b-ca06a378db53\", \"29642e20-4a61-4f35-a02d-b3ed2de51c9d\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}}, {\"79541\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-17 07:29:20.000000+00:00\", \"2020-06-19 16:00:55.000000+00:00\"], \"session_ids\": [\"55b2ab29-3a29-4cc5-b960-d541c51ae0c7\", \"e4bafb9c-4ee2-4dbd-865d-330a0584e3f5\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.76}}, {\"20725\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-17 17:11:01.000000+00:00\", \"2021-10-27 04:31:18.000000+00:00\"], \"session_ids\": [\"b8affee6-6ba2-4f5f-98de-ea93f9221e46\", \"757e28e9-0d30-4c85-b2e2-870902e88278\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.69}}]\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[{\"34498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-23 19:18:23.000000+00:00\", \"2022-10-15 04:53:41.000000+00:00\"], \"session_ids\": [\"a55ac1cd-c901-4fcc-889b-ca06a378db53\", \"29642e20-4a61-4f35-a02d-b3ed2de51c9d\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}}, {\"79541\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-17 07:29:20.000000+00:00\", \"2020-06-19 16:00:55.000000+00:00\"], \"session_ids\": [\"55b2ab29-3a29-4cc5-b960-d541c51ae0c7\", \"e4bafb9c-4ee2-4dbd-865d-330a0584e3f5\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.76}}, {\"20725\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-17 17:11:01.000000+00:00\", \"2021-10-27 04:31:18.000000+00:00\"], \"session_ids\": [\"b8affee6-6ba2-4f5f-98de-ea93f9221e46\", \"757e28e9-0d30-4c85-b2e2-870902e88278\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.69}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 8 users with a mean of duration of sessions per week that is above 20, exclusively and in addition apply sorting by urban center name from the smallest value to the largest value additionaly provide me only with 2 pieces of information."
},
{
"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{\"56857\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-24 22:10:03.000000+00:00\", \"2021-01-21 21:14:37.000000+00:00\", \"2021-09-10 13:22:51.000000+00:00\", \"2019-05-05 08:40:35.000000+00:00\", \"2019-04-01 06:10:16.000000+00:00\"], \"session_ids\": [\"0beec74a-f117-4f51-9e3b-c57a5e61e5b6\", \"e8f29e61-53b9-4ee1-b4d8-eaaa0caf5234\", \"6e784f46-66c9-447a-a648-55b81a88be94\", \"fc481802-0ae0-49f3-b074-5cbd0c360bce\", \"88ef9d82-db2c-47ad-a6cf-51280fd1c984\"], \"total_duration\": 1800.0, \"total_sessions\": 5, \"mean_week_duration\": 11.538}, \"12201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-15 19:34:29.000000+00:00\", \"2022-09-15 20:07:04.000000+00:00\", \"2019-08-26 10:06:37.000000+00:00\"], \"session_ids\": [\"1673810f-0485-47ee-88d4-91d46f340876\", \"3bfc6e24-7ad1-49e6-b7db-6a648d7d267a\", \"2ea48b97-1943-4795-95c0-f0b815907998\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 0.876}, \"27007\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-05-27 00:53:23.000000+00:00\", \"2020-04-07 10:46:00.000000+00:00\", \"2019-11-05 08:13:23.000000+00:00\"], \"session_ids\": [\"ceca3d3a-9a4a-488c-b5b0-74b989df6d3a\", \"b8a80ea6-1e7f-4a66-87a9-bd26f8d8cd76\", \"34d12b65-e398-4f27-8f06-c96121e5fd1b\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 16.478}, \"27167\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-11-12 16:15:02.000000+00:00\", \"2021-12-25 07:32:44.000000+00:00\", \"2021-11-02 06:55:53.000000+00:00\", \"2020-03-18 13:57:19.000000+00:00\", \"2019-05-06 09:30:45.000000+00:00\", \"2020-01-10 20:03:07.000000+00:00\"], \"session_ids\": [\"90128d28-14a2-42dc-8b33-7ff8dd39ad8e\", \"571a7ac2-e756-40b0-bfe5-16c3668f2799\", \"7a351983-1ee0-4434-80b0-7a3f8f67cb2d\", \"fbe204a7-b120-42b8-b1c3-a637264b4c1a\", \"6e7d3f05-2c12-4ce8-9166-7f12af11c0b3\", \"37cd1149-fcd3-4ec2-8945-fd341b60fc15\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.522}, \"24473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-23 23:50:01.000000+00:00\", \"2023-06-02 05:05:03.000000+00:00\", \"2019-07-13 17:30:37.000000+00:00\", \"2022-02-21 18:56:15.000000+00:00\"], \"session_ids\": [\"d28e717e-7880-4e57-9689-34ab6277626b\", \"a24837b4-1453-498f-af16-713283cc7cef\", \"2af98a10-12a6-460f-ba1b-864899e0744a\", \"26980b03-21fc-4829-b39e-02f298a89684\"], \"total_duration\": 239.0, \"total_sessions\": 4, \"mean_week_duration\": 1.177}, \"93394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-06-21 11:01:36.000000+00:00\", \"2020-10-16 03:21:26.000000+00:00\"], \"session_ids\": [\"4d1b0020-031f-40e7-9cb2-6bc22cb224b7\", \"7912fbcb-3c95-4dfe-9984-2e0b84cbaffe\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.217}, \"16081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-09 22:06:52.000000+00:00\", \"2020-06-21 06:21:49.000000+00:00\", \"2019-07-26 12:43:51.000000+00:00\", \"2019-02-07 20:01:38.000000+00:00\", \"2021-09-04 13:09:23.000000+00:00\", \"2019-09-26 07:18:06.000000+00:00\"], \"session_ids\": [\"1ba73663-4b2b-4d10-a83a-16e1c74d1e41\", \"96baa9c9-8b94-427a-b21d-00293400acbd\", \"8afd7b11-2631-4586-9a81-c2887dd6a269\", \"e382b5f8-3b36-45df-a220-86e6e8d6561a\", \"353576fe-84b0-487e-b599-25d6a0306e6a\", \"7be95ece-de0a-427d-9ff1-6c18a966a53d\"], \"total_duration\": 78.0, \"total_sessions\": 6, \"mean_week_duration\": 0.527}, \"23410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-11 22:08:13.000000+00:00\", \"2022-02-10 13:48:24.000000+00:00\", \"2021-07-26 02:47:25.000000+00:00\", \"2019-12-15 09:58:55.000000+00:00\"], \"session_ids\": [\"45f8cbf5-919d-447b-8b05-1bae69a785f4\", \"f80bd6d0-b528-413c-8724-b632a723620e\", \"7b6e72da-da5c-410a-8c71-883ddf685745\", \"c4bfee99-65d3-48d5-b59e-5d2d303df4f3\"], \"total_duration\": 535.0, \"total_sessions\": 4, \"mean_week_duration\": 3.429}, \"47435\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-09 11:51:11.000000+00:00\", \"2019-04-06 22:05:17.000000+00:00\"], \"session_ids\": [\"8a25d55f-20e4-4bd4-8ee5-949776f382f8\", \"713f0adc-7d45-4674-831d-ff45d123edc7\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.329}, \"62441\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-11 21:39:24.000000+00:00\", \"2020-09-14 18:28:23.000000+00:00\", \"2023-06-23 03:07:09.000000+00:00\", \"2022-12-19 08:16:15.000000+00:00\", \"2022-01-27 09:07:36.000000+00:00\", \"2023-01-29 02:21:56.000000+00:00\", \"2022-10-23 19:22:01.000000+00:00\", \"2021-08-20 06:11:26.000000+00:00\"], \"session_ids\": [\"89a74add-bd5f-41aa-b480-838394d6fb7d\", \"a50914cc-c148-4986-920b-d2bc56cf3d08\", \"7385a94c-e8d0-47a7-ae09-ee180373a79e\", \"6453fe50-7c08-4012-be9b-6eca60505ee2\", \"acee86e6-e044-4912-8483-040bf600f949\", \"a52170ec-ea78-4b6f-b613-efb6fd6ac691\", \"d97efe9f-3409-4a04-86f3-7009c81d5a68\", \"36554c21-d627-443e-981c-be80695316e4\"], \"total_duration\": 193.0, \"total_sessions\": 8, \"mean_week_duration\": 1.331}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 20"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 50]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about 3 users whose mean week duration is same as 8 as well as do sorting by sum of duration of sessions per week form the highest value to the lowest value."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"4404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-13 21:22:42.000000+00:00\", \"2020-09-23 00:02:29.000000+00:00\", \"2023-02-08 13:40:14.000000+00:00\"], \"session_ids\": [\"4a1dfc57-9b22-4d11-b89e-a7a15a10fce6\", \"1f34ea30-f9d9-4bab-808d-5cfd03792e7a\", \"905f77ce-4f7a-4dd5-bc24-8ddfa07ef751\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 2.944}, \"40417\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-03 11:35:58.000000+00:00\", \"2020-10-23 19:29:49.000000+00:00\"], \"session_ids\": [\"cff6f51b-ac61-47bf-a465-2ae0898bb6c1\", \"08b67dbf-4dd8-41b1-8eec-607b2c24f2a1\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 2.952}, \"89178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-23 05:10:36.000000+00:00\", \"2023-04-26 15:50:13.000000+00:00\", \"2022-03-02 03:24:18.000000+00:00\", \"2021-06-01 21:14:06.000000+00:00\", \"2023-01-13 22:45:07.000000+00:00\", \"2021-10-03 10:04:19.000000+00:00\"], \"session_ids\": [\"b02864c5-00f4-41d5-b415-43181926e13b\", \"370ff041-a4e2-4f26-95d0-7a3082fcc5d4\", \"ab3db41b-7190-4784-9d08-156c029e2176\", \"261bf3b6-83c8-42ba-bdb2-09ccab832c38\", \"4e840980-01e6-4eb1-a372-276e54c01921\", \"101e2711-6af0-4e40-9456-c89961764862\"], \"total_duration\": 764.0, \"total_sessions\": 6, \"mean_week_duration\": 7.717}, \"2214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-17 13:12:08.000000+00:00\", \"2020-02-03 00:08:42.000000+00:00\", \"2019-12-16 02:30:07.000000+00:00\"], \"session_ids\": [\"a1c66c56-c232-4bc7-a453-6e38704a784f\", \"d2dcdb36-24ff-4a1f-9313-1ce8b14b2b41\", \"b15c347e-1ffd-462a-8ea7-82908809309a\"], \"total_duration\": 627.0, \"total_sessions\": 3, \"mean_week_duration\": 11.4}, \"20710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-01-18 19:52:46.000000+00:00\", \"2022-06-26 23:14:05.000000+00:00\", \"2021-05-31 22:59:32.000000+00:00\", \"2019-04-22 17:54:57.000000+00:00\", \"2021-08-30 22:30:57.000000+00:00\", \"2023-05-06 21:43:27.000000+00:00\", \"2021-02-08 10:25:38.000000+00:00\"], \"session_ids\": [\"ab0a9502-5b84-4354-ac76-e488085760c0\", \"f8460689-d0a8-4a30-be3f-c7cf8c74509f\", \"4b53e784-dcf8-4ca9-a473-4a9e01e05ab8\", \"f44415f6-4293-4813-8af4-67c45f0a44c4\", \"72d95214-adff-4240-8a34-fe82e162cffb\", \"f488b926-e173-4123-b76e-38a680cecd29\", \"abc4b13d-3c24-4938-9512-df0df973e2a3\"], \"total_duration\": 344.0, \"total_sessions\": 7, \"mean_week_duration\": 1.63}, \"47222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-27 13:16:11.000000+00:00\", \"2021-05-02 05:37:10.000000+00:00\", \"2023-04-29 02:50:34.000000+00:00\"], \"session_ids\": [\"710cdfad-6dbc-4642-a582-c4a144a51e53\", \"80b505c7-a034-4c3b-b1e2-71b504627d83\", \"cafe64ed-ea03-4dcc-be2e-a43b540be39e\"], \"total_duration\": 76.0, \"total_sessions\": 3, \"mean_week_duration\": 0.731}, \"5592\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-21 02:02:11.000000+00:00\", \"2020-02-02 08:47:28.000000+00:00\", \"2022-09-12 16:03:18.000000+00:00\", \"2021-12-12 16:21:32.000000+00:00\", \"2023-06-11 23:41:42.000000+00:00\", \"2023-06-21 17:19:26.000000+00:00\", \"2021-03-16 07:05:00.000000+00:00\", \"2019-01-17 01:07:25.000000+00:00\"], \"session_ids\": [\"9bfae169-0761-4e4e-8fd2-cb9c5b5c49e8\", \"be1eb242-f2cc-4283-9e72-bb185e9c19fd\", \"1e818850-2f1e-49f8-8692-62d15e393ee0\", \"03e70096-8253-439f-8f2f-ce9804e5cb22\", \"b1b67c91-43cc-42ea-8441-d1bdf0b79989\", \"e6e05e8e-aaf2-46c4-ab63-8f26516bc814\", \"577574e0-720e-4520-8ef6-accd5ecb7e7d\", \"b12ac857-b296-47af-a4c5-0d8ae822bef6\"], \"total_duration\": 2211.0, \"total_sessions\": 8, \"mean_week_duration\": 9.571}, \"48553\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-01 07:13:56.000000+00:00\", \"2020-06-21 17:26:29.000000+00:00\", \"2021-01-21 13:55:11.000000+00:00\", \"2020-11-07 08:24:14.000000+00:00\", \"2021-10-04 02:30:52.000000+00:00\", \"2021-10-30 06:52:35.000000+00:00\", \"2021-10-07 13:01:48.000000+00:00\", \"2022-03-16 17:27:50.000000+00:00\", \"2021-04-26 21:13:35.000000+00:00\", \"2021-01-17 10:23:07.000000+00:00\"], \"session_ids\": [\"588f61a3-3b77-4819-8271-bae327aed462\", \"e5287eab-a42d-48c6-ba8c-4c3c37d0e660\", \"55ecaccc-04ba-4d9d-a929-3d21a3c74997\", \"886b53d1-ab0f-47ea-9f4b-67409cac0eb9\", \"e3f5d540-04ac-41dc-b809-5e577be4fa98\", \"0d0bd087-29a8-42ed-a2f5-c50a9b63cfb8\", \"be7451e7-d398-464f-8cb5-2f76db441574\", \"9809e9a5-f461-4b3c-81d2-53b425494d92\", \"37cab458-12d8-4202-bd4a-22f2a0e0052e\", \"a4c0b3dc-9dfc-4d3b-8177-795a71976806\"], \"total_duration\": 32313.0, \"total_sessions\": 10, \"mean_week_duration\": 355.088}, \"99069\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-25 08:32:18.000000+00:00\", \"2022-06-08 04:51:56.000000+00:00\", \"2019-06-01 11:49:24.000000+00:00\"], \"session_ids\": [\"f53c2403-e5dc-44f4-84dd-a63475f254bc\", \"94ff385e-39e9-45ec-ac2b-71f9937f62e5\", \"9b10f559-ae72-4ab6-8f6e-11e7820f9ccd\"], \"total_duration\": 558.0, \"total_sessions\": 3, \"mean_week_duration\": 3.532}, \"76468\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-26 08:41:25.000000+00:00\", \"2019-10-16 09:38:13.000000+00:00\", \"2022-01-29 17:33:40.000000+00:00\", \"2021-01-12 23:01:47.000000+00:00\", \"2020-08-08 00:26:31.000000+00:00\"], \"session_ids\": [\"86682885-9ef9-4912-b5e6-c2cea697461a\", \"7669f23e-9cf9-475b-92cb-8e65a4bad3e8\", \"91ddc4d6-fdf3-4ae0-aad6-6b1a37c0d6cf\", \"b2d6af5f-a48e-4bd5-a192-9f2e5084fb6b\", \"157a0c20-1674-4fec-9816-4b05b71d3ac0\"], \"total_duration\": 1033.0, \"total_sessions\": 5, \"mean_week_duration\": 6.752}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 33]]}}}\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": "Could you enlighten me about user who has count of sessions less than 7 and greater than 2 in addition perform sorting by town_name form the highest value to the lowest value also provide me only with 2 entries."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-31 18:24:19.000000+00:00\", \"2021-12-17 13:08:19.000000+00:00\"], \"session_ids\": [\"97f6d23d-b951-4703-aa9f-f0e83b576119\", \"3256ab14-f7da-476b-a83d-d4237902e7e8\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 2.792}, \"32646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-28 05:45:21.000000+00:00\", \"2021-12-14 13:31:27.000000+00:00\"], \"session_ids\": [\"264f4bc6-1c75-4dce-97de-0ddd653fd584\", \"14f6f4ca-1af8-4dd3-8f7b-6f0c6686fcbb\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}, \"12096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-16 03:39:06.000000+00:00\", \"2023-01-02 12:44:22.000000+00:00\"], \"session_ids\": [\"fd408553-6bb5-4733-aea8-288f30ddfe1b\", \"b7b2cb1a-b1a1-4c25-b34e-212469b5de57\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}, \"65959\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-03-31 09:27:01.000000+00:00\", \"2023-02-26 12:57:19.000000+00:00\", \"2023-03-29 21:41:21.000000+00:00\", \"2019-10-31 06:08:04.000000+00:00\"], \"session_ids\": [\"c49528d5-276d-4a56-b6b5-a8d744af3726\", \"f67e09a2-c7e5-4274-9ffb-69a64dd48375\", \"1b8ffe45-c803-4275-a382-90752a447291\", \"118e24e5-31e4-4617-8146-0bfebe37c940\"], \"total_duration\": 34.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}, \"11946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-28 20:56:31.000000+00:00\", \"2020-08-04 06:04:44.000000+00:00\", \"2020-12-12 17:50:38.000000+00:00\"], \"session_ids\": [\"af882781-69cb-48ea-b632-023cd237e74c\", \"bb5bada7-3930-44ab-8349-c716765da110\", \"e848fabc-e8fc-4e15-ae8b-72bf49e68448\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.812}, \"18416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-22 13:21:54.000000+00:00\", \"2019-07-29 20:32:56.000000+00:00\"], \"session_ids\": [\"951c8ea8-920d-4c8f-800d-00f19bfef667\", \"36cdb56c-d2aa-42e6-b70d-55d2b43e87e1\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 160.0}, \"84033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-15 03:24:47.000000+00:00\", \"2020-03-04 03:29:45.000000+00:00\", \"2019-02-14 23:46:40.000000+00:00\"], \"session_ids\": [\"66a3dd7c-0c1b-4cd8-97e2-8e99ff09cdd9\", \"3f2d0e81-9e80-4c6c-9ad9-2a40a89c5b60\", \"4d078438-e64a-4c5a-b0a2-88a5bc808e1e\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 1.438}, \"98080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-01-10 19:53:58.000000+00:00\", \"2023-05-27 06:37:17.000000+00:00\"], \"session_ids\": [\"72f59c8b-867c-433f-87b4-3bf4f4fd90f9\", \"b2c9d685-daa0-420b-b2da-7a0146b4a129\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}, \"36447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-30 18:57:30.000000+00:00\", \"2020-10-11 13:21:44.000000+00:00\", \"2022-04-16 15:57:19.000000+00:00\", \"2019-02-25 19:39:16.000000+00:00\"], \"session_ids\": [\"55c29848-5cbd-4d26-87d1-32ac7cf09cbb\", \"0465c45d-197d-453b-9a92-93925030f122\", \"7b038f2a-f746-4a59-8a39-3f3f564ef2d7\", \"77d711e6-593d-4003-b8d4-0be460a1eb68\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.172}, \"13332\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-30 02:47:37.000000+00:00\", \"2019-11-22 14:01:02.000000+00:00\", \"2020-11-23 10:27:32.000000+00:00\"], \"session_ids\": [\"efe12b9f-cbe7-4551-b421-4d1c9bf30a2f\", \"fcf66fef-6d98-437c-981c-40412698ae9e\", \"bb0d731d-c519-4ac1-b483-31fdff312c2f\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.66}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 2 and are equal or less than 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-31 18:24:19.000000+00:00\", \"2021-12-17 13:08:19.000000+00:00\"], \"session_ids\": [\"97f6d23d-b951-4703-aa9f-f0e83b576119\", \"3256ab14-f7da-476b-a83d-d4237902e7e8\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 2.792}, \"32646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-28 05:45:21.000000+00:00\", \"2021-12-14 13:31:27.000000+00:00\"], \"session_ids\": [\"264f4bc6-1c75-4dce-97de-0ddd653fd584\", \"14f6f4ca-1af8-4dd3-8f7b-6f0c6686fcbb\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}, \"12096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-16 03:39:06.000000+00:00\", \"2023-01-02 12:44:22.000000+00:00\"], \"session_ids\": [\"fd408553-6bb5-4733-aea8-288f30ddfe1b\", \"b7b2cb1a-b1a1-4c25-b34e-212469b5de57\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}, \"65959\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-03-31 09:27:01.000000+00:00\", \"2023-02-26 12:57:19.000000+00:00\", \"2023-03-29 21:41:21.000000+00:00\", \"2019-10-31 06:08:04.000000+00:00\"], \"session_ids\": [\"c49528d5-276d-4a56-b6b5-a8d744af3726\", \"f67e09a2-c7e5-4274-9ffb-69a64dd48375\", \"1b8ffe45-c803-4275-a382-90752a447291\", \"118e24e5-31e4-4617-8146-0bfebe37c940\"], \"total_duration\": 34.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}, \"11946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-28 20:56:31.000000+00:00\", \"2020-08-04 06:04:44.000000+00:00\", \"2020-12-12 17:50:38.000000+00:00\"], \"session_ids\": [\"af882781-69cb-48ea-b632-023cd237e74c\", \"bb5bada7-3930-44ab-8349-c716765da110\", \"e848fabc-e8fc-4e15-ae8b-72bf49e68448\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.812}, \"18416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-22 13:21:54.000000+00:00\", \"2019-07-29 20:32:56.000000+00:00\"], \"session_ids\": [\"951c8ea8-920d-4c8f-800d-00f19bfef667\", \"36cdb56c-d2aa-42e6-b70d-55d2b43e87e1\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 160.0}, \"84033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-15 03:24:47.000000+00:00\", \"2020-03-04 03:29:45.000000+00:00\", \"2019-02-14 23:46:40.000000+00:00\"], \"session_ids\": [\"66a3dd7c-0c1b-4cd8-97e2-8e99ff09cdd9\", \"3f2d0e81-9e80-4c6c-9ad9-2a40a89c5b60\", \"4d078438-e64a-4c5a-b0a2-88a5bc808e1e\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 1.438}, \"98080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-01-10 19:53:58.000000+00:00\", \"2023-05-27 06:37:17.000000+00:00\"], \"session_ids\": [\"72f59c8b-867c-433f-87b4-3bf4f4fd90f9\", \"b2c9d685-daa0-420b-b2da-7a0146b4a129\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}, \"36447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-30 18:57:30.000000+00:00\", \"2020-10-11 13:21:44.000000+00:00\", \"2022-04-16 15:57:19.000000+00:00\", \"2019-02-25 19:39:16.000000+00:00\"], \"session_ids\": [\"55c29848-5cbd-4d26-87d1-32ac7cf09cbb\", \"0465c45d-197d-453b-9a92-93925030f122\", \"7b038f2a-f746-4a59-8a39-3f3f564ef2d7\", \"77d711e6-593d-4003-b8d4-0be460a1eb68\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.172}, \"13332\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-30 02:47:37.000000+00:00\", \"2019-11-22 14:01:02.000000+00:00\", \"2020-11-23 10:27:32.000000+00:00\"], \"session_ids\": [\"efe12b9f-cbe7-4551-b421-4d1c9bf30a2f\", \"fcf66fef-6d98-437c-981c-40412698ae9e\", \"bb0d731d-c519-4ac1-b483-31fdff312c2f\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.66}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"13332\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-30 02:47:37.000000+00:00\", \"2019-11-22 14:01:02.000000+00:00\", \"2020-11-23 10:27:32.000000+00:00\"], \"session_ids\": [\"efe12b9f-cbe7-4551-b421-4d1c9bf30a2f\", \"fcf66fef-6d98-437c-981c-40412698ae9e\", \"bb0d731d-c519-4ac1-b483-31fdff312c2f\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.66}}, {\"12096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-16 03:39:06.000000+00:00\", \"2023-01-02 12:44:22.000000+00:00\"], \"session_ids\": [\"fd408553-6bb5-4733-aea8-288f30ddfe1b\", \"b7b2cb1a-b1a1-4c25-b34e-212469b5de57\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}}, {\"11946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-28 20:56:31.000000+00:00\", \"2020-08-04 06:04:44.000000+00:00\", \"2020-12-12 17:50:38.000000+00:00\"], \"session_ids\": [\"af882781-69cb-48ea-b632-023cd237e74c\", \"bb5bada7-3930-44ab-8349-c716765da110\", \"e848fabc-e8fc-4e15-ae8b-72bf49e68448\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.812}}, {\"32646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-28 05:45:21.000000+00:00\", \"2021-12-14 13:31:27.000000+00:00\"], \"session_ids\": [\"264f4bc6-1c75-4dce-97de-0ddd653fd584\", \"14f6f4ca-1af8-4dd3-8f7b-6f0c6686fcbb\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}}, {\"18416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-22 13:21:54.000000+00:00\", \"2019-07-29 20:32:56.000000+00:00\"], \"session_ids\": [\"951c8ea8-920d-4c8f-800d-00f19bfef667\", \"36cdb56c-d2aa-42e6-b70d-55d2b43e87e1\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 160.0}}, {\"65959\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-03-31 09:27:01.000000+00:00\", \"2023-02-26 12:57:19.000000+00:00\", \"2023-03-29 21:41:21.000000+00:00\", \"2019-10-31 06:08:04.000000+00:00\"], \"session_ids\": [\"c49528d5-276d-4a56-b6b5-a8d744af3726\", \"f67e09a2-c7e5-4274-9ffb-69a64dd48375\", \"1b8ffe45-c803-4275-a382-90752a447291\", \"118e24e5-31e4-4617-8146-0bfebe37c940\"], \"total_duration\": 34.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}}, {\"36447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-30 18:57:30.000000+00:00\", \"2020-10-11 13:21:44.000000+00:00\", \"2022-04-16 15:57:19.000000+00:00\", \"2019-02-25 19:39:16.000000+00:00\"], \"session_ids\": [\"55c29848-5cbd-4d26-87d1-32ac7cf09cbb\", \"0465c45d-197d-453b-9a92-93925030f122\", \"7b038f2a-f746-4a59-8a39-3f3f564ef2d7\", \"77d711e6-593d-4003-b8d4-0be460a1eb68\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.172}}, {\"84033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-15 03:24:47.000000+00:00\", \"2020-03-04 03:29:45.000000+00:00\", \"2019-02-14 23:46:40.000000+00:00\"], \"session_ids\": [\"66a3dd7c-0c1b-4cd8-97e2-8e99ff09cdd9\", \"3f2d0e81-9e80-4c6c-9ad9-2a40a89c5b60\", \"4d078438-e64a-4c5a-b0a2-88a5bc808e1e\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 1.438}}, {\"98080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-01-10 19:53:58.000000+00:00\", \"2023-05-27 06:37:17.000000+00:00\"], \"session_ids\": [\"72f59c8b-867c-433f-87b4-3bf4f4fd90f9\", \"b2c9d685-daa0-420b-b2da-7a0146b4a129\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}}, {\"5609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-31 18:24:19.000000+00:00\", \"2021-12-17 13:08:19.000000+00:00\"], \"session_ids\": [\"97f6d23d-b951-4703-aa9f-f0e83b576119\", \"3256ab14-f7da-476b-a83d-d4237902e7e8\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 2.792}}]\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[{\"13332\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-30 02:47:37.000000+00:00\", \"2019-11-22 14:01:02.000000+00:00\", \"2020-11-23 10:27:32.000000+00:00\"], \"session_ids\": [\"efe12b9f-cbe7-4551-b421-4d1c9bf30a2f\", \"fcf66fef-6d98-437c-981c-40412698ae9e\", \"bb0d731d-c519-4ac1-b483-31fdff312c2f\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.66}}, {\"12096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-16 03:39:06.000000+00:00\", \"2023-01-02 12:44:22.000000+00:00\"], \"session_ids\": [\"fd408553-6bb5-4733-aea8-288f30ddfe1b\", \"b7b2cb1a-b1a1-4c25-b34e-212469b5de57\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}}]\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[{\"13332\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-30 02:47:37.000000+00:00\", \"2019-11-22 14:01:02.000000+00:00\", \"2020-11-23 10:27:32.000000+00:00\"], \"session_ids\": [\"efe12b9f-cbe7-4551-b421-4d1c9bf30a2f\", \"fcf66fef-6d98-437c-981c-40412698ae9e\", \"bb0d731d-c519-4ac1-b483-31fdff312c2f\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.66}}, {\"12096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-16 03:39:06.000000+00:00\", \"2023-01-02 12:44:22.000000+00:00\"], \"session_ids\": [\"fd408553-6bb5-4733-aea8-288f30ddfe1b\", \"b7b2cb1a-b1a1-4c25-b34e-212469b5de57\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me user with a time spent on the site per week that is higher than 25, exclusive 25 additionaly do sorting by city_name descending."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"57016\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-13 06:45:04.000000+00:00\", \"2020-07-01 23:06:21.000000+00:00\"], \"session_ids\": [\"fcf77085-d969-4412-8cca-d3e77253f896\", \"91876635-4c9e-43a1-863d-f5fe58d14e6c\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.97}, \"44836\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-09 01:46:46.000000+00:00\", \"2020-01-27 06:37:58.000000+00:00\"], \"session_ids\": [\"5f983330-1160-429c-8ec5-9ec1ddb68a1c\", \"1f32b039-1609-4658-8322-b0960361ec2f\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.939}, \"32719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-12-12 10:43:55.000000+00:00\", \"2019-10-05 21:31:12.000000+00:00\", \"2023-03-18 20:58:06.000000+00:00\", \"2021-10-02 03:39:38.000000+00:00\", \"2022-11-02 14:56:38.000000+00:00\", \"2021-12-29 01:53:49.000000+00:00\", \"2020-06-08 17:48:00.000000+00:00\", \"2022-07-18 23:30:41.000000+00:00\"], \"session_ids\": [\"3a1ad888-be87-48c8-8cc6-3cb30030ed93\", \"df45f19d-2e7c-46c4-b31a-b0be0eb672d3\", \"6c4256e8-aee3-4e20-828a-b82e1bc62509\", \"e3cf25c2-d9d3-4f5e-ae78-7071df3a542d\", \"0f5c53ee-e0c1-45c7-bbdf-9b4ef566d900\", \"fe9567cf-bc7e-49c8-b4c7-0ba56640a123\", \"7de4295c-b50f-4133-8c1a-a946905856b5\", \"ddfd2680-696a-4afe-a0b4-f81a1770623d\"], \"total_duration\": 196.0, \"total_sessions\": 8, \"mean_week_duration\": 1.089}, \"67742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-06 23:58:53.000000+00:00\", \"2021-07-12 11:33:07.000000+00:00\"], \"session_ids\": [\"fe5ff169-7f58-451e-99a2-e506f75ec17e\", \"74bf8d07-3b0e-4ea4-825c-e292cd1d4ccd\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 2.542}, \"40819\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-02 04:19:41.000000+00:00\", \"2021-08-20 12:11:16.000000+00:00\", \"2022-03-27 07:06:45.000000+00:00\"], \"session_ids\": [\"f3a425d1-128f-491e-a991-a1fe81a4af19\", \"e0494d21-1504-40b2-a023-46cd1cb1cfb9\", \"c299d321-c332-442a-9fae-a5ffd8ca38aa\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.291}, \"95884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-26 01:14:24.000000+00:00\", \"2023-03-30 15:33:11.000000+00:00\"], \"session_ids\": [\"aa176586-c966-40c6-b691-70fc8587906e\", \"b36268a4-4657-40f9-9ac6-93c9b8765534\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 1.535}, \"93622\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-24 19:38:39.000000+00:00\", \"2020-02-06 09:20:34.000000+00:00\"], \"session_ids\": [\"b0ec47eb-f774-4e3c-a9ee-bb7d79505a43\", \"0a229e1f-b086-46a2-8044-29151da3ada0\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 2.167}, \"19812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-20 05:55:49.000000+00:00\", \"2019-07-15 13:34:55.000000+00:00\", \"2021-04-19 08:41:23.000000+00:00\", \"2022-11-19 00:08:35.000000+00:00\", \"2020-01-11 09:38:39.000000+00:00\"], \"session_ids\": [\"87b1c534-0795-4bbb-ac73-ad7a963eee3f\", \"b021ad3f-cd7d-401f-8bfa-8117029dfc25\", \"1bbc5e0a-898a-44d5-816c-5941d3b6116f\", \"51a10070-01b3-4d46-a713-cbf4da6e8f87\", \"532c821f-e882-4503-8cc8-01c0836077b7\"], \"total_duration\": 80.0, \"total_sessions\": 5, \"mean_week_duration\": 0.457}, \"4343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-15 10:08:55.000000+00:00\", \"2019-07-10 13:12:53.000000+00:00\", \"2021-02-07 22:54:10.000000+00:00\", \"2019-11-07 19:07:09.000000+00:00\", \"2020-11-20 05:35:09.000000+00:00\", \"2021-09-21 06:45:28.000000+00:00\", \"2023-01-01 01:09:57.000000+00:00\", \"2023-02-25 11:47:42.000000+00:00\", \"2023-02-11 23:35:52.000000+00:00\"], \"session_ids\": [\"64ce9059-8222-415e-9d95-0ec57438f608\", \"1f33afc3-622a-4431-be6a-c3b6186c1cbd\", \"0088cf21-3f2e-4c1f-ba9a-4fd994d2ebd8\", \"7a7179cc-57b6-4abc-abff-8aa2573c5891\", \"deb5c0af-250b-418a-8468-aa61d30047c2\", \"8a150b72-b4fb-431e-a5ea-b876ff30a5e3\", \"0e213ba5-c32f-47ef-83a4-015021750eb7\", \"d73df5c4-0b78-4096-b8ef-b144edc25c80\", \"72fc2244-bd93-4828-9d30-2bf1d28d4465\"], \"total_duration\": 239.0, \"total_sessions\": 9, \"mean_week_duration\": 1.258}, \"49996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-23 01:37:27.000000+00:00\", \"2019-07-04 17:15:10.000000+00:00\", \"2019-08-05 15:14:07.000000+00:00\", \"2020-10-26 12:40:07.000000+00:00\", \"2019-02-22 19:25:33.000000+00:00\", \"2019-05-01 02:11:27.000000+00:00\", \"2021-08-15 22:53:09.000000+00:00\", \"2021-01-18 06:04:18.000000+00:00\"], \"session_ids\": [\"5dc86115-810a-431d-a884-d273ee50fcac\", \"c84552d7-805f-4f92-b563-261a6162210f\", \"70b186d7-6280-4626-b641-be03ee29541f\", \"d1dd75b5-812d-4594-b416-281b27443675\", \"193f2909-2c21-4c92-ace6-1e1b01bdc548\", \"65176400-f5e2-4cc9-a914-9f03fb96f4ca\", \"34988c2b-7afb-4e63-8c1b-1f680166b0ad\", \"baae349b-2a25-49e5-b51e-f583a415dcfb\"], \"total_duration\": 753.0, \"total_sessions\": 8, \"mean_week_duration\": 5.088}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 25"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 29]]}}}\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 finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about users with a duration total that is above 4968 and below 1535 , and perform sorting by town title from the largest value to the smallest 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{\"20442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-06 00:38:27.000000+00:00\", \"2022-02-16 19:48:23.000000+00:00\", \"2022-03-22 19:13:57.000000+00:00\"], \"session_ids\": [\"5225e244-376e-446a-949f-e2cdb2844f9d\", \"b04e8a2f-c778-4a9f-942f-7b609e79ce61\", \"9c96b420-4edb-4f79-afed-cb3ca900efca\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 0.654}, \"45156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-14 19:22:59.000000+00:00\", \"2019-04-02 02:36:00.000000+00:00\"], \"session_ids\": [\"579050f1-eb37-49c5-b815-7c9a58d32e4e\", \"cb852b37-3856-4282-a85f-ab74c811b3fb\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}, \"39253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-18 10:01:58.000000+00:00\", \"2020-03-25 18:06:50.000000+00:00\"], \"session_ids\": [\"441fb8d0-0c4e-4edf-9f29-b011e16aabb4\", \"993d6fd0-4ce8-4341-8dbc-6057b50654a8\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}, \"7257\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-16 15:13:49.000000+00:00\", \"2019-04-17 08:25:17.000000+00:00\"], \"session_ids\": [\"8ba0e722-2015-49fa-8efa-9624311d26c9\", \"9b182808-02c8-421d-a987-172a2b03d20f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.482}, \"33828\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-08 03:45:05.000000+00:00\", \"2020-02-14 22:56:27.000000+00:00\", \"2023-05-12 17:38:44.000000+00:00\", \"2021-05-06 11:31:17.000000+00:00\"], \"session_ids\": [\"de786cb5-c02c-4375-a58f-bb2b2402b7f5\", \"ce8ac10b-05ab-4924-b7ca-31a4fa05c212\", \"03fd8202-1869-460d-beac-123f9838eb5b\", \"b742e1f9-85b2-44fb-a8a8-8946137ebac6\"], \"total_duration\": 1461.0, \"total_sessions\": 4, \"mean_week_duration\": 8.645}, \"41202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-29 02:43:35.000000+00:00\", \"2021-10-03 09:29:00.000000+00:00\", \"2019-05-07 00:23:06.000000+00:00\", \"2021-07-18 14:09:00.000000+00:00\", \"2023-05-24 06:19:57.000000+00:00\"], \"session_ids\": [\"8fafbdb7-1ee8-4c0d-bbff-2a620f7428cf\", \"4a542d2f-5c9d-44bd-b07e-a4bee8e3ce54\", \"9dd185da-6b5b-46f6-bdb5-cee0a42a8c8c\", \"a1294091-c6cb-4a9a-9c51-6e780b08af0c\", \"eb0b8afe-a9d3-424b-ac80-8c6c6959013a\"], \"total_duration\": 1087.0, \"total_sessions\": 5, \"mean_week_duration\": 5.127}, \"48569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-05 04:04:02.000000+00:00\", \"2022-06-07 12:13:59.000000+00:00\", \"2019-06-28 23:53:14.000000+00:00\"], \"session_ids\": [\"08f3cabb-b560-4c13-958b-67b425cd4a70\", \"b6169749-3692-4c94-b27a-7c4b5947758b\", \"b1a76451-4a79-4c47-a74a-4ff66d338431\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 5.281}, \"7562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-30 15:31:17.000000+00:00\", \"2021-09-05 14:01:17.000000+00:00\", \"2020-06-21 10:20:41.000000+00:00\", \"2019-04-05 04:42:35.000000+00:00\", \"2021-07-28 15:26:22.000000+00:00\", \"2019-02-26 05:19:30.000000+00:00\", \"2023-04-22 14:55:39.000000+00:00\", \"2020-08-17 07:12:03.000000+00:00\", \"2021-01-03 01:24:19.000000+00:00\", \"2023-02-10 00:31:50.000000+00:00\"], \"session_ids\": [\"20178569-4e60-432e-8719-96a329a01602\", \"a4f117a8-e02c-43db-ba96-c9d4a0a74331\", \"d580876c-b1d3-42e2-85b0-a8f10cdd1660\", \"b9677abe-8633-44ca-93d6-e6f8ac24c7b9\", \"92fd07a3-55be-4a38-8b78-3a39f5818506\", \"29994b1b-7249-4d55-b9fe-fe9645414da4\", \"0fcc8f41-9c4e-4c6e-9d2e-b54e02991968\", \"c9d161fc-f45c-43ae-b2ff-f35a5adfe599\", \"68ab526f-cd90-40e0-9cf6-7b34af6fedb3\", \"10f5b22f-ea3c-40f1-93f8-d55e1909d313\"], \"total_duration\": 1073.0, \"total_sessions\": 10, \"mean_week_duration\": 4.945}, \"29842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-31 04:39:05.000000+00:00\", \"2020-08-23 08:57:58.000000+00:00\"], \"session_ids\": [\"97bdde09-c837-4340-994b-34abe3a11cfb\", \"3ed4d2f6-1de4-474f-8237-7b492c5e717e\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}, \"72264\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-09 20:46:05.000000+00:00\", \"2021-11-08 02:18:46.000000+00:00\", \"2022-07-05 02:25:57.000000+00:00\"], \"session_ids\": [\"1aa976c9-8573-4cd6-b546-4043a7d2d489\", \"22cc7dce-828c-44c6-87cc-4663cc1cab34\", \"b8850210-38c5-4ab9-a07c-b3b02f74f863\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 2.905}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1535 and are equal or greater than 4968"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1535, 4968]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"20442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-06 00:38:27.000000+00:00\", \"2022-02-16 19:48:23.000000+00:00\", \"2022-03-22 19:13:57.000000+00:00\"], \"session_ids\": [\"5225e244-376e-446a-949f-e2cdb2844f9d\", \"b04e8a2f-c778-4a9f-942f-7b609e79ce61\", \"9c96b420-4edb-4f79-afed-cb3ca900efca\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 0.654}, \"45156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-14 19:22:59.000000+00:00\", \"2019-04-02 02:36:00.000000+00:00\"], \"session_ids\": [\"579050f1-eb37-49c5-b815-7c9a58d32e4e\", \"cb852b37-3856-4282-a85f-ab74c811b3fb\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}, \"39253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-18 10:01:58.000000+00:00\", \"2020-03-25 18:06:50.000000+00:00\"], \"session_ids\": [\"441fb8d0-0c4e-4edf-9f29-b011e16aabb4\", \"993d6fd0-4ce8-4341-8dbc-6057b50654a8\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}, \"7257\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-16 15:13:49.000000+00:00\", \"2019-04-17 08:25:17.000000+00:00\"], \"session_ids\": [\"8ba0e722-2015-49fa-8efa-9624311d26c9\", \"9b182808-02c8-421d-a987-172a2b03d20f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.482}, \"33828\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-08 03:45:05.000000+00:00\", \"2020-02-14 22:56:27.000000+00:00\", \"2023-05-12 17:38:44.000000+00:00\", \"2021-05-06 11:31:17.000000+00:00\"], \"session_ids\": [\"de786cb5-c02c-4375-a58f-bb2b2402b7f5\", \"ce8ac10b-05ab-4924-b7ca-31a4fa05c212\", \"03fd8202-1869-460d-beac-123f9838eb5b\", \"b742e1f9-85b2-44fb-a8a8-8946137ebac6\"], \"total_duration\": 1461.0, \"total_sessions\": 4, \"mean_week_duration\": 8.645}, \"41202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-29 02:43:35.000000+00:00\", \"2021-10-03 09:29:00.000000+00:00\", \"2019-05-07 00:23:06.000000+00:00\", \"2021-07-18 14:09:00.000000+00:00\", \"2023-05-24 06:19:57.000000+00:00\"], \"session_ids\": [\"8fafbdb7-1ee8-4c0d-bbff-2a620f7428cf\", \"4a542d2f-5c9d-44bd-b07e-a4bee8e3ce54\", \"9dd185da-6b5b-46f6-bdb5-cee0a42a8c8c\", \"a1294091-c6cb-4a9a-9c51-6e780b08af0c\", \"eb0b8afe-a9d3-424b-ac80-8c6c6959013a\"], \"total_duration\": 1087.0, \"total_sessions\": 5, \"mean_week_duration\": 5.127}, \"48569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-05 04:04:02.000000+00:00\", \"2022-06-07 12:13:59.000000+00:00\", \"2019-06-28 23:53:14.000000+00:00\"], \"session_ids\": [\"08f3cabb-b560-4c13-958b-67b425cd4a70\", \"b6169749-3692-4c94-b27a-7c4b5947758b\", \"b1a76451-4a79-4c47-a74a-4ff66d338431\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 5.281}, \"7562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-30 15:31:17.000000+00:00\", \"2021-09-05 14:01:17.000000+00:00\", \"2020-06-21 10:20:41.000000+00:00\", \"2019-04-05 04:42:35.000000+00:00\", \"2021-07-28 15:26:22.000000+00:00\", \"2019-02-26 05:19:30.000000+00:00\", \"2023-04-22 14:55:39.000000+00:00\", \"2020-08-17 07:12:03.000000+00:00\", \"2021-01-03 01:24:19.000000+00:00\", \"2023-02-10 00:31:50.000000+00:00\"], \"session_ids\": [\"20178569-4e60-432e-8719-96a329a01602\", \"a4f117a8-e02c-43db-ba96-c9d4a0a74331\", \"d580876c-b1d3-42e2-85b0-a8f10cdd1660\", \"b9677abe-8633-44ca-93d6-e6f8ac24c7b9\", \"92fd07a3-55be-4a38-8b78-3a39f5818506\", \"29994b1b-7249-4d55-b9fe-fe9645414da4\", \"0fcc8f41-9c4e-4c6e-9d2e-b54e02991968\", \"c9d161fc-f45c-43ae-b2ff-f35a5adfe599\", \"68ab526f-cd90-40e0-9cf6-7b34af6fedb3\", \"10f5b22f-ea3c-40f1-93f8-d55e1909d313\"], \"total_duration\": 1073.0, \"total_sessions\": 10, \"mean_week_duration\": 4.945}, \"29842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-31 04:39:05.000000+00:00\", \"2020-08-23 08:57:58.000000+00:00\"], \"session_ids\": [\"97bdde09-c837-4340-994b-34abe3a11cfb\", \"3ed4d2f6-1de4-474f-8237-7b492c5e717e\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}, \"72264\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-09 20:46:05.000000+00:00\", \"2021-11-08 02:18:46.000000+00:00\", \"2022-07-05 02:25:57.000000+00:00\"], \"session_ids\": [\"1aa976c9-8573-4cd6-b546-4043a7d2d489\", \"22cc7dce-828c-44c6-87cc-4663cc1cab34\", \"b8850210-38c5-4ab9-a07c-b3b02f74f863\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 2.905}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"48569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-05 04:04:02.000000+00:00\", \"2022-06-07 12:13:59.000000+00:00\", \"2019-06-28 23:53:14.000000+00:00\"], \"session_ids\": [\"08f3cabb-b560-4c13-958b-67b425cd4a70\", \"b6169749-3692-4c94-b27a-7c4b5947758b\", \"b1a76451-4a79-4c47-a74a-4ff66d338431\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 5.281}}, {\"39253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-18 10:01:58.000000+00:00\", \"2020-03-25 18:06:50.000000+00:00\"], \"session_ids\": [\"441fb8d0-0c4e-4edf-9f29-b011e16aabb4\", \"993d6fd0-4ce8-4341-8dbc-6057b50654a8\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"45156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-14 19:22:59.000000+00:00\", \"2019-04-02 02:36:00.000000+00:00\"], \"session_ids\": [\"579050f1-eb37-49c5-b815-7c9a58d32e4e\", \"cb852b37-3856-4282-a85f-ab74c811b3fb\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}}, {\"72264\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-09 20:46:05.000000+00:00\", \"2021-11-08 02:18:46.000000+00:00\", \"2022-07-05 02:25:57.000000+00:00\"], \"session_ids\": [\"1aa976c9-8573-4cd6-b546-4043a7d2d489\", \"22cc7dce-828c-44c6-87cc-4663cc1cab34\", \"b8850210-38c5-4ab9-a07c-b3b02f74f863\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 2.905}}, {\"20442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-06 00:38:27.000000+00:00\", \"2022-02-16 19:48:23.000000+00:00\", \"2022-03-22 19:13:57.000000+00:00\"], \"session_ids\": [\"5225e244-376e-446a-949f-e2cdb2844f9d\", \"b04e8a2f-c778-4a9f-942f-7b609e79ce61\", \"9c96b420-4edb-4f79-afed-cb3ca900efca\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 0.654}}, {\"7562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-30 15:31:17.000000+00:00\", \"2021-09-05 14:01:17.000000+00:00\", \"2020-06-21 10:20:41.000000+00:00\", \"2019-04-05 04:42:35.000000+00:00\", \"2021-07-28 15:26:22.000000+00:00\", \"2019-02-26 05:19:30.000000+00:00\", \"2023-04-22 14:55:39.000000+00:00\", \"2020-08-17 07:12:03.000000+00:00\", \"2021-01-03 01:24:19.000000+00:00\", \"2023-02-10 00:31:50.000000+00:00\"], \"session_ids\": [\"20178569-4e60-432e-8719-96a329a01602\", \"a4f117a8-e02c-43db-ba96-c9d4a0a74331\", \"d580876c-b1d3-42e2-85b0-a8f10cdd1660\", \"b9677abe-8633-44ca-93d6-e6f8ac24c7b9\", \"92fd07a3-55be-4a38-8b78-3a39f5818506\", \"29994b1b-7249-4d55-b9fe-fe9645414da4\", \"0fcc8f41-9c4e-4c6e-9d2e-b54e02991968\", \"c9d161fc-f45c-43ae-b2ff-f35a5adfe599\", \"68ab526f-cd90-40e0-9cf6-7b34af6fedb3\", \"10f5b22f-ea3c-40f1-93f8-d55e1909d313\"], \"total_duration\": 1073.0, \"total_sessions\": 10, \"mean_week_duration\": 4.945}}, {\"33828\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-08 03:45:05.000000+00:00\", \"2020-02-14 22:56:27.000000+00:00\", \"2023-05-12 17:38:44.000000+00:00\", \"2021-05-06 11:31:17.000000+00:00\"], \"session_ids\": [\"de786cb5-c02c-4375-a58f-bb2b2402b7f5\", \"ce8ac10b-05ab-4924-b7ca-31a4fa05c212\", \"03fd8202-1869-460d-beac-123f9838eb5b\", \"b742e1f9-85b2-44fb-a8a8-8946137ebac6\"], \"total_duration\": 1461.0, \"total_sessions\": 4, \"mean_week_duration\": 8.645}}, {\"29842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-31 04:39:05.000000+00:00\", \"2020-08-23 08:57:58.000000+00:00\"], \"session_ids\": [\"97bdde09-c837-4340-994b-34abe3a11cfb\", \"3ed4d2f6-1de4-474f-8237-7b492c5e717e\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}}, {\"41202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-29 02:43:35.000000+00:00\", \"2021-10-03 09:29:00.000000+00:00\", \"2019-05-07 00:23:06.000000+00:00\", \"2021-07-18 14:09:00.000000+00:00\", \"2023-05-24 06:19:57.000000+00:00\"], \"session_ids\": [\"8fafbdb7-1ee8-4c0d-bbff-2a620f7428cf\", \"4a542d2f-5c9d-44bd-b07e-a4bee8e3ce54\", \"9dd185da-6b5b-46f6-bdb5-cee0a42a8c8c\", \"a1294091-c6cb-4a9a-9c51-6e780b08af0c\", \"eb0b8afe-a9d3-424b-ac80-8c6c6959013a\"], \"total_duration\": 1087.0, \"total_sessions\": 5, \"mean_week_duration\": 5.127}}, {\"7257\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-16 15:13:49.000000+00:00\", \"2019-04-17 08:25:17.000000+00:00\"], \"session_ids\": [\"8ba0e722-2015-49fa-8efa-9624311d26c9\", \"9b182808-02c8-421d-a987-172a2b03d20f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.482}}]\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[{\"48569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-05 04:04:02.000000+00:00\", \"2022-06-07 12:13:59.000000+00:00\", \"2019-06-28 23:53:14.000000+00:00\"], \"session_ids\": [\"08f3cabb-b560-4c13-958b-67b425cd4a70\", \"b6169749-3692-4c94-b27a-7c4b5947758b\", \"b1a76451-4a79-4c47-a74a-4ff66d338431\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 5.281}}, {\"39253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-18 10:01:58.000000+00:00\", \"2020-03-25 18:06:50.000000+00:00\"], \"session_ids\": [\"441fb8d0-0c4e-4edf-9f29-b011e16aabb4\", \"993d6fd0-4ce8-4341-8dbc-6057b50654a8\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"45156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-14 19:22:59.000000+00:00\", \"2019-04-02 02:36:00.000000+00:00\"], \"session_ids\": [\"579050f1-eb37-49c5-b815-7c9a58d32e4e\", \"cb852b37-3856-4282-a85f-ab74c811b3fb\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}}, {\"72264\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-09 20:46:05.000000+00:00\", \"2021-11-08 02:18:46.000000+00:00\", \"2022-07-05 02:25:57.000000+00:00\"], \"session_ids\": [\"1aa976c9-8573-4cd6-b546-4043a7d2d489\", \"22cc7dce-828c-44c6-87cc-4663cc1cab34\", \"b8850210-38c5-4ab9-a07c-b3b02f74f863\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 2.905}}, {\"20442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-06 00:38:27.000000+00:00\", \"2022-02-16 19:48:23.000000+00:00\", \"2022-03-22 19:13:57.000000+00:00\"], \"session_ids\": [\"5225e244-376e-446a-949f-e2cdb2844f9d\", \"b04e8a2f-c778-4a9f-942f-7b609e79ce61\", \"9c96b420-4edb-4f79-afed-cb3ca900efca\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 0.654}}, {\"7562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-30 15:31:17.000000+00:00\", \"2021-09-05 14:01:17.000000+00:00\", \"2020-06-21 10:20:41.000000+00:00\", \"2019-04-05 04:42:35.000000+00:00\", \"2021-07-28 15:26:22.000000+00:00\", \"2019-02-26 05:19:30.000000+00:00\", \"2023-04-22 14:55:39.000000+00:00\", \"2020-08-17 07:12:03.000000+00:00\", \"2021-01-03 01:24:19.000000+00:00\", \"2023-02-10 00:31:50.000000+00:00\"], \"session_ids\": [\"20178569-4e60-432e-8719-96a329a01602\", \"a4f117a8-e02c-43db-ba96-c9d4a0a74331\", \"d580876c-b1d3-42e2-85b0-a8f10cdd1660\", \"b9677abe-8633-44ca-93d6-e6f8ac24c7b9\", \"92fd07a3-55be-4a38-8b78-3a39f5818506\", \"29994b1b-7249-4d55-b9fe-fe9645414da4\", \"0fcc8f41-9c4e-4c6e-9d2e-b54e02991968\", \"c9d161fc-f45c-43ae-b2ff-f35a5adfe599\", \"68ab526f-cd90-40e0-9cf6-7b34af6fedb3\", \"10f5b22f-ea3c-40f1-93f8-d55e1909d313\"], \"total_duration\": 1073.0, \"total_sessions\": 10, \"mean_week_duration\": 4.945}}, {\"33828\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-08 03:45:05.000000+00:00\", \"2020-02-14 22:56:27.000000+00:00\", \"2023-05-12 17:38:44.000000+00:00\", \"2021-05-06 11:31:17.000000+00:00\"], \"session_ids\": [\"de786cb5-c02c-4375-a58f-bb2b2402b7f5\", \"ce8ac10b-05ab-4924-b7ca-31a4fa05c212\", \"03fd8202-1869-460d-beac-123f9838eb5b\", \"b742e1f9-85b2-44fb-a8a8-8946137ebac6\"], \"total_duration\": 1461.0, \"total_sessions\": 4, \"mean_week_duration\": 8.645}}, {\"29842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-31 04:39:05.000000+00:00\", \"2020-08-23 08:57:58.000000+00:00\"], \"session_ids\": [\"97bdde09-c837-4340-994b-34abe3a11cfb\", \"3ed4d2f6-1de4-474f-8237-7b492c5e717e\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}}, {\"41202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-29 02:43:35.000000+00:00\", \"2021-10-03 09:29:00.000000+00:00\", \"2019-05-07 00:23:06.000000+00:00\", \"2021-07-18 14:09:00.000000+00:00\", \"2023-05-24 06:19:57.000000+00:00\"], \"session_ids\": [\"8fafbdb7-1ee8-4c0d-bbff-2a620f7428cf\", \"4a542d2f-5c9d-44bd-b07e-a4bee8e3ce54\", \"9dd185da-6b5b-46f6-bdb5-cee0a42a8c8c\", \"a1294091-c6cb-4a9a-9c51-6e780b08af0c\", \"eb0b8afe-a9d3-424b-ac80-8c6c6959013a\"], \"total_duration\": 1087.0, \"total_sessions\": 5, \"mean_week_duration\": 5.127}}, {\"7257\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-16 15:13:49.000000+00:00\", \"2019-04-17 08:25:17.000000+00:00\"], \"session_ids\": [\"8ba0e722-2015-49fa-8efa-9624311d26c9\", \"9b182808-02c8-421d-a987-172a2b03d20f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.482}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into user with a total time using the app that is lower than 1662, exclusive as well as sort by overall total sessions from the largest value to the smallest 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{\"85385\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-06 21:12:06.000000+00:00\", \"2020-11-23 02:25:34.000000+00:00\", \"2021-05-24 14:16:34.000000+00:00\"], \"session_ids\": [\"a33a7cc3-d914-4078-85cc-cc0706a5a812\", \"a6f76249-8d43-4569-9f1b-e5c8338d8e5e\", \"4fcf5572-8a9d-4711-bd6d-c4bb8b9de22d\"], \"total_duration\": 314.0, \"total_sessions\": 3, \"mean_week_duration\": 3.078}, \"31859\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-22 11:19:01.000000+00:00\", \"2020-04-18 17:54:41.000000+00:00\", \"2021-10-28 11:58:38.000000+00:00\", \"2023-01-19 18:01:34.000000+00:00\", \"2023-06-12 12:59:47.000000+00:00\", \"2019-10-22 19:12:39.000000+00:00\"], \"session_ids\": [\"7bac6aa6-7dbd-4c9a-a9ce-136322d19351\", \"988c5729-8040-49df-8bf0-21e900d1c829\", \"b8c054e9-309c-4c3d-bcba-dd8e19e14045\", \"345652cf-4a61-4dc8-b9ee-5a7765bfb9ec\", \"286b479e-b541-4ef7-ae6b-087e3b6f4b3a\", \"b651307f-4d7c-4cd4-87b2-df2440efded1\"], \"total_duration\": 1646.0, \"total_sessions\": 6, \"mean_week_duration\": 8.663}, \"19775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-15 17:12:45.000000+00:00\", \"2019-03-20 11:36:36.000000+00:00\"], \"session_ids\": [\"015a9147-6c19-4dfd-8ee3-e464d2611749\", \"3c842a85-b2c1-451a-ba5f-e5dff56c44b0\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 2.104}, \"39367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-24 06:20:34.000000+00:00\", \"2021-08-22 17:34:59.000000+00:00\"], \"session_ids\": [\"6df10ce1-86da-49e2-907c-855e22d69ad9\", \"e1c1a8c6-fccd-44d6-b995-840e7c821369\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 7.323}, \"63030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-25 21:23:38.000000+00:00\", \"2019-05-16 08:40:28.000000+00:00\", \"2022-02-22 10:02:07.000000+00:00\"], \"session_ids\": [\"ec2ad664-665f-41dc-a120-fefe7ebee4b5\", \"89a86f5b-b6a6-46d8-ad44-1a4a7de4e728\", \"fea40120-aa9d-4121-8dcb-613151e6e060\"], \"total_duration\": 654.0, \"total_sessions\": 3, \"mean_week_duration\": 4.51}, \"85370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-30 00:47:25.000000+00:00\", \"2020-01-29 20:16:44.000000+00:00\"], \"session_ids\": [\"e5eb45e7-d2e2-4719-86e9-630ff67535a3\", \"b6f6ef84-3d33-432a-ac31-7b7e937feb31\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}, \"70861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-19 03:41:45.000000+00:00\", \"2021-09-22 13:32:47.000000+00:00\"], \"session_ids\": [\"87cf87e8-4571-4599-808e-2c2fc81355b8\", \"6a3e5971-1004-4e6e-8539-29df3c932a43\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 3.021}, \"42865\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-25 03:52:54.000000+00:00\", \"2020-05-08 17:12:58.000000+00:00\"], \"session_ids\": [\"b598cdc9-bca6-4bbe-8bb4-2032997eb525\", \"b6c1e9d9-c54c-45d3-b728-75f13e3e3cbe\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.413}, \"65643\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-05-17 16:20:35.000000+00:00\", \"2021-05-23 09:53:10.000000+00:00\", \"2022-01-04 21:42:18.000000+00:00\", \"2020-05-17 10:42:01.000000+00:00\", \"2019-12-23 14:56:55.000000+00:00\", \"2019-05-21 20:33:50.000000+00:00\"], \"session_ids\": [\"1eef8d5b-7042-47fe-8c69-501d987c0fc9\", \"75abd50f-710e-448d-9cb5-e759fba4406b\", \"4c2e50b4-7e93-4098-abf1-4f188c2465ab\", \"3cd0a8ea-e864-4adc-8d4f-c6d1fc4bbd07\", \"62fbbc8e-6344-4859-9cb3-f3e4eb555233\", \"f2ea9def-0b0a-4c5a-989d-9bd704cb138b\"], \"total_duration\": 3156.0, \"total_sessions\": 6, \"mean_week_duration\": 20.231}, \"48734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-28 06:57:16.000000+00:00\", \"2019-05-21 14:54:25.000000+00:00\", \"2019-06-20 17:52:58.000000+00:00\", \"2019-09-06 12:05:46.000000+00:00\", \"2023-03-05 11:55:22.000000+00:00\", \"2023-01-16 05:07:40.000000+00:00\"], \"session_ids\": [\"22e72858-be64-46f5-9350-ff68d0fa3099\", \"81627194-eb89-442a-a14d-83a25a0fd7d3\", \"ec09a5c9-8159-42f5-8630-3d0c58a33454\", \"1edeca87-d5a9-42f2-be2c-8eaf0c18d7b8\", \"5bf30535-2053-48a7-943c-518dd6982d6e\", \"942f5163-085d-479c-8c46-742efb18f30c\"], \"total_duration\": 224.0, \"total_sessions\": 6, \"mean_week_duration\": 1.131}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are less than 1662"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1662, 3161]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"85385\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-06 21:12:06.000000+00:00\", \"2020-11-23 02:25:34.000000+00:00\", \"2021-05-24 14:16:34.000000+00:00\"], \"session_ids\": [\"a33a7cc3-d914-4078-85cc-cc0706a5a812\", \"a6f76249-8d43-4569-9f1b-e5c8338d8e5e\", \"4fcf5572-8a9d-4711-bd6d-c4bb8b9de22d\"], \"total_duration\": 314.0, \"total_sessions\": 3, \"mean_week_duration\": 3.078}, \"31859\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-22 11:19:01.000000+00:00\", \"2020-04-18 17:54:41.000000+00:00\", \"2021-10-28 11:58:38.000000+00:00\", \"2023-01-19 18:01:34.000000+00:00\", \"2023-06-12 12:59:47.000000+00:00\", \"2019-10-22 19:12:39.000000+00:00\"], \"session_ids\": [\"7bac6aa6-7dbd-4c9a-a9ce-136322d19351\", \"988c5729-8040-49df-8bf0-21e900d1c829\", \"b8c054e9-309c-4c3d-bcba-dd8e19e14045\", \"345652cf-4a61-4dc8-b9ee-5a7765bfb9ec\", \"286b479e-b541-4ef7-ae6b-087e3b6f4b3a\", \"b651307f-4d7c-4cd4-87b2-df2440efded1\"], \"total_duration\": 1646.0, \"total_sessions\": 6, \"mean_week_duration\": 8.663}, \"19775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-15 17:12:45.000000+00:00\", \"2019-03-20 11:36:36.000000+00:00\"], \"session_ids\": [\"015a9147-6c19-4dfd-8ee3-e464d2611749\", \"3c842a85-b2c1-451a-ba5f-e5dff56c44b0\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 2.104}, \"39367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-24 06:20:34.000000+00:00\", \"2021-08-22 17:34:59.000000+00:00\"], \"session_ids\": [\"6df10ce1-86da-49e2-907c-855e22d69ad9\", \"e1c1a8c6-fccd-44d6-b995-840e7c821369\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 7.323}, \"63030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-25 21:23:38.000000+00:00\", \"2019-05-16 08:40:28.000000+00:00\", \"2022-02-22 10:02:07.000000+00:00\"], \"session_ids\": [\"ec2ad664-665f-41dc-a120-fefe7ebee4b5\", \"89a86f5b-b6a6-46d8-ad44-1a4a7de4e728\", \"fea40120-aa9d-4121-8dcb-613151e6e060\"], \"total_duration\": 654.0, \"total_sessions\": 3, \"mean_week_duration\": 4.51}, \"85370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-30 00:47:25.000000+00:00\", \"2020-01-29 20:16:44.000000+00:00\"], \"session_ids\": [\"e5eb45e7-d2e2-4719-86e9-630ff67535a3\", \"b6f6ef84-3d33-432a-ac31-7b7e937feb31\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}, \"70861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-19 03:41:45.000000+00:00\", \"2021-09-22 13:32:47.000000+00:00\"], \"session_ids\": [\"87cf87e8-4571-4599-808e-2c2fc81355b8\", \"6a3e5971-1004-4e6e-8539-29df3c932a43\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 3.021}, \"42865\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-25 03:52:54.000000+00:00\", \"2020-05-08 17:12:58.000000+00:00\"], \"session_ids\": [\"b598cdc9-bca6-4bbe-8bb4-2032997eb525\", \"b6c1e9d9-c54c-45d3-b728-75f13e3e3cbe\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.413}, \"48734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-28 06:57:16.000000+00:00\", \"2019-05-21 14:54:25.000000+00:00\", \"2019-06-20 17:52:58.000000+00:00\", \"2019-09-06 12:05:46.000000+00:00\", \"2023-03-05 11:55:22.000000+00:00\", \"2023-01-16 05:07:40.000000+00:00\"], \"session_ids\": [\"22e72858-be64-46f5-9350-ff68d0fa3099\", \"81627194-eb89-442a-a14d-83a25a0fd7d3\", \"ec09a5c9-8159-42f5-8630-3d0c58a33454\", \"1edeca87-d5a9-42f2-be2c-8eaf0c18d7b8\", \"5bf30535-2053-48a7-943c-518dd6982d6e\", \"942f5163-085d-479c-8c46-742efb18f30c\"], \"total_duration\": 224.0, \"total_sessions\": 6, \"mean_week_duration\": 1.131}}\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[{\"31859\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-22 11:19:01.000000+00:00\", \"2020-04-18 17:54:41.000000+00:00\", \"2021-10-28 11:58:38.000000+00:00\", \"2023-01-19 18:01:34.000000+00:00\", \"2023-06-12 12:59:47.000000+00:00\", \"2019-10-22 19:12:39.000000+00:00\"], \"session_ids\": [\"7bac6aa6-7dbd-4c9a-a9ce-136322d19351\", \"988c5729-8040-49df-8bf0-21e900d1c829\", \"b8c054e9-309c-4c3d-bcba-dd8e19e14045\", \"345652cf-4a61-4dc8-b9ee-5a7765bfb9ec\", \"286b479e-b541-4ef7-ae6b-087e3b6f4b3a\", \"b651307f-4d7c-4cd4-87b2-df2440efded1\"], \"total_duration\": 1646.0, \"total_sessions\": 6, \"mean_week_duration\": 8.663}}, {\"48734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-28 06:57:16.000000+00:00\", \"2019-05-21 14:54:25.000000+00:00\", \"2019-06-20 17:52:58.000000+00:00\", \"2019-09-06 12:05:46.000000+00:00\", \"2023-03-05 11:55:22.000000+00:00\", \"2023-01-16 05:07:40.000000+00:00\"], \"session_ids\": [\"22e72858-be64-46f5-9350-ff68d0fa3099\", \"81627194-eb89-442a-a14d-83a25a0fd7d3\", \"ec09a5c9-8159-42f5-8630-3d0c58a33454\", \"1edeca87-d5a9-42f2-be2c-8eaf0c18d7b8\", \"5bf30535-2053-48a7-943c-518dd6982d6e\", \"942f5163-085d-479c-8c46-742efb18f30c\"], \"total_duration\": 224.0, \"total_sessions\": 6, \"mean_week_duration\": 1.131}}, {\"85385\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-06 21:12:06.000000+00:00\", \"2020-11-23 02:25:34.000000+00:00\", \"2021-05-24 14:16:34.000000+00:00\"], \"session_ids\": [\"a33a7cc3-d914-4078-85cc-cc0706a5a812\", \"a6f76249-8d43-4569-9f1b-e5c8338d8e5e\", \"4fcf5572-8a9d-4711-bd6d-c4bb8b9de22d\"], \"total_duration\": 314.0, \"total_sessions\": 3, \"mean_week_duration\": 3.078}}, {\"63030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-25 21:23:38.000000+00:00\", \"2019-05-16 08:40:28.000000+00:00\", \"2022-02-22 10:02:07.000000+00:00\"], \"session_ids\": [\"ec2ad664-665f-41dc-a120-fefe7ebee4b5\", \"89a86f5b-b6a6-46d8-ad44-1a4a7de4e728\", \"fea40120-aa9d-4121-8dcb-613151e6e060\"], \"total_duration\": 654.0, \"total_sessions\": 3, \"mean_week_duration\": 4.51}}, {\"19775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-15 17:12:45.000000+00:00\", \"2019-03-20 11:36:36.000000+00:00\"], \"session_ids\": [\"015a9147-6c19-4dfd-8ee3-e464d2611749\", \"3c842a85-b2c1-451a-ba5f-e5dff56c44b0\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 2.104}}, {\"39367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-24 06:20:34.000000+00:00\", \"2021-08-22 17:34:59.000000+00:00\"], \"session_ids\": [\"6df10ce1-86da-49e2-907c-855e22d69ad9\", \"e1c1a8c6-fccd-44d6-b995-840e7c821369\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 7.323}}, {\"85370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-30 00:47:25.000000+00:00\", \"2020-01-29 20:16:44.000000+00:00\"], \"session_ids\": [\"e5eb45e7-d2e2-4719-86e9-630ff67535a3\", \"b6f6ef84-3d33-432a-ac31-7b7e937feb31\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}}, {\"70861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-19 03:41:45.000000+00:00\", \"2021-09-22 13:32:47.000000+00:00\"], \"session_ids\": [\"87cf87e8-4571-4599-808e-2c2fc81355b8\", \"6a3e5971-1004-4e6e-8539-29df3c932a43\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 3.021}}, {\"42865\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-25 03:52:54.000000+00:00\", \"2020-05-08 17:12:58.000000+00:00\"], \"session_ids\": [\"b598cdc9-bca6-4bbe-8bb4-2032997eb525\", \"b6c1e9d9-c54c-45d3-b728-75f13e3e3cbe\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.413}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"31859\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-22 11:19:01.000000+00:00\", \"2020-04-18 17:54:41.000000+00:00\", \"2021-10-28 11:58:38.000000+00:00\", \"2023-01-19 18:01:34.000000+00:00\", \"2023-06-12 12:59:47.000000+00:00\", \"2019-10-22 19:12:39.000000+00:00\"], \"session_ids\": [\"7bac6aa6-7dbd-4c9a-a9ce-136322d19351\", \"988c5729-8040-49df-8bf0-21e900d1c829\", \"b8c054e9-309c-4c3d-bcba-dd8e19e14045\", \"345652cf-4a61-4dc8-b9ee-5a7765bfb9ec\", \"286b479e-b541-4ef7-ae6b-087e3b6f4b3a\", \"b651307f-4d7c-4cd4-87b2-df2440efded1\"], \"total_duration\": 1646.0, \"total_sessions\": 6, \"mean_week_duration\": 8.663}}]\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[{\"31859\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-10-22 11:19:01.000000+00:00\", \"2020-04-18 17:54:41.000000+00:00\", \"2021-10-28 11:58:38.000000+00:00\", \"2023-01-19 18:01:34.000000+00:00\", \"2023-06-12 12:59:47.000000+00:00\", \"2019-10-22 19:12:39.000000+00:00\"], \"session_ids\": [\"7bac6aa6-7dbd-4c9a-a9ce-136322d19351\", \"988c5729-8040-49df-8bf0-21e900d1c829\", \"b8c054e9-309c-4c3d-bcba-dd8e19e14045\", \"345652cf-4a61-4dc8-b9ee-5a7765bfb9ec\", \"286b479e-b541-4ef7-ae6b-087e3b6f4b3a\", \"b651307f-4d7c-4cd4-87b2-df2440efded1\"], \"total_duration\": 1646.0, \"total_sessions\": 6, \"mean_week_duration\": 8.663}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 2 users whose mean week duration is strictly greater than 6 plus execute sorting by sessions summation in descending order."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"97614\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-25 23:17:43.000000+00:00\", \"2019-08-07 04:59:38.000000+00:00\"], \"session_ids\": [\"ae63f586-0786-4c5f-81db-c4552b3b1c4b\", \"65571081-47b7-412c-80d7-621fe9ad8242\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"25103\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-03 18:22:06.000000+00:00\", \"2020-12-13 03:56:13.000000+00:00\"], \"session_ids\": [\"b8068faa-9b96-42e7-a556-23833b880155\", \"d5f44cfc-3162-4a12-9fe7-42664687319b\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.947}, \"9573\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-02-04 00:14:39.000000+00:00\", \"2022-05-08 18:11:28.000000+00:00\", \"2019-07-25 00:21:35.000000+00:00\"], \"session_ids\": [\"1a183bd5-acc5-4a45-a69e-cdec0d510475\", \"f6f09df9-9527-4bf8-8a90-719c571bbe3f\", \"e3986f33-f95f-4af8-b5e3-defd90586ad5\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.394}, \"51789\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 22:40:28.000000+00:00\", \"2021-07-08 19:49:59.000000+00:00\"], \"session_ids\": [\"7a338bd4-c301-4f4b-9bb5-154dacbb2830\", \"02b9fd12-1e16-458c-b722-8238df3a1391\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 18.333}, \"66671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-01-02 02:22:03.000000+00:00\", \"2020-10-07 04:16:57.000000+00:00\"], \"session_ids\": [\"a6653571-b5d0-47af-beb2-08029b9a9825\", \"09bdc402-2e63-4615-b26c-259920c3afc5\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.508}, \"6674\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-08 09:07:49.000000+00:00\", \"2020-12-04 23:50:54.000000+00:00\"], \"session_ids\": [\"687b2e3a-47e3-481b-ad98-d538f6a9ecae\", \"827d7eb2-b700-4986-8995-dea042473622\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 1.282}, \"64584\": {\"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\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-22 18:36:31.000000+00:00\", \"2019-12-15 14:23:05.000000+00:00\", \"2019-05-27 18:50:18.000000+00:00\", \"2020-01-05 21:48:11.000000+00:00\", \"2021-09-03 11:00:53.000000+00:00\"], \"session_ids\": [\"723734d7-9499-472f-903c-9261ed4793ac\", \"47db3bb9-9bb5-4def-a99b-43e1fdbcc020\", \"f0243b1e-959d-406a-9546-922c5a8e67bc\", \"a8e9a404-968f-40fa-b223-25669264438c\", \"617b3181-bb93-4a22-8edb-7066e129f426\"], \"total_duration\": 163.0, \"total_sessions\": 5, \"mean_week_duration\": 1.37}, \"40772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-21 03:52:54.000000+00:00\", \"2022-08-15 00:40:34.000000+00:00\"], \"session_ids\": [\"2d4f7050-f134-4192-8e05-03738a7e0ac1\", \"4a1f28eb-85a3-4900-add0-e21ac3a6d10c\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 70.667}, \"96105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-26 07:02:01.000000+00:00\", \"2020-01-09 16:18:00.000000+00:00\", \"2021-11-19 05:10:54.000000+00:00\", \"2021-11-10 13:01:46.000000+00:00\"], \"session_ids\": [\"c893b7c0-e87a-48b9-8e80-bd0a601fb0dd\", \"64421609-bcca-4f0d-b767-1211beeac261\", \"082cf172-421f-4018-8ea9-865de2f33897\", \"b3c92603-d80e-40eb-8dd3-15fe725f5490\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.289}, \"82705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-25 08:01:02.000000+00:00\", \"2023-03-02 04:08:25.000000+00:00\", \"2023-03-19 19:20:32.000000+00:00\"], \"session_ids\": [\"85280f69-6f9b-44b4-abe5-a20f3341c57e\", \"3f2c57eb-f5cf-410c-af53-a496b348d9be\", \"0e6c2787-3f10-45a3-8944-cf4f01423fe3\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.161}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 42]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"51789\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 22:40:28.000000+00:00\", \"2021-07-08 19:49:59.000000+00:00\"], \"session_ids\": [\"7a338bd4-c301-4f4b-9bb5-154dacbb2830\", \"02b9fd12-1e16-458c-b722-8238df3a1391\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 18.333}, \"40772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-21 03:52:54.000000+00:00\", \"2022-08-15 00:40:34.000000+00:00\"], \"session_ids\": [\"2d4f7050-f134-4192-8e05-03738a7e0ac1\", \"4a1f28eb-85a3-4900-add0-e21ac3a6d10c\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 70.667}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"51789\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 22:40:28.000000+00:00\", \"2021-07-08 19:49:59.000000+00:00\"], \"session_ids\": [\"7a338bd4-c301-4f4b-9bb5-154dacbb2830\", \"02b9fd12-1e16-458c-b722-8238df3a1391\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 18.333}}, {\"40772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-21 03:52:54.000000+00:00\", \"2022-08-15 00:40:34.000000+00:00\"], \"session_ids\": [\"2d4f7050-f134-4192-8e05-03738a7e0ac1\", \"4a1f28eb-85a3-4900-add0-e21ac3a6d10c\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 70.667}}]\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[{\"51789\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 22:40:28.000000+00:00\", \"2021-07-08 19:49:59.000000+00:00\"], \"session_ids\": [\"7a338bd4-c301-4f4b-9bb5-154dacbb2830\", \"02b9fd12-1e16-458c-b722-8238df3a1391\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 18.333}}, {\"40772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-21 03:52:54.000000+00:00\", \"2022-08-15 00:40:34.000000+00:00\"], \"session_ids\": [\"2d4f7050-f134-4192-8e05-03738a7e0ac1\", \"4a1f28eb-85a3-4900-add0-e21ac3a6d10c\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 70.667}}]\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[{\"51789\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 22:40:28.000000+00:00\", \"2021-07-08 19:49:59.000000+00:00\"], \"session_ids\": [\"7a338bd4-c301-4f4b-9bb5-154dacbb2830\", \"02b9fd12-1e16-458c-b722-8238df3a1391\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 18.333}}, {\"40772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-21 03:52:54.000000+00:00\", \"2022-08-15 00:40:34.000000+00:00\"], \"session_ids\": [\"2d4f7050-f134-4192-8e05-03738a7e0ac1\", \"4a1f28eb-85a3-4900-add0-e21ac3a6d10c\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 70.667}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about users whose duration total is exactly 1046 , perform sorting by time spent on the site per week in asc."
},
{
"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{\"73572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-11-11 20:37:34.000000+00:00\", \"2021-03-19 09:10:19.000000+00:00\", \"2022-03-22 07:45:00.000000+00:00\"], \"session_ids\": [\"adbed250-cc8a-4203-b415-4b9be422477a\", \"d835d4b1-baf7-4a14-88c2-783c2c7a6c22\", \"981c6614-d76b-412f-b8bb-fe1da50ca268\"], \"total_duration\": 435.0, \"total_sessions\": 3, \"mean_week_duration\": 8.208}, \"52056\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-27 04:09:17.000000+00:00\", \"2019-08-03 07:01:31.000000+00:00\"], \"session_ids\": [\"9a13cd1f-7ea9-49b2-83b2-6e61dec2f3c9\", \"6125275a-1d7d-41da-8faf-a440a4e976fd\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 39.5}, \"13026\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-29 06:32:53.000000+00:00\", \"2021-04-13 16:21:30.000000+00:00\"], \"session_ids\": [\"d7f6d173-5a0c-4779-82a5-ebcc6f4d2928\", \"4f1adada-034d-46d9-96df-8656abff199c\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.818}, \"39527\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-23 04:25:00.000000+00:00\", \"2020-07-25 21:37:45.000000+00:00\"], \"session_ids\": [\"162b5121-53ba-4273-926a-c5301821db85\", \"c2f40070-b307-46b2-bba8-d17bd049033f\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 5.743}, \"46615\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-21 12:55:34.000000+00:00\", \"2021-04-18 02:26:47.000000+00:00\", \"2020-12-17 12:34:27.000000+00:00\", \"2023-04-07 07:06:16.000000+00:00\", \"2022-10-10 19:59:06.000000+00:00\"], \"session_ids\": [\"62c3c38a-b287-49c7-8a03-349bd1b83044\", \"747f4373-3bb8-4e64-a26e-766662888cdd\", \"c9d03e91-1238-4622-b2a6-62c4519977f4\", \"38a74aa2-dda4-428f-bac1-2420cb61edb2\", \"462fb744-47ea-47d1-bc08-6a8848344555\"], \"total_duration\": 1060.0, \"total_sessions\": 5, \"mean_week_duration\": 7.26}, \"12712\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-11 21:04:07.000000+00:00\", \"2020-12-31 06:59:25.000000+00:00\", \"2020-04-09 12:30:05.000000+00:00\", \"2020-01-12 17:09:51.000000+00:00\"], \"session_ids\": [\"2a2f73d2-1f77-497f-8677-cf14e7b3af04\", \"4fda5ea5-d9fe-4886-b85e-0ea49a04b249\", \"fc11a088-6350-4328-895c-3c36d5f12beb\", \"e9f27184-604a-4a04-b253-7f0342d962a7\"], \"total_duration\": 615.0, \"total_sessions\": 4, \"mean_week_duration\": 12.059}, \"27944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-29 03:18:49.000000+00:00\", \"2022-06-10 17:09:02.000000+00:00\", \"2021-07-29 12:01:54.000000+00:00\", \"2019-07-27 16:16:11.000000+00:00\", \"2023-05-18 14:58:45.000000+00:00\"], \"session_ids\": [\"1982d374-be44-4319-80a6-508bbe5834ec\", \"e71e6c72-faf3-477b-a53d-e104d95afe83\", \"ccef9749-5441-4280-88af-52c0a438754b\", \"a5a52040-ba00-4b37-b872-7910ebfbd272\", \"d58932f9-e0c9-439b-9f21-d051c1262144\"], \"total_duration\": 597.0, \"total_sessions\": 5, \"mean_week_duration\": 3.0}, \"95973\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-24 16:44:45.000000+00:00\", \"2019-09-10 03:19:51.000000+00:00\"], \"session_ids\": [\"91a717d1-5c4f-49fa-8025-d34763d01dbb\", \"a1595cc0-837f-468d-adfe-07ae9f9eba69\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"17506\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-02 11:48:18.000000+00:00\", \"2021-08-19 17:55:44.000000+00:00\"], \"session_ids\": [\"dacc4882-2d7d-4fa1-b2e6-1664516b82a5\", \"961060ce-c6bd-4481-918b-b1715c169a78\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 2.682}, \"50819\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-06-19 01:07:33.000000+00:00\", \"2019-11-14 20:40:15.000000+00:00\"], \"session_ids\": [\"52e73674-83b7-435b-9c70-2668b9372d45\", \"0ff13372-f043-4f63-8c35-7c6df7b9bc6e\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 3.081}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are 1046"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[1046, 4811]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding user who has duration summation greater than 3444 and less than 80 as well as do sorting by all sessions quantity in descending and in addition display me only 4 records."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"70237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-05 01:00:44.000000+00:00\", \"2022-04-27 06:43:14.000000+00:00\", \"2022-11-11 04:02:16.000000+00:00\", \"2019-07-23 18:19:29.000000+00:00\", \"2019-06-23 11:23:34.000000+00:00\", \"2022-03-05 20:42:19.000000+00:00\"], \"session_ids\": [\"c101ae1f-5f6f-443a-aac3-c3ceeac04d27\", \"1d4c0d87-584f-4446-8cc4-2e471ac47925\", \"1bd5fd23-f0d7-442b-b836-b832ee853a10\", \"4ad6d88f-25a0-4c6c-8b79-ffa46353c961\", \"7816d904-0eed-4dba-a7b6-9e02099454a7\", \"af6faba7-a845-42ac-afbc-1f16051a4026\"], \"total_duration\": 6583.0, \"total_sessions\": 6, \"mean_week_duration\": 37.192}, \"27703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 05:54:46.000000+00:00\", \"2020-12-22 20:41:11.000000+00:00\"], \"session_ids\": [\"5b115d3b-669a-4820-80e4-d6246374bd13\", \"285105d2-1844-4c7a-a18d-6989f6831908\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.9}, \"21547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-27 01:02:50.000000+00:00\", \"2019-06-07 21:17:45.000000+00:00\"], \"session_ids\": [\"62b441d2-b845-42cc-93bb-675555bdcd99\", \"057b9d73-71e5-4774-bbdb-bba3158848f4\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}, \"32750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-21 08:45:59.000000+00:00\", \"2020-08-29 04:54:32.000000+00:00\", \"2022-11-26 18:02:29.000000+00:00\", \"2020-04-28 23:20:52.000000+00:00\"], \"session_ids\": [\"58945f7f-ff9a-4fe9-af36-c6002a2dd394\", \"e94e676c-b401-463e-8eb4-18658cae8360\", \"c80964e9-5688-4845-883a-22dade14cb16\", \"26b76239-b9f7-4ff5-8d1f-0b8313965066\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.558}, \"83395\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-08 13:20:34.000000+00:00\", \"2019-04-12 01:44:35.000000+00:00\", \"2021-11-13 17:48:19.000000+00:00\", \"2022-07-12 13:32:35.000000+00:00\", \"2021-07-28 01:35:48.000000+00:00\", \"2023-04-19 17:48:31.000000+00:00\", \"2021-05-01 20:24:19.000000+00:00\"], \"session_ids\": [\"5d9a0a58-1a7c-4a07-9504-7a4e5303e8e8\", \"76e32d77-62b3-4a40-a93e-17d44e22e475\", \"1c0e22e2-d5fc-4acd-b055-215c56535217\", \"b8f84d49-1718-445f-a6ed-2b33cf697d9d\", \"6481e046-2793-4141-bcba-ace68deb9045\", \"e499e414-9de8-45e2-8d03-6f9030b417d5\", \"b71a7ff0-c0a0-4c3f-b941-622350ea2aeb\"], \"total_duration\": 1161.0, \"total_sessions\": 7, \"mean_week_duration\": 5.529}, \"29879\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-11 19:03:57.000000+00:00\", \"2020-07-17 22:39:23.000000+00:00\", \"2019-11-03 17:19:23.000000+00:00\", \"2020-05-20 16:23:24.000000+00:00\", \"2022-07-22 11:39:19.000000+00:00\", \"2021-04-26 06:17:08.000000+00:00\"], \"session_ids\": [\"62a5d599-6aef-439e-9a14-fb3dbd5202e3\", \"57f8e9ab-d909-4647-8efc-e4c46f4fca84\", \"5d3b46bd-1ab4-4572-88b7-3a7675683d0d\", \"476712be-df05-4405-af61-1ad9eccf9353\", \"bab4f466-082a-4125-b4f3-01093fd9d733\", \"a5d76d75-830f-4097-a72e-2c62a9dcacdd\"], \"total_duration\": 159.0, \"total_sessions\": 6, \"mean_week_duration\": 1.12}, \"88370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-25 08:25:33.000000+00:00\", \"2022-01-24 15:00:45.000000+00:00\", \"2023-03-09 22:20:15.000000+00:00\"], \"session_ids\": [\"6e37d321-d565-467f-8312-ddbfa87753be\", \"d8cff8a3-800a-4888-852c-1bfeb2bc7445\", \"49da2d1d-92ec-465f-a3b1-de17a4c39ddf\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.159}, \"63997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-14 13:52:59.000000+00:00\", \"2021-12-29 20:52:52.000000+00:00\", \"2019-05-29 13:34:20.000000+00:00\"], \"session_ids\": [\"35f95597-67a6-4e70-9aa1-56a70c003f3f\", \"4ae251f7-3f32-45e0-9098-4d4171f9d634\", \"1c85e12b-d154-4529-a618-3ff08d4714ed\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}, \"87711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-24 03:20:12.000000+00:00\", \"2023-05-24 04:24:10.000000+00:00\", \"2019-02-03 14:16:36.000000+00:00\", \"2021-06-27 23:22:07.000000+00:00\", \"2021-04-13 07:14:39.000000+00:00\", \"2023-04-16 18:48:12.000000+00:00\", \"2020-02-02 23:49:29.000000+00:00\", \"2022-05-15 20:32:23.000000+00:00\", \"2019-05-24 12:51:30.000000+00:00\", \"2020-12-02 11:00:35.000000+00:00\", \"2023-01-21 00:51:22.000000+00:00\"], \"session_ids\": [\"266e853b-166c-4cb7-bc3b-f1e20e533a2b\", \"f5501d71-dd14-4237-888d-6f8b333da260\", \"1152e00a-fca2-4e72-bf4c-6082dbc7a556\", \"ddcd1c17-4cc2-454a-a973-a3fa159c64ac\", \"a47a08f4-80aa-4388-aae3-a00de4f67714\", \"111698f9-44e4-44fe-9a3d-a497529b29ab\", \"4b41d8e6-e3e5-4bc2-80db-5279ac6ed945\", \"c5f313d0-7c5d-441e-ac07-c34f661f572d\", \"82a14e12-458e-4a4a-8bd8-dedcae5ec3d0\", \"f17dd323-15c2-40b8-9b33-dad5488c42de\", \"f4556547-f913-44ec-9432-bffc3f848d55\"], \"total_duration\": 124.0, \"total_sessions\": 11, \"mean_week_duration\": 0.551}, \"55469\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-22 22:55:30.000000+00:00\", \"2023-02-24 15:05:53.000000+00:00\", \"2021-01-30 20:37:31.000000+00:00\", \"2019-07-22 10:11:12.000000+00:00\"], \"session_ids\": [\"f1b1d24a-dc35-42ec-a7ac-99244538cb4d\", \"4d604488-5155-41e3-b704-0723d2667f90\", \"b2de7db0-d5b9-449f-b957-04fa58e4282c\", \"4e3b6f9a-8ef3-4190-bcaf-e8ca48646772\"], \"total_duration\": 1539.0, \"total_sessions\": 4, \"mean_week_duration\": 7.852}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or less than 80 and are equal or greater than 3444"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[80, 3444]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"27703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 05:54:46.000000+00:00\", \"2020-12-22 20:41:11.000000+00:00\"], \"session_ids\": [\"5b115d3b-669a-4820-80e4-d6246374bd13\", \"285105d2-1844-4c7a-a18d-6989f6831908\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.9}, \"88370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-25 08:25:33.000000+00:00\", \"2022-01-24 15:00:45.000000+00:00\", \"2023-03-09 22:20:15.000000+00:00\"], \"session_ids\": [\"6e37d321-d565-467f-8312-ddbfa87753be\", \"d8cff8a3-800a-4888-852c-1bfeb2bc7445\", \"49da2d1d-92ec-465f-a3b1-de17a4c39ddf\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.159}, \"63997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-14 13:52:59.000000+00:00\", \"2021-12-29 20:52:52.000000+00:00\", \"2019-05-29 13:34:20.000000+00:00\"], \"session_ids\": [\"35f95597-67a6-4e70-9aa1-56a70c003f3f\", \"4ae251f7-3f32-45e0-9098-4d4171f9d634\", \"1c85e12b-d154-4529-a618-3ff08d4714ed\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}, \"70237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-05 01:00:44.000000+00:00\", \"2022-04-27 06:43:14.000000+00:00\", \"2022-11-11 04:02:16.000000+00:00\", \"2019-07-23 18:19:29.000000+00:00\", \"2019-06-23 11:23:34.000000+00:00\", \"2022-03-05 20:42:19.000000+00:00\"], \"session_ids\": [\"c101ae1f-5f6f-443a-aac3-c3ceeac04d27\", \"1d4c0d87-584f-4446-8cc4-2e471ac47925\", \"1bd5fd23-f0d7-442b-b836-b832ee853a10\", \"4ad6d88f-25a0-4c6c-8b79-ffa46353c961\", \"7816d904-0eed-4dba-a7b6-9e02099454a7\", \"af6faba7-a845-42ac-afbc-1f16051a4026\"], \"total_duration\": 6583.0, \"total_sessions\": 6, \"mean_week_duration\": 37.192}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"70237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-05 01:00:44.000000+00:00\", \"2022-04-27 06:43:14.000000+00:00\", \"2022-11-11 04:02:16.000000+00:00\", \"2019-07-23 18:19:29.000000+00:00\", \"2019-06-23 11:23:34.000000+00:00\", \"2022-03-05 20:42:19.000000+00:00\"], \"session_ids\": [\"c101ae1f-5f6f-443a-aac3-c3ceeac04d27\", \"1d4c0d87-584f-4446-8cc4-2e471ac47925\", \"1bd5fd23-f0d7-442b-b836-b832ee853a10\", \"4ad6d88f-25a0-4c6c-8b79-ffa46353c961\", \"7816d904-0eed-4dba-a7b6-9e02099454a7\", \"af6faba7-a845-42ac-afbc-1f16051a4026\"], \"total_duration\": 6583.0, \"total_sessions\": 6, \"mean_week_duration\": 37.192}}, {\"88370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-25 08:25:33.000000+00:00\", \"2022-01-24 15:00:45.000000+00:00\", \"2023-03-09 22:20:15.000000+00:00\"], \"session_ids\": [\"6e37d321-d565-467f-8312-ddbfa87753be\", \"d8cff8a3-800a-4888-852c-1bfeb2bc7445\", \"49da2d1d-92ec-465f-a3b1-de17a4c39ddf\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.159}}, {\"63997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-14 13:52:59.000000+00:00\", \"2021-12-29 20:52:52.000000+00:00\", \"2019-05-29 13:34:20.000000+00:00\"], \"session_ids\": [\"35f95597-67a6-4e70-9aa1-56a70c003f3f\", \"4ae251f7-3f32-45e0-9098-4d4171f9d634\", \"1c85e12b-d154-4529-a618-3ff08d4714ed\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}}, {\"27703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 05:54:46.000000+00:00\", \"2020-12-22 20:41:11.000000+00:00\"], \"session_ids\": [\"5b115d3b-669a-4820-80e4-d6246374bd13\", \"285105d2-1844-4c7a-a18d-6989f6831908\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.9}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"70237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-05 01:00:44.000000+00:00\", \"2022-04-27 06:43:14.000000+00:00\", \"2022-11-11 04:02:16.000000+00:00\", \"2019-07-23 18:19:29.000000+00:00\", \"2019-06-23 11:23:34.000000+00:00\", \"2022-03-05 20:42:19.000000+00:00\"], \"session_ids\": [\"c101ae1f-5f6f-443a-aac3-c3ceeac04d27\", \"1d4c0d87-584f-4446-8cc4-2e471ac47925\", \"1bd5fd23-f0d7-442b-b836-b832ee853a10\", \"4ad6d88f-25a0-4c6c-8b79-ffa46353c961\", \"7816d904-0eed-4dba-a7b6-9e02099454a7\", \"af6faba7-a845-42ac-afbc-1f16051a4026\"], \"total_duration\": 6583.0, \"total_sessions\": 6, \"mean_week_duration\": 37.192}}, {\"88370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-25 08:25:33.000000+00:00\", \"2022-01-24 15:00:45.000000+00:00\", \"2023-03-09 22:20:15.000000+00:00\"], \"session_ids\": [\"6e37d321-d565-467f-8312-ddbfa87753be\", \"d8cff8a3-800a-4888-852c-1bfeb2bc7445\", \"49da2d1d-92ec-465f-a3b1-de17a4c39ddf\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.159}}, {\"63997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-14 13:52:59.000000+00:00\", \"2021-12-29 20:52:52.000000+00:00\", \"2019-05-29 13:34:20.000000+00:00\"], \"session_ids\": [\"35f95597-67a6-4e70-9aa1-56a70c003f3f\", \"4ae251f7-3f32-45e0-9098-4d4171f9d634\", \"1c85e12b-d154-4529-a618-3ff08d4714ed\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}}, {\"27703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 05:54:46.000000+00:00\", \"2020-12-22 20:41:11.000000+00:00\"], \"session_ids\": [\"5b115d3b-669a-4820-80e4-d6246374bd13\", \"285105d2-1844-4c7a-a18d-6989f6831908\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.9}}]\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[{\"70237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-05 01:00:44.000000+00:00\", \"2022-04-27 06:43:14.000000+00:00\", \"2022-11-11 04:02:16.000000+00:00\", \"2019-07-23 18:19:29.000000+00:00\", \"2019-06-23 11:23:34.000000+00:00\", \"2022-03-05 20:42:19.000000+00:00\"], \"session_ids\": [\"c101ae1f-5f6f-443a-aac3-c3ceeac04d27\", \"1d4c0d87-584f-4446-8cc4-2e471ac47925\", \"1bd5fd23-f0d7-442b-b836-b832ee853a10\", \"4ad6d88f-25a0-4c6c-8b79-ffa46353c961\", \"7816d904-0eed-4dba-a7b6-9e02099454a7\", \"af6faba7-a845-42ac-afbc-1f16051a4026\"], \"total_duration\": 6583.0, \"total_sessions\": 6, \"mean_week_duration\": 37.192}}, {\"88370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-25 08:25:33.000000+00:00\", \"2022-01-24 15:00:45.000000+00:00\", \"2023-03-09 22:20:15.000000+00:00\"], \"session_ids\": [\"6e37d321-d565-467f-8312-ddbfa87753be\", \"d8cff8a3-800a-4888-852c-1bfeb2bc7445\", \"49da2d1d-92ec-465f-a3b1-de17a4c39ddf\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.159}}, {\"63997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-14 13:52:59.000000+00:00\", \"2021-12-29 20:52:52.000000+00:00\", \"2019-05-29 13:34:20.000000+00:00\"], \"session_ids\": [\"35f95597-67a6-4e70-9aa1-56a70c003f3f\", \"4ae251f7-3f32-45e0-9098-4d4171f9d634\", \"1c85e12b-d154-4529-a618-3ff08d4714ed\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}}, {\"27703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 05:54:46.000000+00:00\", \"2020-12-22 20:41:11.000000+00:00\"], \"session_ids\": [\"5b115d3b-669a-4820-80e4-d6246374bd13\", \"285105d2-1844-4c7a-a18d-6989f6831908\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.9}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into users with a time spent on the site per week that is higher than 39 and lower than 4, exclusively 4 , moreover do sorting by sum of duration of sessions per week in asc , and display me only 2 records."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-10-18 05:24:15.000000+00:00\", \"2020-06-10 01:50:07.000000+00:00\", \"2023-05-29 17:11:29.000000+00:00\"], \"session_ids\": [\"05fd4561-a132-4445-900f-9ecfa30112a0\", \"b192372d-41d0-4d59-8101-7bd8c9cecaeb\", \"fbd6b197-045b-4ad5-a7ca-8a789645e8bb\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 3.748}, \"66823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-02 22:26:51.000000+00:00\", \"2019-07-05 20:25:07.000000+00:00\"], \"session_ids\": [\"28e68c47-58e3-4533-a7f7-49afa4055f5e\", \"0e9c4fe1-bb57-4f98-a7e4-c7466226eed3\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 8.385}, \"99764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-07 20:36:33.000000+00:00\", \"2021-12-06 06:18:29.000000+00:00\", \"2022-06-17 11:04:39.000000+00:00\", \"2019-06-29 14:21:41.000000+00:00\"], \"session_ids\": [\"59c962ab-fc9c-4747-b6ed-0a66595d0685\", \"5ac70e20-cf8f-4718-91e3-de32755cedde\", \"98c7ee08-b244-4880-9f80-37f260e345bf\", \"7619fa33-7e3d-4a8d-8f13-a161d469efdc\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.323}, \"61129\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-07 04:24:19.000000+00:00\", \"2022-04-10 00:41:29.000000+00:00\"], \"session_ids\": [\"5631d0e1-bf38-4f4c-a420-32b756f7bf1b\", \"e4b645fb-be61-4196-a1c6-630aa8082db4\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 1.801}, \"78532\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-04-13 23:21:41.000000+00:00\", \"2022-09-01 17:21:00.000000+00:00\", \"2020-09-16 13:21:56.000000+00:00\"], \"session_ids\": [\"d19bf9eb-2f45-4cc4-8365-32d8632c75e2\", \"c8c9a3e0-91e1-47f5-b295-a8b35d5841cd\", \"ad9a512d-4c0d-401c-8455-2005f9513f94\"], \"total_duration\": 519.0, \"total_sessions\": 3, \"mean_week_duration\": 5.039}, \"55656\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-02-13 06:36:43.000000+00:00\", \"2021-02-04 11:59:56.000000+00:00\", \"2019-12-11 23:41:57.000000+00:00\"], \"session_ids\": [\"2d0e2a50-2b98-4bca-b595-c6c89154ecad\", \"9f20abf0-82dd-4ffc-9999-3b480f21b750\", \"17f1d15a-bf6f-4441-9e82-7bee7c2c8116\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 4.161}, \"17907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-04-03 07:33:13.000000+00:00\", \"2020-04-15 05:03:34.000000+00:00\"], \"session_ids\": [\"5a52f21a-8bdd-4217-a3a6-541c773e9d8a\", \"2d2023da-7115-4db9-ace1-48921045677b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}, \"4158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-02 01:17:36.000000+00:00\", \"2019-01-14 07:08:37.000000+00:00\", \"2020-04-05 01:14:26.000000+00:00\", \"2020-04-27 18:13:13.000000+00:00\", \"2019-04-06 02:40:02.000000+00:00\"], \"session_ids\": [\"20ef5a60-e5ad-4885-b6fe-b934bdb0c9a9\", \"79894fc7-0cc8-45ba-b3d1-0c2c0bd24417\", \"226b5fc8-327a-421e-9e7f-d92abf1a0e18\", \"f068afa0-9868-4bdd-8a6b-6f50c7d4c48d\", \"1c1bfe2f-4a54-4f58-ac5d-7a24915fe3a5\"], \"total_duration\": 2816.0, \"total_sessions\": 5, \"mean_week_duration\": 42.03}, \"57239\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 09:12:40.000000+00:00\", \"2022-03-17 08:18:52.000000+00:00\"], \"session_ids\": [\"e3ffec92-98e2-45b3-bb60-bd7b79530be7\", \"859b5bb7-c202-4ecf-b365-8ec6c6bc0d41\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 2.3}, \"50999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-25 01:17:53.000000+00:00\", \"2020-11-21 19:52:02.000000+00:00\", \"2019-04-20 02:52:41.000000+00:00\"], \"session_ids\": [\"6e85a4d8-f898-48fd-8a9e-0daa0b480956\", \"f739eb90-304a-4222-8215-6d1a0924d4b5\", \"d5788581-1d72-4250-8dfe-6354d290e485\"], \"total_duration\": 539.0, \"total_sessions\": 3, \"mean_week_duration\": 3.617}}\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 4 and are equal or greater than 39"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 39]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-10-18 05:24:15.000000+00:00\", \"2020-06-10 01:50:07.000000+00:00\", \"2023-05-29 17:11:29.000000+00:00\"], \"session_ids\": [\"05fd4561-a132-4445-900f-9ecfa30112a0\", \"b192372d-41d0-4d59-8101-7bd8c9cecaeb\", \"fbd6b197-045b-4ad5-a7ca-8a789645e8bb\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 3.748}, \"99764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-07 20:36:33.000000+00:00\", \"2021-12-06 06:18:29.000000+00:00\", \"2022-06-17 11:04:39.000000+00:00\", \"2019-06-29 14:21:41.000000+00:00\"], \"session_ids\": [\"59c962ab-fc9c-4747-b6ed-0a66595d0685\", \"5ac70e20-cf8f-4718-91e3-de32755cedde\", \"98c7ee08-b244-4880-9f80-37f260e345bf\", \"7619fa33-7e3d-4a8d-8f13-a161d469efdc\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.323}, \"61129\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-07 04:24:19.000000+00:00\", \"2022-04-10 00:41:29.000000+00:00\"], \"session_ids\": [\"5631d0e1-bf38-4f4c-a420-32b756f7bf1b\", \"e4b645fb-be61-4196-a1c6-630aa8082db4\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 1.801}, \"17907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-04-03 07:33:13.000000+00:00\", \"2020-04-15 05:03:34.000000+00:00\"], \"session_ids\": [\"5a52f21a-8bdd-4217-a3a6-541c773e9d8a\", \"2d2023da-7115-4db9-ace1-48921045677b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}, \"57239\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 09:12:40.000000+00:00\", \"2022-03-17 08:18:52.000000+00:00\"], \"session_ids\": [\"e3ffec92-98e2-45b3-bb60-bd7b79530be7\", \"859b5bb7-c202-4ecf-b365-8ec6c6bc0d41\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 2.3}, \"50999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-25 01:17:53.000000+00:00\", \"2020-11-21 19:52:02.000000+00:00\", \"2019-04-20 02:52:41.000000+00:00\"], \"session_ids\": [\"6e85a4d8-f898-48fd-8a9e-0daa0b480956\", \"f739eb90-304a-4222-8215-6d1a0924d4b5\", \"d5788581-1d72-4250-8dfe-6354d290e485\"], \"total_duration\": 539.0, \"total_sessions\": 3, \"mean_week_duration\": 3.617}, \"4158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-02 01:17:36.000000+00:00\", \"2019-01-14 07:08:37.000000+00:00\", \"2020-04-05 01:14:26.000000+00:00\", \"2020-04-27 18:13:13.000000+00:00\", \"2019-04-06 02:40:02.000000+00:00\"], \"session_ids\": [\"20ef5a60-e5ad-4885-b6fe-b934bdb0c9a9\", \"79894fc7-0cc8-45ba-b3d1-0c2c0bd24417\", \"226b5fc8-327a-421e-9e7f-d92abf1a0e18\", \"f068afa0-9868-4bdd-8a6b-6f50c7d4c48d\", \"1c1bfe2f-4a54-4f58-ac5d-7a24915fe3a5\"], \"total_duration\": 2816.0, \"total_sessions\": 5, \"mean_week_duration\": 42.03}}\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[{\"17907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-04-03 07:33:13.000000+00:00\", \"2020-04-15 05:03:34.000000+00:00\"], \"session_ids\": [\"5a52f21a-8bdd-4217-a3a6-541c773e9d8a\", \"2d2023da-7115-4db9-ace1-48921045677b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}}, {\"99764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-07 20:36:33.000000+00:00\", \"2021-12-06 06:18:29.000000+00:00\", \"2022-06-17 11:04:39.000000+00:00\", \"2019-06-29 14:21:41.000000+00:00\"], \"session_ids\": [\"59c962ab-fc9c-4747-b6ed-0a66595d0685\", \"5ac70e20-cf8f-4718-91e3-de32755cedde\", \"98c7ee08-b244-4880-9f80-37f260e345bf\", \"7619fa33-7e3d-4a8d-8f13-a161d469efdc\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.323}}, {\"61129\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-07 04:24:19.000000+00:00\", \"2022-04-10 00:41:29.000000+00:00\"], \"session_ids\": [\"5631d0e1-bf38-4f4c-a420-32b756f7bf1b\", \"e4b645fb-be61-4196-a1c6-630aa8082db4\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 1.801}}, {\"57239\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 09:12:40.000000+00:00\", \"2022-03-17 08:18:52.000000+00:00\"], \"session_ids\": [\"e3ffec92-98e2-45b3-bb60-bd7b79530be7\", \"859b5bb7-c202-4ecf-b365-8ec6c6bc0d41\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 2.3}}, {\"50999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-25 01:17:53.000000+00:00\", \"2020-11-21 19:52:02.000000+00:00\", \"2019-04-20 02:52:41.000000+00:00\"], \"session_ids\": [\"6e85a4d8-f898-48fd-8a9e-0daa0b480956\", \"f739eb90-304a-4222-8215-6d1a0924d4b5\", \"d5788581-1d72-4250-8dfe-6354d290e485\"], \"total_duration\": 539.0, \"total_sessions\": 3, \"mean_week_duration\": 3.617}}, {\"17855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-10-18 05:24:15.000000+00:00\", \"2020-06-10 01:50:07.000000+00:00\", \"2023-05-29 17:11:29.000000+00:00\"], \"session_ids\": [\"05fd4561-a132-4445-900f-9ecfa30112a0\", \"b192372d-41d0-4d59-8101-7bd8c9cecaeb\", \"fbd6b197-045b-4ad5-a7ca-8a789645e8bb\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 3.748}}, {\"4158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-02 01:17:36.000000+00:00\", \"2019-01-14 07:08:37.000000+00:00\", \"2020-04-05 01:14:26.000000+00:00\", \"2020-04-27 18:13:13.000000+00:00\", \"2019-04-06 02:40:02.000000+00:00\"], \"session_ids\": [\"20ef5a60-e5ad-4885-b6fe-b934bdb0c9a9\", \"79894fc7-0cc8-45ba-b3d1-0c2c0bd24417\", \"226b5fc8-327a-421e-9e7f-d92abf1a0e18\", \"f068afa0-9868-4bdd-8a6b-6f50c7d4c48d\", \"1c1bfe2f-4a54-4f58-ac5d-7a24915fe3a5\"], \"total_duration\": 2816.0, \"total_sessions\": 5, \"mean_week_duration\": 42.03}}]\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[{\"17907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-04-03 07:33:13.000000+00:00\", \"2020-04-15 05:03:34.000000+00:00\"], \"session_ids\": [\"5a52f21a-8bdd-4217-a3a6-541c773e9d8a\", \"2d2023da-7115-4db9-ace1-48921045677b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}}, {\"99764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-07 20:36:33.000000+00:00\", \"2021-12-06 06:18:29.000000+00:00\", \"2022-06-17 11:04:39.000000+00:00\", \"2019-06-29 14:21:41.000000+00:00\"], \"session_ids\": [\"59c962ab-fc9c-4747-b6ed-0a66595d0685\", \"5ac70e20-cf8f-4718-91e3-de32755cedde\", \"98c7ee08-b244-4880-9f80-37f260e345bf\", \"7619fa33-7e3d-4a8d-8f13-a161d469efdc\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.323}}]\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[{\"17907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-04-03 07:33:13.000000+00:00\", \"2020-04-15 05:03:34.000000+00:00\"], \"session_ids\": [\"5a52f21a-8bdd-4217-a3a6-541c773e9d8a\", \"2d2023da-7115-4db9-ace1-48921045677b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}}, {\"99764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-07 20:36:33.000000+00:00\", \"2021-12-06 06:18:29.000000+00:00\", \"2022-06-17 11:04:39.000000+00:00\", \"2019-06-29 14:21:41.000000+00:00\"], \"session_ids\": [\"59c962ab-fc9c-4747-b6ed-0a66595d0685\", \"5ac70e20-cf8f-4718-91e3-de32755cedde\", \"98c7ee08-b244-4880-9f80-37f260e345bf\", \"7619fa33-7e3d-4a8d-8f13-a161d469efdc\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.323}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 8 users who have total_duration bigger than 4229 and smaller than 345 , perform sorting by overall sessions count from the largest to the smallest."
},
{
"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{\"87357\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-29 23:50:01.000000+00:00\", \"2019-07-24 04:08:42.000000+00:00\"], \"session_ids\": [\"5e017fd5-0e81-499c-9513-529d3a050c79\", \"29311eaa-3820-4b5e-8731-1df0061716be\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 7.639}, \"26896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-18 22:34:13.000000+00:00\", \"2021-07-02 04:28:07.000000+00:00\", \"2019-11-22 11:54:55.000000+00:00\", \"2022-07-29 07:46:16.000000+00:00\", \"2023-04-26 10:20:15.000000+00:00\", \"2020-09-24 05:12:04.000000+00:00\", \"2020-07-27 16:20:32.000000+00:00\", \"2019-03-16 05:10:14.000000+00:00\", \"2022-04-11 22:52:37.000000+00:00\", \"2019-11-23 04:25:38.000000+00:00\"], \"session_ids\": [\"718dec29-2f77-4b74-b9d2-32ae2c17ffcd\", \"c276e94f-511d-4f85-8da4-d65ce28b46cb\", \"b6b28012-0058-415d-b4b1-c7c272b01a5e\", \"39f3bded-214c-49c8-8ef1-e9b491aa08ee\", \"d807e33f-d2dd-4716-84f9-fa785f81122a\", \"37533835-1952-412c-a1a9-b341953b7519\", \"c82faf99-9831-4570-93e1-e5859b73d17f\", \"c7ffcd42-52d7-4243-a83f-ee1a11f4da99\", \"3f0a9c7f-1f17-4a25-ae18-f110af365a7d\", \"29890532-f8bd-4f9a-8ee4-8e0abba698be\"], \"total_duration\": 2469.0, \"total_sessions\": 10, \"mean_week_duration\": 11.484}, \"69938\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-11 05:43:46.000000+00:00\", \"2020-07-27 07:48:46.000000+00:00\", \"2019-06-24 04:54:17.000000+00:00\"], \"session_ids\": [\"1ad71c06-425e-46c4-9afb-c18597cb09ad\", \"af6781cf-0a19-4cca-85d4-71a487c9c13b\", \"67370e49-16f5-4916-af33-6976d4db0908\"], \"total_duration\": 806.0, \"total_sessions\": 3, \"mean_week_duration\": 14.14}, \"68754\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-28 06:43:55.000000+00:00\", \"2022-04-28 19:40:09.000000+00:00\"], \"session_ids\": [\"02a43e8c-c6c1-4cdd-87fa-c1257af060ee\", \"d4288a69-f6d4-4218-b260-880eba1705d3\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}, \"94082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-03 08:09:28.000000+00:00\", \"2022-01-26 04:47:42.000000+00:00\"], \"session_ids\": [\"2a7292da-a84b-44b4-8a99-85cd745eefce\", \"e45d44ce-90fe-4c67-ae01-def19c7018b2\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}, \"93538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-21 22:10:45.000000+00:00\", \"2021-11-24 06:16:02.000000+00:00\"], \"session_ids\": [\"33c93a8a-980a-4f41-bee8-7d902e4a3ae1\", \"2bfa0f76-e764-4c5e-95bc-3889197d572f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.982}, \"73003\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-03-31 19:35:19.000000+00:00\", \"2019-02-09 21:03:49.000000+00:00\", \"2021-03-03 18:02:08.000000+00:00\"], \"session_ids\": [\"cd0ca737-40ec-4dfe-8d4b-896d6798002f\", \"1da83f9a-b9c4-42c2-ada2-f2d73162c7c7\", \"e81406cf-0680-40d7-a4b7-c29870ea1da2\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.36}, \"60210\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-16 19:03:42.000000+00:00\", \"2019-09-11 13:52:48.000000+00:00\"], \"session_ids\": [\"3753d27a-6d7a-45ae-9a8a-7a61ffdd6755\", \"a176596f-b381-4ebd-bbd7-2e45dd155241\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.125}, \"62399\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-23 01:50:12.000000+00:00\", \"2022-03-22 05:22:28.000000+00:00\"], \"session_ids\": [\"3d3e0c78-4664-48db-9076-b55db42477b9\", \"023f8784-d427-4261-9fc1-3f39f5e5321a\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 4.126}, \"65968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-02-16 12:11:49.000000+00:00\", \"2021-07-18 01:01:16.000000+00:00\", \"2022-12-18 03:32:22.000000+00:00\"], \"session_ids\": [\"c8e7ccee-28a0-405c-9328-c153ad4b4f2f\", \"72cd4d68-68b6-4dce-893b-92358c13e379\", \"2c448c4e-d821-4ed8-9964-c87364f5d145\"], \"total_duration\": 423.0, \"total_sessions\": 3, \"mean_week_duration\": 5.096}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 345 and are equal or greater than 4229"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[345, 4229]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87357\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-29 23:50:01.000000+00:00\", \"2019-07-24 04:08:42.000000+00:00\"], \"session_ids\": [\"5e017fd5-0e81-499c-9513-529d3a050c79\", \"29311eaa-3820-4b5e-8731-1df0061716be\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 7.639}, \"68754\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-28 06:43:55.000000+00:00\", \"2022-04-28 19:40:09.000000+00:00\"], \"session_ids\": [\"02a43e8c-c6c1-4cdd-87fa-c1257af060ee\", \"d4288a69-f6d4-4218-b260-880eba1705d3\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}, \"94082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-03 08:09:28.000000+00:00\", \"2022-01-26 04:47:42.000000+00:00\"], \"session_ids\": [\"2a7292da-a84b-44b4-8a99-85cd745eefce\", \"e45d44ce-90fe-4c67-ae01-def19c7018b2\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}, \"93538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-21 22:10:45.000000+00:00\", \"2021-11-24 06:16:02.000000+00:00\"], \"session_ids\": [\"33c93a8a-980a-4f41-bee8-7d902e4a3ae1\", \"2bfa0f76-e764-4c5e-95bc-3889197d572f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.982}, \"73003\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-03-31 19:35:19.000000+00:00\", \"2019-02-09 21:03:49.000000+00:00\", \"2021-03-03 18:02:08.000000+00:00\"], \"session_ids\": [\"cd0ca737-40ec-4dfe-8d4b-896d6798002f\", \"1da83f9a-b9c4-42c2-ada2-f2d73162c7c7\", \"e81406cf-0680-40d7-a4b7-c29870ea1da2\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.36}, \"60210\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-16 19:03:42.000000+00:00\", \"2019-09-11 13:52:48.000000+00:00\"], \"session_ids\": [\"3753d27a-6d7a-45ae-9a8a-7a61ffdd6755\", \"a176596f-b381-4ebd-bbd7-2e45dd155241\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.125}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"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[{\"73003\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-03-31 19:35:19.000000+00:00\", \"2019-02-09 21:03:49.000000+00:00\", \"2021-03-03 18:02:08.000000+00:00\"], \"session_ids\": [\"cd0ca737-40ec-4dfe-8d4b-896d6798002f\", \"1da83f9a-b9c4-42c2-ada2-f2d73162c7c7\", \"e81406cf-0680-40d7-a4b7-c29870ea1da2\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.36}}, {\"87357\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-29 23:50:01.000000+00:00\", \"2019-07-24 04:08:42.000000+00:00\"], \"session_ids\": [\"5e017fd5-0e81-499c-9513-529d3a050c79\", \"29311eaa-3820-4b5e-8731-1df0061716be\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 7.639}}, {\"68754\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-28 06:43:55.000000+00:00\", \"2022-04-28 19:40:09.000000+00:00\"], \"session_ids\": [\"02a43e8c-c6c1-4cdd-87fa-c1257af060ee\", \"d4288a69-f6d4-4218-b260-880eba1705d3\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}}, {\"94082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-03 08:09:28.000000+00:00\", \"2022-01-26 04:47:42.000000+00:00\"], \"session_ids\": [\"2a7292da-a84b-44b4-8a99-85cd745eefce\", \"e45d44ce-90fe-4c67-ae01-def19c7018b2\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}}, {\"93538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-21 22:10:45.000000+00:00\", \"2021-11-24 06:16:02.000000+00:00\"], \"session_ids\": [\"33c93a8a-980a-4f41-bee8-7d902e4a3ae1\", \"2bfa0f76-e764-4c5e-95bc-3889197d572f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.982}}, {\"60210\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-16 19:03:42.000000+00:00\", \"2019-09-11 13:52:48.000000+00:00\"], \"session_ids\": [\"3753d27a-6d7a-45ae-9a8a-7a61ffdd6755\", \"a176596f-b381-4ebd-bbd7-2e45dd155241\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.125}}]\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[{\"73003\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-03-31 19:35:19.000000+00:00\", \"2019-02-09 21:03:49.000000+00:00\", \"2021-03-03 18:02:08.000000+00:00\"], \"session_ids\": [\"cd0ca737-40ec-4dfe-8d4b-896d6798002f\", \"1da83f9a-b9c4-42c2-ada2-f2d73162c7c7\", \"e81406cf-0680-40d7-a4b7-c29870ea1da2\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.36}}, {\"87357\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-29 23:50:01.000000+00:00\", \"2019-07-24 04:08:42.000000+00:00\"], \"session_ids\": [\"5e017fd5-0e81-499c-9513-529d3a050c79\", \"29311eaa-3820-4b5e-8731-1df0061716be\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 7.639}}, {\"68754\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-28 06:43:55.000000+00:00\", \"2022-04-28 19:40:09.000000+00:00\"], \"session_ids\": [\"02a43e8c-c6c1-4cdd-87fa-c1257af060ee\", \"d4288a69-f6d4-4218-b260-880eba1705d3\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}}, {\"94082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-03 08:09:28.000000+00:00\", \"2022-01-26 04:47:42.000000+00:00\"], \"session_ids\": [\"2a7292da-a84b-44b4-8a99-85cd745eefce\", \"e45d44ce-90fe-4c67-ae01-def19c7018b2\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}}, {\"93538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-21 22:10:45.000000+00:00\", \"2021-11-24 06:16:02.000000+00:00\"], \"session_ids\": [\"33c93a8a-980a-4f41-bee8-7d902e4a3ae1\", \"2bfa0f76-e764-4c5e-95bc-3889197d572f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.982}}, {\"60210\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-16 19:03:42.000000+00:00\", \"2019-09-11 13:52:48.000000+00:00\"], \"session_ids\": [\"3753d27a-6d7a-45ae-9a8a-7a61ffdd6755\", \"a176596f-b381-4ebd-bbd7-2e45dd155241\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.125}}]\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[{\"73003\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-03-31 19:35:19.000000+00:00\", \"2019-02-09 21:03:49.000000+00:00\", \"2021-03-03 18:02:08.000000+00:00\"], \"session_ids\": [\"cd0ca737-40ec-4dfe-8d4b-896d6798002f\", \"1da83f9a-b9c4-42c2-ada2-f2d73162c7c7\", \"e81406cf-0680-40d7-a4b7-c29870ea1da2\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.36}}, {\"87357\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-29 23:50:01.000000+00:00\", \"2019-07-24 04:08:42.000000+00:00\"], \"session_ids\": [\"5e017fd5-0e81-499c-9513-529d3a050c79\", \"29311eaa-3820-4b5e-8731-1df0061716be\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 7.639}}, {\"68754\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-28 06:43:55.000000+00:00\", \"2022-04-28 19:40:09.000000+00:00\"], \"session_ids\": [\"02a43e8c-c6c1-4cdd-87fa-c1257af060ee\", \"d4288a69-f6d4-4218-b260-880eba1705d3\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}}, {\"94082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-03 08:09:28.000000+00:00\", \"2022-01-26 04:47:42.000000+00:00\"], \"session_ids\": [\"2a7292da-a84b-44b4-8a99-85cd745eefce\", \"e45d44ce-90fe-4c67-ae01-def19c7018b2\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}}, {\"93538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-21 22:10:45.000000+00:00\", \"2021-11-24 06:16:02.000000+00:00\"], \"session_ids\": [\"33c93a8a-980a-4f41-bee8-7d902e4a3ae1\", \"2bfa0f76-e764-4c5e-95bc-3889197d572f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.982}}, {\"60210\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-16 19:03:42.000000+00:00\", \"2019-09-11 13:52:48.000000+00:00\"], \"session_ids\": [\"3753d27a-6d7a-45ae-9a8a-7a61ffdd6755\", \"a176596f-b381-4ebd-bbd7-2e45dd155241\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.125}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me users with a average week duration that is higher than 7, inclusive 7 + carry out sorting by time in app in ascending order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"50608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-08-13 06:56:10.000000+00:00\", \"2020-10-11 00:11:36.000000+00:00\", \"2021-12-08 22:35:44.000000+00:00\", \"2021-01-29 14:40:39.000000+00:00\", \"2023-05-04 23:19:46.000000+00:00\", \"2020-02-01 18:19:37.000000+00:00\", \"2023-01-29 04:14:19.000000+00:00\", \"2022-03-04 00:56:41.000000+00:00\"], \"session_ids\": [\"89ee1223-4b38-4491-8b24-4f2dd7401023\", \"adc5da5b-e1e9-4f35-a9e4-5c9c8c559e40\", \"ea162ea8-5182-4e13-834a-a5c672537ac9\", \"0b390372-6771-4ce0-a25d-de530e1a779b\", \"fc827fe9-474d-4a19-9d2f-4dc6dab68da7\", \"58da846c-600d-4c60-bbaa-d9696eeb8326\", \"b71ae665-884d-45de-b896-818e0f047ed8\", \"f49023d8-df40-4ee9-bb94-86f8f0d9b3c0\"], \"total_duration\": 1521.0, \"total_sessions\": 8, \"mean_week_duration\": 8.947}, \"56575\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-03-30 22:25:33.000000+00:00\", \"2021-08-13 01:06:17.000000+00:00\"], \"session_ids\": [\"af575dd5-d153-4633-83b0-f5c5eef8249f\", \"fd988163-5982-47f3-8e21-5f0687f5f326\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 2.606}, \"20814\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-18 18:23:20.000000+00:00\", \"2019-11-04 17:21:44.000000+00:00\", \"2023-04-13 06:55:39.000000+00:00\", \"2020-11-20 19:44:32.000000+00:00\", \"2020-06-25 16:46:35.000000+00:00\", \"2021-02-01 14:36:55.000000+00:00\"], \"session_ids\": [\"3f7e9105-9d81-46bc-b3a6-77964df789be\", \"1af70ebf-7add-4f4d-a490-ffc2eba25c37\", \"75617ae1-9a71-4bf2-9f27-8b92c0e66c6f\", \"ee3e389a-e58f-4188-8ed7-77ee7df5bc8f\", \"46829764-28df-46ca-9b9c-f17589ce41da\", \"857b23aa-2674-4e52-9e1d-d3f8eaec1e49\"], \"total_duration\": 3246.0, \"total_sessions\": 6, \"mean_week_duration\": 18.033}, \"42794\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2023-01-20 15:20:02.000000+00:00\", \"2020-10-10 03:41:26.000000+00:00\"], \"session_ids\": [\"f0446c2b-774c-4579-a134-0f4c4b368587\", \"8ec64363-3847-45e0-8bd0-c95d1e6ec498\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.118}, \"48442\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-01 23:30:02.000000+00:00\", \"2020-01-03 07:34:35.000000+00:00\", \"2022-05-11 15:38:48.000000+00:00\", \"2022-05-18 06:43:02.000000+00:00\"], \"session_ids\": [\"c7a9e699-6da3-4fe7-aae0-9039a8d70498\", \"90ae34eb-5575-4c27-a709-6cd8a70003c5\", \"a16b8564-ed1c-4316-8379-3c62e58eb266\", \"3ba87e77-931a-45d4-a237-5c493073c202\"], \"total_duration\": 1567.0, \"total_sessions\": 4, \"mean_week_duration\": 11.782}, \"49152\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-07-21 11:34:29.000000+00:00\", \"2021-07-20 23:27:44.000000+00:00\", \"2023-01-10 16:01:55.000000+00:00\"], \"session_ids\": [\"7fbe0d01-9ddc-4bed-906f-4ca795b91f7c\", \"c6e6d9e3-68f7-4158-9b6a-7b13591a41e6\", \"b59e5835-22c2-4018-984f-fd5d0bcb70a5\"], \"total_duration\": 246.0, \"total_sessions\": 3, \"mean_week_duration\": 3.195}, \"64538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-25 21:24:03.000000+00:00\", \"2023-02-16 19:05:05.000000+00:00\"], \"session_ids\": [\"1e3ef556-23c1-4dfb-8f05-864a38c13c52\", \"aa7b47df-8ef1-4213-8a55-4080aadb0c74\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 3.981}, \"95269\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-16 18:49:03.000000+00:00\", \"2022-09-20 09:44:49.000000+00:00\", \"2022-08-19 15:49:17.000000+00:00\", \"2021-05-31 00:38:54.000000+00:00\", \"2023-01-12 00:43:12.000000+00:00\", \"2020-10-11 22:13:01.000000+00:00\", \"2021-07-31 05:44:57.000000+00:00\"], \"session_ids\": [\"3fbe2314-40fb-4d6f-ac9d-2caf858aab8e\", \"842e53e1-ab3e-486b-9807-73daca8ce67b\", \"b7441ae0-5754-48a7-8c9e-14dca44bbc28\", \"195ada15-99d6-42da-b4d1-b0ec086fb76b\", \"42da67d5-2171-4316-acfe-2da1da26601a\", \"e5c7caeb-f6aa-4ed7-aeec-9ad6bea767ef\", \"92d96776-daf9-4923-95ae-aeb5430a7ba9\"], \"total_duration\": 3536.0, \"total_sessions\": 7, \"mean_week_duration\": 29.966}, \"54025\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-05 19:13:45.000000+00:00\", \"2021-06-01 13:55:03.000000+00:00\", \"2020-04-30 20:25:55.000000+00:00\"], \"session_ids\": [\"8cc165f6-fb11-4a00-8105-d8995209b031\", \"f2031b0d-b265-4e36-a19b-dbaa157cdb07\", \"5d08e5c5-1578-4763-90e6-cb927aedea54\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.218}, \"16233\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 00:33:58.000000+00:00\", \"2021-05-01 12:18:14.000000+00:00\", \"2020-01-30 09:05:00.000000+00:00\"], \"session_ids\": [\"fb463b19-8309-4b31-8785-2d18a08b318a\", \"d1c4d6f7-915e-4c7a-843b-8cf86a162436\", \"86d5630b-c9b8-4880-af87-6a6411c1e1ed\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 9.648}}\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 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[7, 29]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"50608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-08-13 06:56:10.000000+00:00\", \"2020-10-11 00:11:36.000000+00:00\", \"2021-12-08 22:35:44.000000+00:00\", \"2021-01-29 14:40:39.000000+00:00\", \"2023-05-04 23:19:46.000000+00:00\", \"2020-02-01 18:19:37.000000+00:00\", \"2023-01-29 04:14:19.000000+00:00\", \"2022-03-04 00:56:41.000000+00:00\"], \"session_ids\": [\"89ee1223-4b38-4491-8b24-4f2dd7401023\", \"adc5da5b-e1e9-4f35-a9e4-5c9c8c559e40\", \"ea162ea8-5182-4e13-834a-a5c672537ac9\", \"0b390372-6771-4ce0-a25d-de530e1a779b\", \"fc827fe9-474d-4a19-9d2f-4dc6dab68da7\", \"58da846c-600d-4c60-bbaa-d9696eeb8326\", \"b71ae665-884d-45de-b896-818e0f047ed8\", \"f49023d8-df40-4ee9-bb94-86f8f0d9b3c0\"], \"total_duration\": 1521.0, \"total_sessions\": 8, \"mean_week_duration\": 8.947}, \"20814\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-18 18:23:20.000000+00:00\", \"2019-11-04 17:21:44.000000+00:00\", \"2023-04-13 06:55:39.000000+00:00\", \"2020-11-20 19:44:32.000000+00:00\", \"2020-06-25 16:46:35.000000+00:00\", \"2021-02-01 14:36:55.000000+00:00\"], \"session_ids\": [\"3f7e9105-9d81-46bc-b3a6-77964df789be\", \"1af70ebf-7add-4f4d-a490-ffc2eba25c37\", \"75617ae1-9a71-4bf2-9f27-8b92c0e66c6f\", \"ee3e389a-e58f-4188-8ed7-77ee7df5bc8f\", \"46829764-28df-46ca-9b9c-f17589ce41da\", \"857b23aa-2674-4e52-9e1d-d3f8eaec1e49\"], \"total_duration\": 3246.0, \"total_sessions\": 6, \"mean_week_duration\": 18.033}, \"48442\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-01 23:30:02.000000+00:00\", \"2020-01-03 07:34:35.000000+00:00\", \"2022-05-11 15:38:48.000000+00:00\", \"2022-05-18 06:43:02.000000+00:00\"], \"session_ids\": [\"c7a9e699-6da3-4fe7-aae0-9039a8d70498\", \"90ae34eb-5575-4c27-a709-6cd8a70003c5\", \"a16b8564-ed1c-4316-8379-3c62e58eb266\", \"3ba87e77-931a-45d4-a237-5c493073c202\"], \"total_duration\": 1567.0, \"total_sessions\": 4, \"mean_week_duration\": 11.782}, \"95269\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-16 18:49:03.000000+00:00\", \"2022-09-20 09:44:49.000000+00:00\", \"2022-08-19 15:49:17.000000+00:00\", \"2021-05-31 00:38:54.000000+00:00\", \"2023-01-12 00:43:12.000000+00:00\", \"2020-10-11 22:13:01.000000+00:00\", \"2021-07-31 05:44:57.000000+00:00\"], \"session_ids\": [\"3fbe2314-40fb-4d6f-ac9d-2caf858aab8e\", \"842e53e1-ab3e-486b-9807-73daca8ce67b\", \"b7441ae0-5754-48a7-8c9e-14dca44bbc28\", \"195ada15-99d6-42da-b4d1-b0ec086fb76b\", \"42da67d5-2171-4316-acfe-2da1da26601a\", \"e5c7caeb-f6aa-4ed7-aeec-9ad6bea767ef\", \"92d96776-daf9-4923-95ae-aeb5430a7ba9\"], \"total_duration\": 3536.0, \"total_sessions\": 7, \"mean_week_duration\": 29.966}, \"16233\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 00:33:58.000000+00:00\", \"2021-05-01 12:18:14.000000+00:00\", \"2020-01-30 09:05:00.000000+00:00\"], \"session_ids\": [\"fb463b19-8309-4b31-8785-2d18a08b318a\", \"d1c4d6f7-915e-4c7a-843b-8cf86a162436\", \"86d5630b-c9b8-4880-af87-6a6411c1e1ed\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 9.648}}\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[{\"16233\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 00:33:58.000000+00:00\", \"2021-05-01 12:18:14.000000+00:00\", \"2020-01-30 09:05:00.000000+00:00\"], \"session_ids\": [\"fb463b19-8309-4b31-8785-2d18a08b318a\", \"d1c4d6f7-915e-4c7a-843b-8cf86a162436\", \"86d5630b-c9b8-4880-af87-6a6411c1e1ed\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 9.648}}, {\"50608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-08-13 06:56:10.000000+00:00\", \"2020-10-11 00:11:36.000000+00:00\", \"2021-12-08 22:35:44.000000+00:00\", \"2021-01-29 14:40:39.000000+00:00\", \"2023-05-04 23:19:46.000000+00:00\", \"2020-02-01 18:19:37.000000+00:00\", \"2023-01-29 04:14:19.000000+00:00\", \"2022-03-04 00:56:41.000000+00:00\"], \"session_ids\": [\"89ee1223-4b38-4491-8b24-4f2dd7401023\", \"adc5da5b-e1e9-4f35-a9e4-5c9c8c559e40\", \"ea162ea8-5182-4e13-834a-a5c672537ac9\", \"0b390372-6771-4ce0-a25d-de530e1a779b\", \"fc827fe9-474d-4a19-9d2f-4dc6dab68da7\", \"58da846c-600d-4c60-bbaa-d9696eeb8326\", \"b71ae665-884d-45de-b896-818e0f047ed8\", \"f49023d8-df40-4ee9-bb94-86f8f0d9b3c0\"], \"total_duration\": 1521.0, \"total_sessions\": 8, \"mean_week_duration\": 8.947}}, {\"48442\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-01 23:30:02.000000+00:00\", \"2020-01-03 07:34:35.000000+00:00\", \"2022-05-11 15:38:48.000000+00:00\", \"2022-05-18 06:43:02.000000+00:00\"], \"session_ids\": [\"c7a9e699-6da3-4fe7-aae0-9039a8d70498\", \"90ae34eb-5575-4c27-a709-6cd8a70003c5\", \"a16b8564-ed1c-4316-8379-3c62e58eb266\", \"3ba87e77-931a-45d4-a237-5c493073c202\"], \"total_duration\": 1567.0, \"total_sessions\": 4, \"mean_week_duration\": 11.782}}, {\"20814\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-18 18:23:20.000000+00:00\", \"2019-11-04 17:21:44.000000+00:00\", \"2023-04-13 06:55:39.000000+00:00\", \"2020-11-20 19:44:32.000000+00:00\", \"2020-06-25 16:46:35.000000+00:00\", \"2021-02-01 14:36:55.000000+00:00\"], \"session_ids\": [\"3f7e9105-9d81-46bc-b3a6-77964df789be\", \"1af70ebf-7add-4f4d-a490-ffc2eba25c37\", \"75617ae1-9a71-4bf2-9f27-8b92c0e66c6f\", \"ee3e389a-e58f-4188-8ed7-77ee7df5bc8f\", \"46829764-28df-46ca-9b9c-f17589ce41da\", \"857b23aa-2674-4e52-9e1d-d3f8eaec1e49\"], \"total_duration\": 3246.0, \"total_sessions\": 6, \"mean_week_duration\": 18.033}}, {\"95269\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-16 18:49:03.000000+00:00\", \"2022-09-20 09:44:49.000000+00:00\", \"2022-08-19 15:49:17.000000+00:00\", \"2021-05-31 00:38:54.000000+00:00\", \"2023-01-12 00:43:12.000000+00:00\", \"2020-10-11 22:13:01.000000+00:00\", \"2021-07-31 05:44:57.000000+00:00\"], \"session_ids\": [\"3fbe2314-40fb-4d6f-ac9d-2caf858aab8e\", \"842e53e1-ab3e-486b-9807-73daca8ce67b\", \"b7441ae0-5754-48a7-8c9e-14dca44bbc28\", \"195ada15-99d6-42da-b4d1-b0ec086fb76b\", \"42da67d5-2171-4316-acfe-2da1da26601a\", \"e5c7caeb-f6aa-4ed7-aeec-9ad6bea767ef\", \"92d96776-daf9-4923-95ae-aeb5430a7ba9\"], \"total_duration\": 3536.0, \"total_sessions\": 7, \"mean_week_duration\": 29.966}}]\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[{\"16233\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 00:33:58.000000+00:00\", \"2021-05-01 12:18:14.000000+00:00\", \"2020-01-30 09:05:00.000000+00:00\"], \"session_ids\": [\"fb463b19-8309-4b31-8785-2d18a08b318a\", \"d1c4d6f7-915e-4c7a-843b-8cf86a162436\", \"86d5630b-c9b8-4880-af87-6a6411c1e1ed\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 9.648}}, {\"50608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-08-13 06:56:10.000000+00:00\", \"2020-10-11 00:11:36.000000+00:00\", \"2021-12-08 22:35:44.000000+00:00\", \"2021-01-29 14:40:39.000000+00:00\", \"2023-05-04 23:19:46.000000+00:00\", \"2020-02-01 18:19:37.000000+00:00\", \"2023-01-29 04:14:19.000000+00:00\", \"2022-03-04 00:56:41.000000+00:00\"], \"session_ids\": [\"89ee1223-4b38-4491-8b24-4f2dd7401023\", \"adc5da5b-e1e9-4f35-a9e4-5c9c8c559e40\", \"ea162ea8-5182-4e13-834a-a5c672537ac9\", \"0b390372-6771-4ce0-a25d-de530e1a779b\", \"fc827fe9-474d-4a19-9d2f-4dc6dab68da7\", \"58da846c-600d-4c60-bbaa-d9696eeb8326\", \"b71ae665-884d-45de-b896-818e0f047ed8\", \"f49023d8-df40-4ee9-bb94-86f8f0d9b3c0\"], \"total_duration\": 1521.0, \"total_sessions\": 8, \"mean_week_duration\": 8.947}}, {\"48442\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-01 23:30:02.000000+00:00\", \"2020-01-03 07:34:35.000000+00:00\", \"2022-05-11 15:38:48.000000+00:00\", \"2022-05-18 06:43:02.000000+00:00\"], \"session_ids\": [\"c7a9e699-6da3-4fe7-aae0-9039a8d70498\", \"90ae34eb-5575-4c27-a709-6cd8a70003c5\", \"a16b8564-ed1c-4316-8379-3c62e58eb266\", \"3ba87e77-931a-45d4-a237-5c493073c202\"], \"total_duration\": 1567.0, \"total_sessions\": 4, \"mean_week_duration\": 11.782}}, {\"20814\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-18 18:23:20.000000+00:00\", \"2019-11-04 17:21:44.000000+00:00\", \"2023-04-13 06:55:39.000000+00:00\", \"2020-11-20 19:44:32.000000+00:00\", \"2020-06-25 16:46:35.000000+00:00\", \"2021-02-01 14:36:55.000000+00:00\"], \"session_ids\": [\"3f7e9105-9d81-46bc-b3a6-77964df789be\", \"1af70ebf-7add-4f4d-a490-ffc2eba25c37\", \"75617ae1-9a71-4bf2-9f27-8b92c0e66c6f\", \"ee3e389a-e58f-4188-8ed7-77ee7df5bc8f\", \"46829764-28df-46ca-9b9c-f17589ce41da\", \"857b23aa-2674-4e52-9e1d-d3f8eaec1e49\"], \"total_duration\": 3246.0, \"total_sessions\": 6, \"mean_week_duration\": 18.033}}, {\"95269\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-16 18:49:03.000000+00:00\", \"2022-09-20 09:44:49.000000+00:00\", \"2022-08-19 15:49:17.000000+00:00\", \"2021-05-31 00:38:54.000000+00:00\", \"2023-01-12 00:43:12.000000+00:00\", \"2020-10-11 22:13:01.000000+00:00\", \"2021-07-31 05:44:57.000000+00:00\"], \"session_ids\": [\"3fbe2314-40fb-4d6f-ac9d-2caf858aab8e\", \"842e53e1-ab3e-486b-9807-73daca8ce67b\", \"b7441ae0-5754-48a7-8c9e-14dca44bbc28\", \"195ada15-99d6-42da-b4d1-b0ec086fb76b\", \"42da67d5-2171-4316-acfe-2da1da26601a\", \"e5c7caeb-f6aa-4ed7-aeec-9ad6bea767ef\", \"92d96776-daf9-4923-95ae-aeb5430a7ba9\"], \"total_duration\": 3536.0, \"total_sessions\": 7, \"mean_week_duration\": 29.966}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 6 users whose duration of sessions per week is greater than 4 and strictly less than 41 plus sort by town title in ascending order additionaly save only 4 records."
},
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"68816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-10 17:21:26.000000+00:00\", \"2019-10-21 13:45:59.000000+00:00\"], \"session_ids\": [\"07e77f84-521d-498c-bb81-d612a61cecff\", \"7d8e5b3c-6d6f-4cb6-aea0-53529bc40387\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.028}, \"88677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-01 17:56:12.000000+00:00\", \"2019-04-27 16:51:08.000000+00:00\"], \"session_ids\": [\"8f84f502-a002-4ef4-82f6-decec9e6244c\", \"ccf268fc-ced4-4f4b-8d7f-89d7d4ac74de\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 4.188}, \"13026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-18 15:33:11.000000+00:00\", \"2021-07-15 05:47:29.000000+00:00\"], \"session_ids\": [\"dfb34050-6b68-4e8e-ab74-7f5c7aa54a10\", \"5b3d83e6-6719-4e62-88cf-7d273cbdee4b\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 33.929}, \"30435\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-05 09:24:06.000000+00:00\", \"2019-04-01 03:04:19.000000+00:00\", \"2019-07-12 20:43:53.000000+00:00\", \"2021-10-04 03:16:24.000000+00:00\", \"2020-02-08 04:11:47.000000+00:00\", \"2019-07-21 11:49:38.000000+00:00\", \"2019-11-23 20:33:34.000000+00:00\", \"2023-05-30 04:27:24.000000+00:00\"], \"session_ids\": [\"3b016731-d2c8-467a-ba93-3ac462403bbb\", \"b50866e6-7b9e-4742-8159-41a98e4d0354\", \"be154de4-e5d3-46c2-97f9-4caa96ade970\", \"a3a28542-cc95-4c20-92c9-0d3c24c09307\", \"557e7bfb-845b-4a79-9f4c-2df497b91cec\", \"d0974d4c-dff5-4a33-8267-7e6aca45463c\", \"0d2e25d0-8b1d-4548-8977-b56241503dd0\", \"d2ee6fe9-95db-43b9-ba6a-f4a1584c209b\"], \"total_duration\": 2739.0, \"total_sessions\": 8, \"mean_week_duration\": 12.564}, \"23090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-20 07:33:43.000000+00:00\", \"2020-11-28 23:25:32.000000+00:00\", \"2020-06-07 19:01:30.000000+00:00\"], \"session_ids\": [\"c0ef8020-e4b5-4685-a925-e098e1768ba3\", \"dcc5fa84-d151-42c9-8283-0e97427a238b\", \"7c36dfb9-3254-4304-8357-1ea7fdeb677c\"], \"total_duration\": 724.0, \"total_sessions\": 3, \"mean_week_duration\": 28.96}, \"35953\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-02 15:11:27.000000+00:00\", \"2020-07-20 10:03:59.000000+00:00\", \"2020-12-23 13:43:57.000000+00:00\", \"2019-12-07 22:37:08.000000+00:00\", \"2023-05-25 01:32:51.000000+00:00\"], \"session_ids\": [\"e87f1dd2-fa66-4c0c-8ac7-b8ac5b0f16a6\", \"470b2005-ec24-4b61-b624-f86d4b9d3ace\", \"3077a6bb-579d-42d4-9b4b-4c446522d013\", \"0ce34d4c-53ae-457d-8cb3-5dc3b1b7afcc\", \"1cd06295-7521-4d42-90e8-109f10b87429\"], \"total_duration\": 2388.0, \"total_sessions\": 5, \"mean_week_duration\": 12.839}, \"6210\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-01-21 17:49:13.000000+00:00\", \"2019-12-17 12:09:32.000000+00:00\", \"2020-03-10 02:43:21.000000+00:00\", \"2019-03-02 05:49:34.000000+00:00\", \"2021-08-31 21:32:02.000000+00:00\"], \"session_ids\": [\"96b9766e-5401-461f-9009-45ecd96b6834\", \"bb8dfa17-924d-45ee-8c16-6bb377cf88f0\", \"e166c937-9381-44e5-b819-d9c8d39efd26\", \"568e2e68-de8a-49ca-a760-2ad13acd3f4b\", \"beae7609-27a6-48bf-b55a-a4d9d5d983db\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.344}, \"13552\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-03-04 16:48:13.000000+00:00\", \"2021-06-17 16:58:46.000000+00:00\"], \"session_ids\": [\"b574cace-8a7b-4964-91a0-db66b694e423\", \"74bcc6d3-cb7d-4d7d-ad86-0ab5a0414491\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.015}, \"79315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-30 20:00:25.000000+00:00\", \"2019-09-24 15:01:09.000000+00:00\", \"2019-03-09 06:46:10.000000+00:00\"], \"session_ids\": [\"1b827c3f-6dec-4fd1-9cdd-f11d75a7c639\", \"c47f1c14-b4c6-4afe-9bbc-28d9277c923f\", \"b2cd09d0-9aa8-43f3-b99e-56a5be8cd5c2\"], \"total_duration\": 669.0, \"total_sessions\": 3, \"mean_week_duration\": 23.069}, \"77991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-22 13:11:30.000000+00:00\", \"2019-03-26 10:39:40.000000+00:00\", \"2021-08-15 18:15:10.000000+00:00\", \"2020-02-05 03:40:57.000000+00:00\", \"2021-06-10 13:43:47.000000+00:00\", \"2023-06-07 04:41:46.000000+00:00\", \"2023-06-18 15:19:08.000000+00:00\", \"2022-04-12 08:19:09.000000+00:00\"], \"session_ids\": [\"4b709766-391a-4f32-8f81-6e8c6aeac136\", \"54b456c0-a376-4168-9b7a-82421c8c2465\", \"50bb3958-9337-448c-9c4d-8b51745b1369\", \"98e71a34-0595-4763-accc-1d1deba12c5e\", \"9ca94f2d-8444-48c2-a97d-b4e493119ecd\", \"e5f77f84-dc4e-4c04-a713-39c1501746fa\", \"574da246-5cb7-4d58-aa8c-17f75403539e\", \"b935b1ae-6b9a-4e13-9144-4fc761e1daf9\"], \"total_duration\": 16528.0, \"total_sessions\": 8, \"mean_week_duration\": 74.787}}\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 4 and are less than 41"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 41]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"88677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-01 17:56:12.000000+00:00\", \"2019-04-27 16:51:08.000000+00:00\"], \"session_ids\": [\"8f84f502-a002-4ef4-82f6-decec9e6244c\", \"ccf268fc-ced4-4f4b-8d7f-89d7d4ac74de\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 4.188}, \"13026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-18 15:33:11.000000+00:00\", \"2021-07-15 05:47:29.000000+00:00\"], \"session_ids\": [\"dfb34050-6b68-4e8e-ab74-7f5c7aa54a10\", \"5b3d83e6-6719-4e62-88cf-7d273cbdee4b\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 33.929}, \"30435\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-05 09:24:06.000000+00:00\", \"2019-04-01 03:04:19.000000+00:00\", \"2019-07-12 20:43:53.000000+00:00\", \"2021-10-04 03:16:24.000000+00:00\", \"2020-02-08 04:11:47.000000+00:00\", \"2019-07-21 11:49:38.000000+00:00\", \"2019-11-23 20:33:34.000000+00:00\", \"2023-05-30 04:27:24.000000+00:00\"], \"session_ids\": [\"3b016731-d2c8-467a-ba93-3ac462403bbb\", \"b50866e6-7b9e-4742-8159-41a98e4d0354\", \"be154de4-e5d3-46c2-97f9-4caa96ade970\", \"a3a28542-cc95-4c20-92c9-0d3c24c09307\", \"557e7bfb-845b-4a79-9f4c-2df497b91cec\", \"d0974d4c-dff5-4a33-8267-7e6aca45463c\", \"0d2e25d0-8b1d-4548-8977-b56241503dd0\", \"d2ee6fe9-95db-43b9-ba6a-f4a1584c209b\"], \"total_duration\": 2739.0, \"total_sessions\": 8, \"mean_week_duration\": 12.564}, \"23090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-20 07:33:43.000000+00:00\", \"2020-11-28 23:25:32.000000+00:00\", \"2020-06-07 19:01:30.000000+00:00\"], \"session_ids\": [\"c0ef8020-e4b5-4685-a925-e098e1768ba3\", \"dcc5fa84-d151-42c9-8283-0e97427a238b\", \"7c36dfb9-3254-4304-8357-1ea7fdeb677c\"], \"total_duration\": 724.0, \"total_sessions\": 3, \"mean_week_duration\": 28.96}, \"35953\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-02 15:11:27.000000+00:00\", \"2020-07-20 10:03:59.000000+00:00\", \"2020-12-23 13:43:57.000000+00:00\", \"2019-12-07 22:37:08.000000+00:00\", \"2023-05-25 01:32:51.000000+00:00\"], \"session_ids\": [\"e87f1dd2-fa66-4c0c-8ac7-b8ac5b0f16a6\", \"470b2005-ec24-4b61-b624-f86d4b9d3ace\", \"3077a6bb-579d-42d4-9b4b-4c446522d013\", \"0ce34d4c-53ae-457d-8cb3-5dc3b1b7afcc\", \"1cd06295-7521-4d42-90e8-109f10b87429\"], \"total_duration\": 2388.0, \"total_sessions\": 5, \"mean_week_duration\": 12.839}, \"79315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-30 20:00:25.000000+00:00\", \"2019-09-24 15:01:09.000000+00:00\", \"2019-03-09 06:46:10.000000+00:00\"], \"session_ids\": [\"1b827c3f-6dec-4fd1-9cdd-f11d75a7c639\", \"c47f1c14-b4c6-4afe-9bbc-28d9277c923f\", \"b2cd09d0-9aa8-43f3-b99e-56a5be8cd5c2\"], \"total_duration\": 669.0, \"total_sessions\": 3, \"mean_week_duration\": 23.069}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"13026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-18 15:33:11.000000+00:00\", \"2021-07-15 05:47:29.000000+00:00\"], \"session_ids\": [\"dfb34050-6b68-4e8e-ab74-7f5c7aa54a10\", \"5b3d83e6-6719-4e62-88cf-7d273cbdee4b\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 33.929}}, {\"23090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-20 07:33:43.000000+00:00\", \"2020-11-28 23:25:32.000000+00:00\", \"2020-06-07 19:01:30.000000+00:00\"], \"session_ids\": [\"c0ef8020-e4b5-4685-a925-e098e1768ba3\", \"dcc5fa84-d151-42c9-8283-0e97427a238b\", \"7c36dfb9-3254-4304-8357-1ea7fdeb677c\"], \"total_duration\": 724.0, \"total_sessions\": 3, \"mean_week_duration\": 28.96}}, {\"88677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-01 17:56:12.000000+00:00\", \"2019-04-27 16:51:08.000000+00:00\"], \"session_ids\": [\"8f84f502-a002-4ef4-82f6-decec9e6244c\", \"ccf268fc-ced4-4f4b-8d7f-89d7d4ac74de\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 4.188}}, {\"79315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-30 20:00:25.000000+00:00\", \"2019-09-24 15:01:09.000000+00:00\", \"2019-03-09 06:46:10.000000+00:00\"], \"session_ids\": [\"1b827c3f-6dec-4fd1-9cdd-f11d75a7c639\", \"c47f1c14-b4c6-4afe-9bbc-28d9277c923f\", \"b2cd09d0-9aa8-43f3-b99e-56a5be8cd5c2\"], \"total_duration\": 669.0, \"total_sessions\": 3, \"mean_week_duration\": 23.069}}, {\"35953\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-02 15:11:27.000000+00:00\", \"2020-07-20 10:03:59.000000+00:00\", \"2020-12-23 13:43:57.000000+00:00\", \"2019-12-07 22:37:08.000000+00:00\", \"2023-05-25 01:32:51.000000+00:00\"], \"session_ids\": [\"e87f1dd2-fa66-4c0c-8ac7-b8ac5b0f16a6\", \"470b2005-ec24-4b61-b624-f86d4b9d3ace\", \"3077a6bb-579d-42d4-9b4b-4c446522d013\", \"0ce34d4c-53ae-457d-8cb3-5dc3b1b7afcc\", \"1cd06295-7521-4d42-90e8-109f10b87429\"], \"total_duration\": 2388.0, \"total_sessions\": 5, \"mean_week_duration\": 12.839}}, {\"30435\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-05 09:24:06.000000+00:00\", \"2019-04-01 03:04:19.000000+00:00\", \"2019-07-12 20:43:53.000000+00:00\", \"2021-10-04 03:16:24.000000+00:00\", \"2020-02-08 04:11:47.000000+00:00\", \"2019-07-21 11:49:38.000000+00:00\", \"2019-11-23 20:33:34.000000+00:00\", \"2023-05-30 04:27:24.000000+00:00\"], \"session_ids\": [\"3b016731-d2c8-467a-ba93-3ac462403bbb\", \"b50866e6-7b9e-4742-8159-41a98e4d0354\", \"be154de4-e5d3-46c2-97f9-4caa96ade970\", \"a3a28542-cc95-4c20-92c9-0d3c24c09307\", \"557e7bfb-845b-4a79-9f4c-2df497b91cec\", \"d0974d4c-dff5-4a33-8267-7e6aca45463c\", \"0d2e25d0-8b1d-4548-8977-b56241503dd0\", \"d2ee6fe9-95db-43b9-ba6a-f4a1584c209b\"], \"total_duration\": 2739.0, \"total_sessions\": 8, \"mean_week_duration\": 12.564}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to select only 4 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"13026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-18 15:33:11.000000+00:00\", \"2021-07-15 05:47:29.000000+00:00\"], \"session_ids\": [\"dfb34050-6b68-4e8e-ab74-7f5c7aa54a10\", \"5b3d83e6-6719-4e62-88cf-7d273cbdee4b\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 33.929}}, {\"23090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-20 07:33:43.000000+00:00\", \"2020-11-28 23:25:32.000000+00:00\", \"2020-06-07 19:01:30.000000+00:00\"], \"session_ids\": [\"c0ef8020-e4b5-4685-a925-e098e1768ba3\", \"dcc5fa84-d151-42c9-8283-0e97427a238b\", \"7c36dfb9-3254-4304-8357-1ea7fdeb677c\"], \"total_duration\": 724.0, \"total_sessions\": 3, \"mean_week_duration\": 28.96}}, {\"88677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-01 17:56:12.000000+00:00\", \"2019-04-27 16:51:08.000000+00:00\"], \"session_ids\": [\"8f84f502-a002-4ef4-82f6-decec9e6244c\", \"ccf268fc-ced4-4f4b-8d7f-89d7d4ac74de\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 4.188}}, {\"79315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-30 20:00:25.000000+00:00\", \"2019-09-24 15:01:09.000000+00:00\", \"2019-03-09 06:46:10.000000+00:00\"], \"session_ids\": [\"1b827c3f-6dec-4fd1-9cdd-f11d75a7c639\", \"c47f1c14-b4c6-4afe-9bbc-28d9277c923f\", \"b2cd09d0-9aa8-43f3-b99e-56a5be8cd5c2\"], \"total_duration\": 669.0, \"total_sessions\": 3, \"mean_week_duration\": 23.069}}]\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[{\"13026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-18 15:33:11.000000+00:00\", \"2021-07-15 05:47:29.000000+00:00\"], \"session_ids\": [\"dfb34050-6b68-4e8e-ab74-7f5c7aa54a10\", \"5b3d83e6-6719-4e62-88cf-7d273cbdee4b\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 33.929}}, {\"23090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-20 07:33:43.000000+00:00\", \"2020-11-28 23:25:32.000000+00:00\", \"2020-06-07 19:01:30.000000+00:00\"], \"session_ids\": [\"c0ef8020-e4b5-4685-a925-e098e1768ba3\", \"dcc5fa84-d151-42c9-8283-0e97427a238b\", \"7c36dfb9-3254-4304-8357-1ea7fdeb677c\"], \"total_duration\": 724.0, \"total_sessions\": 3, \"mean_week_duration\": 28.96}}, {\"88677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-01 17:56:12.000000+00:00\", \"2019-04-27 16:51:08.000000+00:00\"], \"session_ids\": [\"8f84f502-a002-4ef4-82f6-decec9e6244c\", \"ccf268fc-ced4-4f4b-8d7f-89d7d4ac74de\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 4.188}}, {\"79315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-30 20:00:25.000000+00:00\", \"2019-09-24 15:01:09.000000+00:00\", \"2019-03-09 06:46:10.000000+00:00\"], \"session_ids\": [\"1b827c3f-6dec-4fd1-9cdd-f11d75a7c639\", \"c47f1c14-b4c6-4afe-9bbc-28d9277c923f\", \"b2cd09d0-9aa8-43f3-b99e-56a5be8cd5c2\"], \"total_duration\": 669.0, \"total_sessions\": 3, \"mean_week_duration\": 23.069}}]\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 users whose site usage time is strictly greater than 585 and strictly less than 4959 + apply sorting by duration summation descendingly."
},
{
"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{\"7415\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-27 15:07:15.000000+00:00\", \"2023-06-15 20:15:27.000000+00:00\", \"2019-04-03 03:36:06.000000+00:00\"], \"session_ids\": [\"422238cb-af2e-4a5d-b86c-1b9724ecf7fb\", \"bda9dae2-770a-4d2d-9ce5-3f9ae7b16380\", \"1be5f0c8-8f36-4ba8-81bb-e98fdc4248bf\"], \"total_duration\": 204.0, \"total_sessions\": 3, \"mean_week_duration\": 0.927}, \"41337\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-10-14 10:36:12.000000+00:00\", \"2020-02-01 06:31:14.000000+00:00\"], \"session_ids\": [\"55fef128-f665-43a6-b3ad-a4b013ebe477\", \"d4682715-eec5-4b4f-9618-b78c380a2ba9\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.149}, \"70558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-08 06:56:18.000000+00:00\", \"2022-05-19 03:34:39.000000+00:00\", \"2020-01-06 02:36:15.000000+00:00\", \"2019-07-31 11:16:22.000000+00:00\"], \"session_ids\": [\"4bc05846-ca8b-40f6-9c84-120bb0816e58\", \"f9b0763a-1ca9-4d66-b5a2-a9a15f8263ca\", \"d46a099a-a242-4706-8921-56411c25a930\", \"80efd9b5-92f5-4872-ba3f-aff362e72d16\"], \"total_duration\": 1849.0, \"total_sessions\": 4, \"mean_week_duration\": 10.566}, \"61130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-05-11 18:56:36.000000+00:00\", \"2020-11-27 08:45:24.000000+00:00\", \"2021-07-08 01:11:29.000000+00:00\", \"2021-08-11 09:00:40.000000+00:00\", \"2020-09-24 02:02:00.000000+00:00\"], \"session_ids\": [\"b1db22ff-984e-45b8-84e4-25e566b4f8cf\", \"bf7fd064-271f-4d12-b8bf-a046f470a289\", \"beb745e1-5b47-4cd8-82db-e27af1d45f31\", \"90d1d764-7e10-4cd1-9e2f-4c303e4fa806\", \"700e497a-e507-444b-95f6-b79e0fac6c32\"], \"total_duration\": 74.0, \"total_sessions\": 5, \"mean_week_duration\": 0.54}, \"15967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-05-07 17:18:19.000000+00:00\", \"2019-02-01 13:16:36.000000+00:00\"], \"session_ids\": [\"aa14d86a-26a9-4fe3-a3c1-9cc16ce73104\", \"726ef3a4-2725-474f-b83d-dbd25d8a87cc\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 11.857}, \"31544\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-22 09:01:27.000000+00:00\", \"2023-02-22 20:01:39.000000+00:00\", \"2020-01-23 00:57:29.000000+00:00\", \"2023-06-24 13:22:26.000000+00:00\", \"2019-09-06 00:37:35.000000+00:00\", \"2022-12-02 03:45:46.000000+00:00\"], \"session_ids\": [\"c3ae00f5-73c3-4235-95bf-7381ae94f7e8\", \"8104d6ce-490e-4ee4-b9a1-6f64490051aa\", \"d1134390-bc41-4e1f-9d8b-5e9e99c9f23c\", \"3be76b76-1f20-4607-9feb-6c87fd6a7924\", \"190e7e08-cffe-4ef0-b497-ffc2069b3d0d\", \"47891813-cb9e-4c41-bc5b-ea6eac71ab4d\"], \"total_duration\": 216.0, \"total_sessions\": 6, \"mean_week_duration\": 1.085}, \"9761\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-18 22:23:28.000000+00:00\", \"2020-10-18 19:17:26.000000+00:00\"], \"session_ids\": [\"4f0d754f-0dca-4783-b670-74709a657d30\", \"567f9c9a-f339-432e-be65-d301ebecba7f\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}, \"44568\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-09-29 17:24:10.000000+00:00\", \"2021-12-19 20:17:37.000000+00:00\"], \"session_ids\": [\"637fb0f3-9f49-4871-b433-474b3368e2b8\", \"38065e18-2e49-436d-b078-915ddccf98ff\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 5.391}, \"66916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-02-02 23:42:07.000000+00:00\", \"2019-05-19 10:20:49.000000+00:00\"], \"session_ids\": [\"d4d55135-100f-414b-8c1b-ce23d1404e0e\", \"d77adc27-52c5-4547-8a9a-a63f8513de46\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.278}, \"41698\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-03 06:36:14.000000+00:00\", \"2020-09-18 21:18:20.000000+00:00\", \"2020-11-16 01:23:45.000000+00:00\", \"2021-10-09 15:16:54.000000+00:00\", \"2020-12-22 23:26:02.000000+00:00\", \"2020-05-26 08:12:22.000000+00:00\"], \"session_ids\": [\"9c606f8a-9cbd-4475-9114-42cc3153ee24\", \"a7059733-17b8-4249-b237-36e91e0f6db1\", \"8bbb90de-7875-433b-98aa-8b40620dad12\", \"cfeaa2c7-5333-45e3-899c-5b56aa2d9ef1\", \"f17cb00f-a9cc-4425-9e69-73160b2a6012\", \"8bb725bb-888c-455e-9800-a734eada6d6d\"], \"total_duration\": 1122.0, \"total_sessions\": 6, \"mean_week_duration\": 15.583}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 585 and are less than 4959"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[585, 4959]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"70558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-08 06:56:18.000000+00:00\", \"2022-05-19 03:34:39.000000+00:00\", \"2020-01-06 02:36:15.000000+00:00\", \"2019-07-31 11:16:22.000000+00:00\"], \"session_ids\": [\"4bc05846-ca8b-40f6-9c84-120bb0816e58\", \"f9b0763a-1ca9-4d66-b5a2-a9a15f8263ca\", \"d46a099a-a242-4706-8921-56411c25a930\", \"80efd9b5-92f5-4872-ba3f-aff362e72d16\"], \"total_duration\": 1849.0, \"total_sessions\": 4, \"mean_week_duration\": 10.566}, \"41698\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-03 06:36:14.000000+00:00\", \"2020-09-18 21:18:20.000000+00:00\", \"2020-11-16 01:23:45.000000+00:00\", \"2021-10-09 15:16:54.000000+00:00\", \"2020-12-22 23:26:02.000000+00:00\", \"2020-05-26 08:12:22.000000+00:00\"], \"session_ids\": [\"9c606f8a-9cbd-4475-9114-42cc3153ee24\", \"a7059733-17b8-4249-b237-36e91e0f6db1\", \"8bbb90de-7875-433b-98aa-8b40620dad12\", \"cfeaa2c7-5333-45e3-899c-5b56aa2d9ef1\", \"f17cb00f-a9cc-4425-9e69-73160b2a6012\", \"8bb725bb-888c-455e-9800-a734eada6d6d\"], \"total_duration\": 1122.0, \"total_sessions\": 6, \"mean_week_duration\": 15.583}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"70558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-08 06:56:18.000000+00:00\", \"2022-05-19 03:34:39.000000+00:00\", \"2020-01-06 02:36:15.000000+00:00\", \"2019-07-31 11:16:22.000000+00:00\"], \"session_ids\": [\"4bc05846-ca8b-40f6-9c84-120bb0816e58\", \"f9b0763a-1ca9-4d66-b5a2-a9a15f8263ca\", \"d46a099a-a242-4706-8921-56411c25a930\", \"80efd9b5-92f5-4872-ba3f-aff362e72d16\"], \"total_duration\": 1849.0, \"total_sessions\": 4, \"mean_week_duration\": 10.566}}, {\"41698\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-03 06:36:14.000000+00:00\", \"2020-09-18 21:18:20.000000+00:00\", \"2020-11-16 01:23:45.000000+00:00\", \"2021-10-09 15:16:54.000000+00:00\", \"2020-12-22 23:26:02.000000+00:00\", \"2020-05-26 08:12:22.000000+00:00\"], \"session_ids\": [\"9c606f8a-9cbd-4475-9114-42cc3153ee24\", \"a7059733-17b8-4249-b237-36e91e0f6db1\", \"8bbb90de-7875-433b-98aa-8b40620dad12\", \"cfeaa2c7-5333-45e3-899c-5b56aa2d9ef1\", \"f17cb00f-a9cc-4425-9e69-73160b2a6012\", \"8bb725bb-888c-455e-9800-a734eada6d6d\"], \"total_duration\": 1122.0, \"total_sessions\": 6, \"mean_week_duration\": 15.583}}]\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[{\"70558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-08 06:56:18.000000+00:00\", \"2022-05-19 03:34:39.000000+00:00\", \"2020-01-06 02:36:15.000000+00:00\", \"2019-07-31 11:16:22.000000+00:00\"], \"session_ids\": [\"4bc05846-ca8b-40f6-9c84-120bb0816e58\", \"f9b0763a-1ca9-4d66-b5a2-a9a15f8263ca\", \"d46a099a-a242-4706-8921-56411c25a930\", \"80efd9b5-92f5-4872-ba3f-aff362e72d16\"], \"total_duration\": 1849.0, \"total_sessions\": 4, \"mean_week_duration\": 10.566}}, {\"41698\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-03 06:36:14.000000+00:00\", \"2020-09-18 21:18:20.000000+00:00\", \"2020-11-16 01:23:45.000000+00:00\", \"2021-10-09 15:16:54.000000+00:00\", \"2020-12-22 23:26:02.000000+00:00\", \"2020-05-26 08:12:22.000000+00:00\"], \"session_ids\": [\"9c606f8a-9cbd-4475-9114-42cc3153ee24\", \"a7059733-17b8-4249-b237-36e91e0f6db1\", \"8bbb90de-7875-433b-98aa-8b40620dad12\", \"cfeaa2c7-5333-45e3-899c-5b56aa2d9ef1\", \"f17cb00f-a9cc-4425-9e69-73160b2a6012\", \"8bb725bb-888c-455e-9800-a734eada6d6d\"], \"total_duration\": 1122.0, \"total_sessions\": 6, \"mean_week_duration\": 15.583}}]\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 2 users who have the lowest mean_week_duration as well as perform sorting by town naming in ascending order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72570\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-15 19:33:07.000000+00:00\", \"2023-06-15 11:08:40.000000+00:00\", \"2019-03-11 12:28:38.000000+00:00\"], \"session_ids\": [\"e19dd9bd-0a73-448c-b450-5c0f64bb4e94\", \"59d2e0f3-ca08-4f00-a8dd-25c9f9605a9c\", \"b7d32299-e707-4e81-b8e3-907107da2e6f\"], \"total_duration\": 131.0, \"total_sessions\": 3, \"mean_week_duration\": 0.587}, \"18122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-08 23:10:18.000000+00:00\", \"2020-06-06 09:04:22.000000+00:00\"], \"session_ids\": [\"41ae06a5-584f-4fbc-9bf2-015dffa2b722\", \"0d589745-5161-43c8-925b-9089213b4723\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.562}, \"47357\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-09 11:39:10.000000+00:00\", \"2021-05-16 01:30:42.000000+00:00\"], \"session_ids\": [\"7c62e8b1-f4d6-4bc1-9d78-1daf67cf0733\", \"a9145733-1f92-4c6b-a129-eef6baf2ec1f\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.156}, \"81949\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-02-07 16:11:03.000000+00:00\", \"2022-02-07 01:48:15.000000+00:00\"], \"session_ids\": [\"8996267a-fbbc-4259-8088-430cbe4fe126\", \"9b4aee1d-fd7d-45cc-92bf-7ffa926b711c\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 0.841}, \"63117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-19 23:12:23.000000+00:00\", \"2022-11-29 01:05:34.000000+00:00\"], \"session_ids\": [\"89ac2b6b-215b-4af7-923d-62602c991ee1\", \"39bf2b89-9d60-4b52-b39a-2f1bfa71cfd0\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 6.432}, \"22690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-21 13:04:54.000000+00:00\", \"2021-12-09 09:04:54.000000+00:00\"], \"session_ids\": [\"765103cc-ee95-46df-8596-31afee26e8b0\", \"4b725d54-5295-4df0-8025-863e5a3a720c\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}, \"66392\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-10 20:43:05.000000+00:00\", \"2020-01-15 13:56:41.000000+00:00\", \"2020-01-04 21:24:28.000000+00:00\"], \"session_ids\": [\"8ae1bae2-0725-4bdd-856c-51c88f5b3bbe\", \"a3ab5797-2b6c-4758-a528-2f3ecf260c4a\", \"5fba48db-43f5-4493-ad4c-8bb0bab51880\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 10.327}, \"19558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-01-24 08:27:20.000000+00:00\", \"2020-12-03 04:01:28.000000+00:00\", \"2023-05-26 20:06:00.000000+00:00\"], \"session_ids\": [\"235b45ed-095f-4ac1-9183-2807bf32d3b2\", \"f30cdd8c-1bdf-4546-a846-85bfd9b46c6a\", \"960b7d5b-e5c5-404f-a9ce-0413d7f99dc5\"], \"total_duration\": 91.0, \"total_sessions\": 3, \"mean_week_duration\": 0.7}, \"10639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-13 03:52:28.000000+00:00\", \"2022-12-29 10:55:17.000000+00:00\", \"2022-02-26 01:13:46.000000+00:00\", \"2020-05-12 00:05:46.000000+00:00\"], \"session_ids\": [\"3c0a792f-8b7b-4ee9-a0ef-d881b8c12963\", \"ac8101e4-0dfe-43d6-86a2-fb1bdf211c04\", \"532402ea-0749-4b68-bb8f-7e7d71372ea9\", \"b44a0a20-1c12-4421-b8da-eac518551a8e\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.236}, \"82652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-10 19:07:31.000000+00:00\", \"2022-05-30 08:45:43.000000+00:00\", \"2019-02-25 02:27:59.000000+00:00\", \"2019-11-27 17:14:13.000000+00:00\", \"2022-08-02 01:43:32.000000+00:00\"], \"session_ids\": [\"93a033dd-588b-4307-afb6-f6abca8c5572\", \"21a50705-bcb4-4644-9356-6eb606dde6af\", \"c8c0fae5-e82c-4922-bf54-4e77edc36c0c\", \"bbd139d1-6758-4217-9589-38eae98a5021\", \"3443de4d-4d42-45c5-838a-7295666d48ac\"], \"total_duration\": 364.0, \"total_sessions\": 5, \"mean_week_duration\": 2.034}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 2 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 2}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"10639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-13 03:52:28.000000+00:00\", \"2022-12-29 10:55:17.000000+00:00\", \"2022-02-26 01:13:46.000000+00:00\", \"2020-05-12 00:05:46.000000+00:00\"], \"session_ids\": [\"3c0a792f-8b7b-4ee9-a0ef-d881b8c12963\", \"ac8101e4-0dfe-43d6-86a2-fb1bdf211c04\", \"532402ea-0749-4b68-bb8f-7e7d71372ea9\", \"b44a0a20-1c12-4421-b8da-eac518551a8e\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.236}}, {\"72570\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-15 19:33:07.000000+00:00\", \"2023-06-15 11:08:40.000000+00:00\", \"2019-03-11 12:28:38.000000+00:00\"], \"session_ids\": [\"e19dd9bd-0a73-448c-b450-5c0f64bb4e94\", \"59d2e0f3-ca08-4f00-a8dd-25c9f9605a9c\", \"b7d32299-e707-4e81-b8e3-907107da2e6f\"], \"total_duration\": 131.0, \"total_sessions\": 3, \"mean_week_duration\": 0.587}}, {\"22690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-21 13:04:54.000000+00:00\", \"2021-12-09 09:04:54.000000+00:00\"], \"session_ids\": [\"765103cc-ee95-46df-8596-31afee26e8b0\", \"4b725d54-5295-4df0-8025-863e5a3a720c\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"22690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-21 13:04:54.000000+00:00\", \"2021-12-09 09:04:54.000000+00:00\"], \"session_ids\": [\"765103cc-ee95-46df-8596-31afee26e8b0\", \"4b725d54-5295-4df0-8025-863e5a3a720c\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}, {\"10639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-13 03:52:28.000000+00:00\", \"2022-12-29 10:55:17.000000+00:00\", \"2022-02-26 01:13:46.000000+00:00\", \"2020-05-12 00:05:46.000000+00:00\"], \"session_ids\": [\"3c0a792f-8b7b-4ee9-a0ef-d881b8c12963\", \"ac8101e4-0dfe-43d6-86a2-fb1bdf211c04\", \"532402ea-0749-4b68-bb8f-7e7d71372ea9\", \"b44a0a20-1c12-4421-b8da-eac518551a8e\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.236}}, {\"72570\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-15 19:33:07.000000+00:00\", \"2023-06-15 11:08:40.000000+00:00\", \"2019-03-11 12:28:38.000000+00:00\"], \"session_ids\": [\"e19dd9bd-0a73-448c-b450-5c0f64bb4e94\", \"59d2e0f3-ca08-4f00-a8dd-25c9f9605a9c\", \"b7d32299-e707-4e81-b8e3-907107da2e6f\"], \"total_duration\": 131.0, \"total_sessions\": 3, \"mean_week_duration\": 0.587}}]\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[{\"22690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-21 13:04:54.000000+00:00\", \"2021-12-09 09:04:54.000000+00:00\"], \"session_ids\": [\"765103cc-ee95-46df-8596-31afee26e8b0\", \"4b725d54-5295-4df0-8025-863e5a3a720c\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}, {\"10639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-13 03:52:28.000000+00:00\", \"2022-12-29 10:55:17.000000+00:00\", \"2022-02-26 01:13:46.000000+00:00\", \"2020-05-12 00:05:46.000000+00:00\"], \"session_ids\": [\"3c0a792f-8b7b-4ee9-a0ef-d881b8c12963\", \"ac8101e4-0dfe-43d6-86a2-fb1bdf211c04\", \"532402ea-0749-4b68-bb8f-7e7d71372ea9\", \"b44a0a20-1c12-4421-b8da-eac518551a8e\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.236}}]\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[{\"22690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-21 13:04:54.000000+00:00\", \"2021-12-09 09:04:54.000000+00:00\"], \"session_ids\": [\"765103cc-ee95-46df-8596-31afee26e8b0\", \"4b725d54-5295-4df0-8025-863e5a3a720c\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}, {\"10639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-13 03:52:28.000000+00:00\", \"2022-12-29 10:55:17.000000+00:00\", \"2022-02-26 01:13:46.000000+00:00\", \"2020-05-12 00:05:46.000000+00:00\"], \"session_ids\": [\"3c0a792f-8b7b-4ee9-a0ef-d881b8c12963\", \"ac8101e4-0dfe-43d6-86a2-fb1bdf211c04\", \"532402ea-0749-4b68-bb8f-7e7d71372ea9\", \"b44a0a20-1c12-4421-b8da-eac518551a8e\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.236}}]\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 whose duration of sessions per week is strictly less than 9 and greater than 43 also implement sorting by city name in ascending."
},
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-05-14 13:06:15.000000+00:00\", \"2021-05-20 03:43:54.000000+00:00\", \"2023-01-26 18:15:48.000000+00:00\"], \"session_ids\": [\"4caacc1c-1f45-4d81-b3ca-8294c761a1a6\", \"77cf6ba5-995a-4539-a329-ae2619cfb42a\", \"6d929f38-d20f-4ee3-9289-f6f62bbda06d\"], \"total_duration\": 600.0, \"total_sessions\": 3, \"mean_week_duration\": 5.769}, \"10537\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-04 00:51:48.000000+00:00\", \"2021-01-06 20:43:28.000000+00:00\"], \"session_ids\": [\"39924a07-4a87-47c1-9c50-ca322533466c\", \"1825e926-26c4-4193-b7e8-9485c3a13763\"], \"total_duration\": 200.0, \"total_sessions\": 2, \"mean_week_duration\": 8.696}, \"45343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-06 20:18:11.000000+00:00\", \"2019-03-27 17:21:46.000000+00:00\"], \"session_ids\": [\"865a2b07-14f6-437b-89c8-b99b1073f213\", \"457f5837-9faa-4561-bb1c-5617091eaa7f\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 4.739}, \"76182\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-02 08:45:13.000000+00:00\", \"2021-11-29 01:44:43.000000+00:00\"], \"session_ids\": [\"eeeecfdf-b6af-43be-a48d-9e9b21fd1f76\", \"54d14efc-abc2-40e6-ab69-204a150df236\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.204}, \"29343\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-03 14:06:35.000000+00:00\", \"2019-03-14 11:39:17.000000+00:00\"], \"session_ids\": [\"2e94d70f-8510-4b06-a104-ef65bc3a49ef\", \"91e39e0f-d3fb-49ac-a2ce-d6d4b2303864\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 55.667}, \"28085\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-01-31 05:49:34.000000+00:00\", \"2021-04-17 16:07:00.000000+00:00\"], \"session_ids\": [\"3d702c92-bad3-4b06-b2bf-8ce076711de1\", \"bed5b141-276c-47ec-a37d-72e653e75f77\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 10.636}, \"72952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-23 01:48:52.000000+00:00\", \"2019-07-29 18:00:50.000000+00:00\", \"2022-07-09 16:37:48.000000+00:00\"], \"session_ids\": [\"7f8f89be-fb15-4be5-ba22-9c09326afd54\", \"4b98c559-add1-4fc5-b274-1e4c7120d51a\", \"b6a2b5f5-fbc6-408c-ac56-000c8c474868\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.161}, \"32154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-03-27 08:36:07.000000+00:00\", \"2022-03-28 14:13:08.000000+00:00\", \"2021-04-18 10:08:10.000000+00:00\"], \"session_ids\": [\"1503364e-6632-42d4-93e9-e712c69543e1\", \"6963a169-01e3-407f-8509-30a31fe37296\", \"155f1942-6005-45e4-a512-3351ef1aec48\"], \"total_duration\": 727.0, \"total_sessions\": 3, \"mean_week_duration\": 7.198}, \"72224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-21 22:06:56.000000+00:00\", \"2020-10-12 04:45:21.000000+00:00\", \"2022-10-12 08:20:55.000000+00:00\", \"2021-06-14 16:08:14.000000+00:00\", \"2022-03-27 16:55:02.000000+00:00\", \"2020-01-05 12:17:48.000000+00:00\", \"2020-05-12 09:06:04.000000+00:00\", \"2020-12-12 07:27:16.000000+00:00\", \"2022-05-25 17:57:45.000000+00:00\", \"2020-03-13 16:21:03.000000+00:00\", \"2019-08-26 18:57:40.000000+00:00\"], \"session_ids\": [\"92760b48-3819-49f0-9420-9897eb575aa8\", \"e6d31e2d-0bda-489b-85f7-e1ae1444f459\", \"264dd620-cfb2-46cf-a0c0-c06a9a44264b\", \"a3626498-9001-4690-b3d7-85c24101a4b8\", \"0455cc25-ceef-42d5-a243-34c0d1f5aa8b\", \"bbf83c7e-87b9-496d-8ac4-8e1e4434b658\", \"d245c5ba-f59f-4474-84ed-769bf945b97a\", \"39462f0b-9ac6-4131-b3b4-7ee7208f3ae5\", \"1ffdeda7-6936-4e53-ae98-4b39a8343484\", \"fe630fbc-7dce-4625-8e21-285fe560f3b3\", \"884d8133-3551-48d8-838a-f4d8e9a0baa8\"], \"total_duration\": 3034.0, \"total_sessions\": 11, \"mean_week_duration\": 17.953}, \"80540\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-09 07:50:20.000000+00:00\", \"2020-11-18 05:30:57.000000+00:00\"], \"session_ids\": [\"2689ee4f-75a1-46c7-a095-0fd182aa637b\", \"de9462fb-70dc-4961-ba92-e63fb8c1a1de\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 158.333}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 9 and are equal or greater than 43"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 43]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-05-14 13:06:15.000000+00:00\", \"2021-05-20 03:43:54.000000+00:00\", \"2023-01-26 18:15:48.000000+00:00\"], \"session_ids\": [\"4caacc1c-1f45-4d81-b3ca-8294c761a1a6\", \"77cf6ba5-995a-4539-a329-ae2619cfb42a\", \"6d929f38-d20f-4ee3-9289-f6f62bbda06d\"], \"total_duration\": 600.0, \"total_sessions\": 3, \"mean_week_duration\": 5.769}, \"10537\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-04 00:51:48.000000+00:00\", \"2021-01-06 20:43:28.000000+00:00\"], \"session_ids\": [\"39924a07-4a87-47c1-9c50-ca322533466c\", \"1825e926-26c4-4193-b7e8-9485c3a13763\"], \"total_duration\": 200.0, \"total_sessions\": 2, \"mean_week_duration\": 8.696}, \"45343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-06 20:18:11.000000+00:00\", \"2019-03-27 17:21:46.000000+00:00\"], \"session_ids\": [\"865a2b07-14f6-437b-89c8-b99b1073f213\", \"457f5837-9faa-4561-bb1c-5617091eaa7f\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 4.739}, \"76182\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-02 08:45:13.000000+00:00\", \"2021-11-29 01:44:43.000000+00:00\"], \"session_ids\": [\"eeeecfdf-b6af-43be-a48d-9e9b21fd1f76\", \"54d14efc-abc2-40e6-ab69-204a150df236\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.204}, \"72952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-23 01:48:52.000000+00:00\", \"2019-07-29 18:00:50.000000+00:00\", \"2022-07-09 16:37:48.000000+00:00\"], \"session_ids\": [\"7f8f89be-fb15-4be5-ba22-9c09326afd54\", \"4b98c559-add1-4fc5-b274-1e4c7120d51a\", \"b6a2b5f5-fbc6-408c-ac56-000c8c474868\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.161}, \"32154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-03-27 08:36:07.000000+00:00\", \"2022-03-28 14:13:08.000000+00:00\", \"2021-04-18 10:08:10.000000+00:00\"], \"session_ids\": [\"1503364e-6632-42d4-93e9-e712c69543e1\", \"6963a169-01e3-407f-8509-30a31fe37296\", \"155f1942-6005-45e4-a512-3351ef1aec48\"], \"total_duration\": 727.0, \"total_sessions\": 3, \"mean_week_duration\": 7.198}, \"29343\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-03 14:06:35.000000+00:00\", \"2019-03-14 11:39:17.000000+00:00\"], \"session_ids\": [\"2e94d70f-8510-4b06-a104-ef65bc3a49ef\", \"91e39e0f-d3fb-49ac-a2ce-d6d4b2303864\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 55.667}, \"80540\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-09 07:50:20.000000+00:00\", \"2020-11-18 05:30:57.000000+00:00\"], \"session_ids\": [\"2689ee4f-75a1-46c7-a095-0fd182aa637b\", \"de9462fb-70dc-4961-ba92-e63fb8c1a1de\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 158.333}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76182\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-02 08:45:13.000000+00:00\", \"2021-11-29 01:44:43.000000+00:00\"], \"session_ids\": [\"eeeecfdf-b6af-43be-a48d-9e9b21fd1f76\", \"54d14efc-abc2-40e6-ab69-204a150df236\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.204}}, {\"72952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-23 01:48:52.000000+00:00\", \"2019-07-29 18:00:50.000000+00:00\", \"2022-07-09 16:37:48.000000+00:00\"], \"session_ids\": [\"7f8f89be-fb15-4be5-ba22-9c09326afd54\", \"4b98c559-add1-4fc5-b274-1e4c7120d51a\", \"b6a2b5f5-fbc6-408c-ac56-000c8c474868\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.161}}, {\"80540\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-09 07:50:20.000000+00:00\", \"2020-11-18 05:30:57.000000+00:00\"], \"session_ids\": [\"2689ee4f-75a1-46c7-a095-0fd182aa637b\", \"de9462fb-70dc-4961-ba92-e63fb8c1a1de\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 158.333}}, {\"45343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-06 20:18:11.000000+00:00\", \"2019-03-27 17:21:46.000000+00:00\"], \"session_ids\": [\"865a2b07-14f6-437b-89c8-b99b1073f213\", \"457f5837-9faa-4561-bb1c-5617091eaa7f\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 4.739}}, {\"32154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-03-27 08:36:07.000000+00:00\", \"2022-03-28 14:13:08.000000+00:00\", \"2021-04-18 10:08:10.000000+00:00\"], \"session_ids\": [\"1503364e-6632-42d4-93e9-e712c69543e1\", \"6963a169-01e3-407f-8509-30a31fe37296\", \"155f1942-6005-45e4-a512-3351ef1aec48\"], \"total_duration\": 727.0, \"total_sessions\": 3, \"mean_week_duration\": 7.198}}, {\"10537\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-04 00:51:48.000000+00:00\", \"2021-01-06 20:43:28.000000+00:00\"], \"session_ids\": [\"39924a07-4a87-47c1-9c50-ca322533466c\", \"1825e926-26c4-4193-b7e8-9485c3a13763\"], \"total_duration\": 200.0, \"total_sessions\": 2, \"mean_week_duration\": 8.696}}, {\"29343\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-03 14:06:35.000000+00:00\", \"2019-03-14 11:39:17.000000+00:00\"], \"session_ids\": [\"2e94d70f-8510-4b06-a104-ef65bc3a49ef\", \"91e39e0f-d3fb-49ac-a2ce-d6d4b2303864\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 55.667}}, {\"12145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-05-14 13:06:15.000000+00:00\", \"2021-05-20 03:43:54.000000+00:00\", \"2023-01-26 18:15:48.000000+00:00\"], \"session_ids\": [\"4caacc1c-1f45-4d81-b3ca-8294c761a1a6\", \"77cf6ba5-995a-4539-a329-ae2619cfb42a\", \"6d929f38-d20f-4ee3-9289-f6f62bbda06d\"], \"total_duration\": 600.0, \"total_sessions\": 3, \"mean_week_duration\": 5.769}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76182\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-02 08:45:13.000000+00:00\", \"2021-11-29 01:44:43.000000+00:00\"], \"session_ids\": [\"eeeecfdf-b6af-43be-a48d-9e9b21fd1f76\", \"54d14efc-abc2-40e6-ab69-204a150df236\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.204}}]\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[{\"76182\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-02 08:45:13.000000+00:00\", \"2021-11-29 01:44:43.000000+00:00\"], \"session_ids\": [\"eeeecfdf-b6af-43be-a48d-9e9b21fd1f76\", \"54d14efc-abc2-40e6-ab69-204a150df236\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.204}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me 4 users who are bot-tier based on value of mean of duration of sessions per week + implement sorting by town center name in asc order."
},
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"99959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-03-03 14:49:08.000000+00:00\", \"2020-06-30 04:41:50.000000+00:00\", \"2022-04-21 10:33:44.000000+00:00\", \"2022-01-03 22:43:25.000000+00:00\", \"2021-04-25 04:54:50.000000+00:00\", \"2021-08-26 20:35:33.000000+00:00\", \"2022-04-01 13:31:22.000000+00:00\", \"2023-01-07 05:36:12.000000+00:00\", \"2019-01-25 03:43:25.000000+00:00\"], \"session_ids\": [\"62483e1d-6269-413e-8d0b-e7dcb113fca3\", \"6734884b-07cb-435d-9380-9f1374dff763\", \"4f5707db-de06-4dfb-8784-7054b14492c1\", \"ad0e8f4e-3b3a-44e8-a67d-9f0fed150b8e\", \"a03e6f48-bf46-4b0d-b0a7-1981be3d4d17\", \"f671e7e0-fc33-4785-a367-5cdb9b1c8de2\", \"167043f0-15fd-46b3-abb8-1225af03e7a3\", \"e46bef91-a3a4-476f-a8fd-672bc75b00f5\", \"ff98e2e0-3f8a-4ea7-a6e1-4bd19136a78c\"], \"total_duration\": 16851.0, \"total_sessions\": 9, \"mean_week_duration\": 78.743}, \"24675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-24 14:18:25.000000+00:00\", \"2022-11-25 18:53:22.000000+00:00\", \"2022-09-08 19:07:18.000000+00:00\"], \"session_ids\": [\"6c4e0359-5995-4200-90ca-0fe439b457d6\", \"30eb788f-3aeb-4610-9ed1-2861f964e16c\", \"0b3945ee-bd5c-4d5c-96b4-f1df5dad0f59\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 1.274}, \"78522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-06-15 03:19:58.000000+00:00\", \"2019-05-16 10:25:58.000000+00:00\"], \"session_ids\": [\"6e41e722-5e9a-4471-a3e9-7914130f8e13\", \"bdba82eb-5c26-4013-bf08-bc8a3ac86471\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 30.2}, \"18849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-17 02:43:15.000000+00:00\", \"2023-01-14 09:15:34.000000+00:00\"], \"session_ids\": [\"ef4c75ed-f228-469f-aded-461a5c4a5650\", \"7f9a8161-09b5-4bf6-a416-8b6d84a49b16\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 4.5}, \"26616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-09 19:07:56.000000+00:00\", \"2020-11-08 06:48:58.000000+00:00\"], \"session_ids\": [\"7f0e3885-fcff-4f2e-813f-e7e751063295\", \"6d2e8dd9-ea3d-41d6-85e4-c29d39b15d59\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.242}, \"90804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-12-31 10:50:03.000000+00:00\", \"2019-08-27 04:02:26.000000+00:00\"], \"session_ids\": [\"baa3df97-7fdd-495a-a575-0d48197b0925\", \"2573f7f1-25bd-421d-bdf9-39a983299549\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"65945\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-08 11:06:08.000000+00:00\", \"2020-02-08 23:33:37.000000+00:00\", \"2022-07-08 04:08:10.000000+00:00\", \"2023-01-05 05:36:34.000000+00:00\", \"2021-10-27 04:02:30.000000+00:00\", \"2020-06-11 10:33:32.000000+00:00\", \"2020-04-03 23:56:41.000000+00:00\", \"2019-08-21 15:53:14.000000+00:00\", \"2020-04-07 04:22:37.000000+00:00\"], \"session_ids\": [\"70515ffa-a635-43c3-957e-75f59b55bb90\", \"3657f321-1c52-413d-9109-0c5825461653\", \"42ed536c-96a5-4ace-8d1a-874eae46b2c7\", \"12442e18-0150-48a1-9b46-c4595e50e974\", \"c4c8a728-b449-4042-b373-f6963aa92bb3\", \"bec79e27-1e22-4218-865b-ae71dba4469c\", \"2b142a0a-cfa5-44d9-aabc-0b7fb6b3ae23\", \"4e56790b-e1d8-45f9-b097-658f5e202637\", \"739fafe7-4142-4a62-8a5c-6eb37b098f71\"], \"total_duration\": 139.0, \"total_sessions\": 9, \"mean_week_duration\": 0.79}, \"20137\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-10-03 08:21:39.000000+00:00\", \"2021-10-27 23:18:06.000000+00:00\", \"2023-05-28 05:20:28.000000+00:00\"], \"session_ids\": [\"6273f494-31e0-46c6-8cba-0bb5c7ccc117\", \"0ebd7281-78a7-4a99-86ee-f1b1e3448f5b\", \"62ca47ce-cce2-457e-b741-692303e08bd2\"], \"total_duration\": 803.0, \"total_sessions\": 3, \"mean_week_duration\": 9.337}, \"13169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-10 22:14:05.000000+00:00\", \"2020-09-05 23:19:24.000000+00:00\"], \"session_ids\": [\"365e9d4f-d3b5-4fb0-8a02-55152dfafc16\", \"065f55b3-4a35-432c-91b8-6a8449d11bf1\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 26.824}, \"28751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-25 15:36:17.000000+00:00\", \"2023-01-04 16:28:46.000000+00:00\", \"2020-06-14 17:56:26.000000+00:00\", \"2021-07-09 19:23:17.000000+00:00\", \"2020-03-15 14:14:47.000000+00:00\", \"2020-04-22 09:32:02.000000+00:00\", \"2023-04-16 01:26:00.000000+00:00\", \"2020-11-07 19:34:19.000000+00:00\", \"2019-03-19 01:27:53.000000+00:00\"], \"session_ids\": [\"c026e920-954a-46ea-a6bf-cf99f25b5658\", \"550493eb-ba39-40cb-8995-856d368cf70c\", \"b73a663d-8f19-4c6d-8810-60bb3a4e0f9d\", \"8d37e735-b57e-46d3-ae2d-79a260cb1ae4\", \"46b4cc21-1e79-4bcc-aa8a-83018965aa68\", \"46df84e6-a00f-46eb-8d5f-c1130119b838\", \"3f33e3f3-2ad1-4912-a6bf-b915eb577278\", \"5a2cfe13-4c13-4f95-8f66-d186fbe109ec\", \"a702727f-bb22-4058-ab02-c0fb5dc26f82\"], \"total_duration\": 5566.0, \"total_sessions\": 9, \"mean_week_duration\": 26.131}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 4 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 4}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"26616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-09 19:07:56.000000+00:00\", \"2020-11-08 06:48:58.000000+00:00\"], \"session_ids\": [\"7f0e3885-fcff-4f2e-813f-e7e751063295\", \"6d2e8dd9-ea3d-41d6-85e4-c29d39b15d59\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.242}}, {\"65945\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-08 11:06:08.000000+00:00\", \"2020-02-08 23:33:37.000000+00:00\", \"2022-07-08 04:08:10.000000+00:00\", \"2023-01-05 05:36:34.000000+00:00\", \"2021-10-27 04:02:30.000000+00:00\", \"2020-06-11 10:33:32.000000+00:00\", \"2020-04-03 23:56:41.000000+00:00\", \"2019-08-21 15:53:14.000000+00:00\", \"2020-04-07 04:22:37.000000+00:00\"], \"session_ids\": [\"70515ffa-a635-43c3-957e-75f59b55bb90\", \"3657f321-1c52-413d-9109-0c5825461653\", \"42ed536c-96a5-4ace-8d1a-874eae46b2c7\", \"12442e18-0150-48a1-9b46-c4595e50e974\", \"c4c8a728-b449-4042-b373-f6963aa92bb3\", \"bec79e27-1e22-4218-865b-ae71dba4469c\", \"2b142a0a-cfa5-44d9-aabc-0b7fb6b3ae23\", \"4e56790b-e1d8-45f9-b097-658f5e202637\", \"739fafe7-4142-4a62-8a5c-6eb37b098f71\"], \"total_duration\": 139.0, \"total_sessions\": 9, \"mean_week_duration\": 0.79}}, {\"24675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-24 14:18:25.000000+00:00\", \"2022-11-25 18:53:22.000000+00:00\", \"2022-09-08 19:07:18.000000+00:00\"], \"session_ids\": [\"6c4e0359-5995-4200-90ca-0fe439b457d6\", \"30eb788f-3aeb-4610-9ed1-2861f964e16c\", \"0b3945ee-bd5c-4d5c-96b4-f1df5dad0f59\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 1.274}}, {\"90804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-12-31 10:50:03.000000+00:00\", \"2019-08-27 04:02:26.000000+00:00\"], \"session_ids\": [\"baa3df97-7fdd-495a-a575-0d48197b0925\", \"2573f7f1-25bd-421d-bdf9-39a983299549\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-24 14:18:25.000000+00:00\", \"2022-11-25 18:53:22.000000+00:00\", \"2022-09-08 19:07:18.000000+00:00\"], \"session_ids\": [\"6c4e0359-5995-4200-90ca-0fe439b457d6\", \"30eb788f-3aeb-4610-9ed1-2861f964e16c\", \"0b3945ee-bd5c-4d5c-96b4-f1df5dad0f59\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 1.274}}, {\"65945\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-08 11:06:08.000000+00:00\", \"2020-02-08 23:33:37.000000+00:00\", \"2022-07-08 04:08:10.000000+00:00\", \"2023-01-05 05:36:34.000000+00:00\", \"2021-10-27 04:02:30.000000+00:00\", \"2020-06-11 10:33:32.000000+00:00\", \"2020-04-03 23:56:41.000000+00:00\", \"2019-08-21 15:53:14.000000+00:00\", \"2020-04-07 04:22:37.000000+00:00\"], \"session_ids\": [\"70515ffa-a635-43c3-957e-75f59b55bb90\", \"3657f321-1c52-413d-9109-0c5825461653\", \"42ed536c-96a5-4ace-8d1a-874eae46b2c7\", \"12442e18-0150-48a1-9b46-c4595e50e974\", \"c4c8a728-b449-4042-b373-f6963aa92bb3\", \"bec79e27-1e22-4218-865b-ae71dba4469c\", \"2b142a0a-cfa5-44d9-aabc-0b7fb6b3ae23\", \"4e56790b-e1d8-45f9-b097-658f5e202637\", \"739fafe7-4142-4a62-8a5c-6eb37b098f71\"], \"total_duration\": 139.0, \"total_sessions\": 9, \"mean_week_duration\": 0.79}}, {\"26616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-09 19:07:56.000000+00:00\", \"2020-11-08 06:48:58.000000+00:00\"], \"session_ids\": [\"7f0e3885-fcff-4f2e-813f-e7e751063295\", \"6d2e8dd9-ea3d-41d6-85e4-c29d39b15d59\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.242}}, {\"90804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-12-31 10:50:03.000000+00:00\", \"2019-08-27 04:02:26.000000+00:00\"], \"session_ids\": [\"baa3df97-7fdd-495a-a575-0d48197b0925\", \"2573f7f1-25bd-421d-bdf9-39a983299549\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}]\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-24 14:18:25.000000+00:00\", \"2022-11-25 18:53:22.000000+00:00\", \"2022-09-08 19:07:18.000000+00:00\"], \"session_ids\": [\"6c4e0359-5995-4200-90ca-0fe439b457d6\", \"30eb788f-3aeb-4610-9ed1-2861f964e16c\", \"0b3945ee-bd5c-4d5c-96b4-f1df5dad0f59\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 1.274}}, {\"65945\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-08 11:06:08.000000+00:00\", \"2020-02-08 23:33:37.000000+00:00\", \"2022-07-08 04:08:10.000000+00:00\", \"2023-01-05 05:36:34.000000+00:00\", \"2021-10-27 04:02:30.000000+00:00\", \"2020-06-11 10:33:32.000000+00:00\", \"2020-04-03 23:56:41.000000+00:00\", \"2019-08-21 15:53:14.000000+00:00\", \"2020-04-07 04:22:37.000000+00:00\"], \"session_ids\": [\"70515ffa-a635-43c3-957e-75f59b55bb90\", \"3657f321-1c52-413d-9109-0c5825461653\", \"42ed536c-96a5-4ace-8d1a-874eae46b2c7\", \"12442e18-0150-48a1-9b46-c4595e50e974\", \"c4c8a728-b449-4042-b373-f6963aa92bb3\", \"bec79e27-1e22-4218-865b-ae71dba4469c\", \"2b142a0a-cfa5-44d9-aabc-0b7fb6b3ae23\", \"4e56790b-e1d8-45f9-b097-658f5e202637\", \"739fafe7-4142-4a62-8a5c-6eb37b098f71\"], \"total_duration\": 139.0, \"total_sessions\": 9, \"mean_week_duration\": 0.79}}, {\"26616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-09 19:07:56.000000+00:00\", \"2020-11-08 06:48:58.000000+00:00\"], \"session_ids\": [\"7f0e3885-fcff-4f2e-813f-e7e751063295\", \"6d2e8dd9-ea3d-41d6-85e4-c29d39b15d59\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.242}}, {\"90804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-12-31 10:50:03.000000+00:00\", \"2019-08-27 04:02:26.000000+00:00\"], \"session_ids\": [\"baa3df97-7fdd-495a-a575-0d48197b0925\", \"2573f7f1-25bd-421d-bdf9-39a983299549\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}]\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[{\"24675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-24 14:18:25.000000+00:00\", \"2022-11-25 18:53:22.000000+00:00\", \"2022-09-08 19:07:18.000000+00:00\"], \"session_ids\": [\"6c4e0359-5995-4200-90ca-0fe439b457d6\", \"30eb788f-3aeb-4610-9ed1-2861f964e16c\", \"0b3945ee-bd5c-4d5c-96b4-f1df5dad0f59\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 1.274}}, {\"65945\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-08 11:06:08.000000+00:00\", \"2020-02-08 23:33:37.000000+00:00\", \"2022-07-08 04:08:10.000000+00:00\", \"2023-01-05 05:36:34.000000+00:00\", \"2021-10-27 04:02:30.000000+00:00\", \"2020-06-11 10:33:32.000000+00:00\", \"2020-04-03 23:56:41.000000+00:00\", \"2019-08-21 15:53:14.000000+00:00\", \"2020-04-07 04:22:37.000000+00:00\"], \"session_ids\": [\"70515ffa-a635-43c3-957e-75f59b55bb90\", \"3657f321-1c52-413d-9109-0c5825461653\", \"42ed536c-96a5-4ace-8d1a-874eae46b2c7\", \"12442e18-0150-48a1-9b46-c4595e50e974\", \"c4c8a728-b449-4042-b373-f6963aa92bb3\", \"bec79e27-1e22-4218-865b-ae71dba4469c\", \"2b142a0a-cfa5-44d9-aabc-0b7fb6b3ae23\", \"4e56790b-e1d8-45f9-b097-658f5e202637\", \"739fafe7-4142-4a62-8a5c-6eb37b098f71\"], \"total_duration\": 139.0, \"total_sessions\": 9, \"mean_week_duration\": 0.79}}, {\"26616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-09 19:07:56.000000+00:00\", \"2020-11-08 06:48:58.000000+00:00\"], \"session_ids\": [\"7f0e3885-fcff-4f2e-813f-e7e751063295\", \"6d2e8dd9-ea3d-41d6-85e4-c29d39b15d59\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.242}}, {\"90804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-12-31 10:50:03.000000+00:00\", \"2019-08-27 04:02:26.000000+00:00\"], \"session_ids\": [\"baa3df97-7fdd-495a-a575-0d48197b0925\", \"2573f7f1-25bd-421d-bdf9-39a983299549\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}]\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": "Provide insights into 4 users who are top-tier based on value of overall total sessions plus do sorting by total_duration from the smallest to the largest as well as show me 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{\"53774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-24 08:41:48.000000+00:00\", \"2019-06-06 19:44:21.000000+00:00\", \"2023-05-19 05:36:26.000000+00:00\"], \"session_ids\": [\"cc5c8feb-d7e8-4993-be4d-83d0110ba86b\", \"c997c1b2-72df-4656-a9d0-7cf165211f9b\", \"7cb4e5f8-dc6c-480c-8966-270f3c57426b\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.413}, \"31652\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-04 08:52:27.000000+00:00\", \"2019-07-16 13:42:44.000000+00:00\", \"2020-07-20 08:20:58.000000+00:00\", \"2022-02-04 21:04:55.000000+00:00\", \"2022-11-25 21:16:16.000000+00:00\", \"2019-11-10 01:27:02.000000+00:00\", \"2020-12-02 18:16:09.000000+00:00\", \"2019-03-19 19:30:24.000000+00:00\", \"2022-09-04 01:33:04.000000+00:00\", \"2021-05-05 17:46:41.000000+00:00\"], \"session_ids\": [\"aa5e3df4-45d0-4cd7-9ab0-6f11aea60a12\", \"ce6120fa-53a8-4bc1-8fbe-9d3f5333b50c\", \"554c877d-dec1-4731-86c3-01c773194d71\", \"f36e7785-c574-42e4-90f3-931fb8ea58dd\", \"881780a4-d643-49fd-af8f-adffab4d96c9\", \"52471e76-9656-45fa-aa3f-f5cdee89ad52\", \"8f67d301-38e9-4a70-bb6a-9ca1ec0e2728\", \"3ed9b316-0792-477b-b730-22b47e52488e\", \"89fe68ef-af60-41d4-bbf2-14a8d49d004b\", \"84887bf1-bf56-4a26-81c0-c44ca8a4b282\"], \"total_duration\": 5923.0, \"total_sessions\": 10, \"mean_week_duration\": 30.689}, \"44680\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-06-07 01:09:53.000000+00:00\", \"2023-01-16 11:44:47.000000+00:00\", \"2020-02-14 06:45:03.000000+00:00\"], \"session_ids\": [\"c14b1fba-3a75-4c33-94ec-579bfe697922\", \"fc3dc25a-4e37-4d7e-a952-cfaaa3a0d87f\", \"bfc04686-3345-45d0-ab9d-db64ec77475c\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 1.288}, \"94215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-03 08:31:01.000000+00:00\", \"2019-11-24 04:58:44.000000+00:00\", \"2019-03-21 07:10:57.000000+00:00\"], \"session_ids\": [\"2596c91a-c2aa-4766-8822-9405cae4e0b4\", \"c5df834c-15ff-484e-8ee5-f1ff7101050d\", \"a16c8c35-1602-486c-a035-98a2deed2986\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 1.701}, \"65980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-11-07 21:09:32.000000+00:00\", \"2021-08-16 12:15:01.000000+00:00\"], \"session_ids\": [\"7074129f-90ae-435d-bbba-b84eff4c77fd\", \"08b150af-589e-480f-b6d6-bab853a038b6\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 6.61}, \"3425\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-05 19:39:41.000000+00:00\", \"2019-10-07 19:16:18.000000+00:00\", \"2023-04-17 08:43:27.000000+00:00\"], \"session_ids\": [\"753088c2-3d65-45cc-ab56-837dca50f81b\", \"e8ef95cb-9dcc-422e-87fd-863f9b2f2432\", \"41546bc5-43ab-4e64-b677-865880283c9b\"], \"total_duration\": 154.0, \"total_sessions\": 3, \"mean_week_duration\": 0.837}, \"59256\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-28 22:10:26.000000+00:00\", \"2020-04-02 10:53:29.000000+00:00\"], \"session_ids\": [\"a6ae051b-97d5-49d7-8dbf-d04e69a6dc92\", \"77daa4f0-bd4c-461f-8eeb-7e191dc37f07\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 3.538}, \"9033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-11 09:53:29.000000+00:00\", \"2019-12-15 10:34:20.000000+00:00\", \"2023-03-11 07:43:42.000000+00:00\", \"2022-01-14 17:02:11.000000+00:00\", \"2021-07-13 12:15:35.000000+00:00\", \"2019-04-05 12:52:43.000000+00:00\"], \"session_ids\": [\"793c5ffc-ebc1-4715-9f2c-c255e917fde9\", \"45683ffb-8fd3-4f53-88ce-b5ff5132eace\", \"9b4b091b-ec39-4138-b517-49ef4271486f\", \"8d36e1e2-6033-4785-a96a-f63d41586aaf\", \"8884c6c5-6323-4a9e-8a70-828229a80455\", \"43322b87-8ccb-47b0-b5a5-33f4fc2a4c60\"], \"total_duration\": 539.0, \"total_sessions\": 6, \"mean_week_duration\": 2.629}, \"37719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-05-20 11:41:06.000000+00:00\", \"2021-05-06 19:27:22.000000+00:00\", \"2023-04-20 12:04:47.000000+00:00\", \"2021-03-06 09:50:38.000000+00:00\", \"2022-04-27 19:36:17.000000+00:00\", \"2020-09-24 14:30:54.000000+00:00\", \"2021-01-15 20:01:36.000000+00:00\"], \"session_ids\": [\"db1817a9-9c34-4a58-910f-e036729afd34\", \"011dd0ff-cdfa-4ae1-8c27-aa24bdd1aa7b\", \"8e60cba6-aca5-4c5e-add7-73c45355e43d\", \"0ee3f945-4242-493a-83fb-2f2de0b78ee0\", \"c325c7f1-bbe5-4fff-b65f-f038b2000503\", \"30bc3510-906a-4c4b-a5fd-23a1f94bebce\", \"fbd5bc54-f3cb-46b9-9999-8c4159649254\"], \"total_duration\": 6073.0, \"total_sessions\": 7, \"mean_week_duration\": 29.624}, \"36994\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-30 23:01:27.000000+00:00\", \"2022-10-12 17:24:37.000000+00:00\"], \"session_ids\": [\"a3101587-8987-4dd9-bd4e-a544d9a44bee\", \"0d54e73e-7961-4a4a-a86c-7a1984258b66\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.366}}\n```\n"
},
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest 4 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 4}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"31652\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-04 08:52:27.000000+00:00\", \"2019-07-16 13:42:44.000000+00:00\", \"2020-07-20 08:20:58.000000+00:00\", \"2022-02-04 21:04:55.000000+00:00\", \"2022-11-25 21:16:16.000000+00:00\", \"2019-11-10 01:27:02.000000+00:00\", \"2020-12-02 18:16:09.000000+00:00\", \"2019-03-19 19:30:24.000000+00:00\", \"2022-09-04 01:33:04.000000+00:00\", \"2021-05-05 17:46:41.000000+00:00\"], \"session_ids\": [\"aa5e3df4-45d0-4cd7-9ab0-6f11aea60a12\", \"ce6120fa-53a8-4bc1-8fbe-9d3f5333b50c\", \"554c877d-dec1-4731-86c3-01c773194d71\", \"f36e7785-c574-42e4-90f3-931fb8ea58dd\", \"881780a4-d643-49fd-af8f-adffab4d96c9\", \"52471e76-9656-45fa-aa3f-f5cdee89ad52\", \"8f67d301-38e9-4a70-bb6a-9ca1ec0e2728\", \"3ed9b316-0792-477b-b730-22b47e52488e\", \"89fe68ef-af60-41d4-bbf2-14a8d49d004b\", \"84887bf1-bf56-4a26-81c0-c44ca8a4b282\"], \"total_duration\": 5923.0, \"total_sessions\": 10, \"mean_week_duration\": 30.689}}, {\"37719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-05-20 11:41:06.000000+00:00\", \"2021-05-06 19:27:22.000000+00:00\", \"2023-04-20 12:04:47.000000+00:00\", \"2021-03-06 09:50:38.000000+00:00\", \"2022-04-27 19:36:17.000000+00:00\", \"2020-09-24 14:30:54.000000+00:00\", \"2021-01-15 20:01:36.000000+00:00\"], \"session_ids\": [\"db1817a9-9c34-4a58-910f-e036729afd34\", \"011dd0ff-cdfa-4ae1-8c27-aa24bdd1aa7b\", \"8e60cba6-aca5-4c5e-add7-73c45355e43d\", \"0ee3f945-4242-493a-83fb-2f2de0b78ee0\", \"c325c7f1-bbe5-4fff-b65f-f038b2000503\", \"30bc3510-906a-4c4b-a5fd-23a1f94bebce\", \"fbd5bc54-f3cb-46b9-9999-8c4159649254\"], \"total_duration\": 6073.0, \"total_sessions\": 7, \"mean_week_duration\": 29.624}}, {\"9033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-11 09:53:29.000000+00:00\", \"2019-12-15 10:34:20.000000+00:00\", \"2023-03-11 07:43:42.000000+00:00\", \"2022-01-14 17:02:11.000000+00:00\", \"2021-07-13 12:15:35.000000+00:00\", \"2019-04-05 12:52:43.000000+00:00\"], \"session_ids\": [\"793c5ffc-ebc1-4715-9f2c-c255e917fde9\", \"45683ffb-8fd3-4f53-88ce-b5ff5132eace\", \"9b4b091b-ec39-4138-b517-49ef4271486f\", \"8d36e1e2-6033-4785-a96a-f63d41586aaf\", \"8884c6c5-6323-4a9e-8a70-828229a80455\", \"43322b87-8ccb-47b0-b5a5-33f4fc2a4c60\"], \"total_duration\": 539.0, \"total_sessions\": 6, \"mean_week_duration\": 2.629}}, {\"53774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-24 08:41:48.000000+00:00\", \"2019-06-06 19:44:21.000000+00:00\", \"2023-05-19 05:36:26.000000+00:00\"], \"session_ids\": [\"cc5c8feb-d7e8-4993-be4d-83d0110ba86b\", \"c997c1b2-72df-4656-a9d0-7cf165211f9b\", \"7cb4e5f8-dc6c-480c-8966-270f3c57426b\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.413}}]\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[{\"53774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-24 08:41:48.000000+00:00\", \"2019-06-06 19:44:21.000000+00:00\", \"2023-05-19 05:36:26.000000+00:00\"], \"session_ids\": [\"cc5c8feb-d7e8-4993-be4d-83d0110ba86b\", \"c997c1b2-72df-4656-a9d0-7cf165211f9b\", \"7cb4e5f8-dc6c-480c-8966-270f3c57426b\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.413}}, {\"9033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-11 09:53:29.000000+00:00\", \"2019-12-15 10:34:20.000000+00:00\", \"2023-03-11 07:43:42.000000+00:00\", \"2022-01-14 17:02:11.000000+00:00\", \"2021-07-13 12:15:35.000000+00:00\", \"2019-04-05 12:52:43.000000+00:00\"], \"session_ids\": [\"793c5ffc-ebc1-4715-9f2c-c255e917fde9\", \"45683ffb-8fd3-4f53-88ce-b5ff5132eace\", \"9b4b091b-ec39-4138-b517-49ef4271486f\", \"8d36e1e2-6033-4785-a96a-f63d41586aaf\", \"8884c6c5-6323-4a9e-8a70-828229a80455\", \"43322b87-8ccb-47b0-b5a5-33f4fc2a4c60\"], \"total_duration\": 539.0, \"total_sessions\": 6, \"mean_week_duration\": 2.629}}, {\"31652\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-04 08:52:27.000000+00:00\", \"2019-07-16 13:42:44.000000+00:00\", \"2020-07-20 08:20:58.000000+00:00\", \"2022-02-04 21:04:55.000000+00:00\", \"2022-11-25 21:16:16.000000+00:00\", \"2019-11-10 01:27:02.000000+00:00\", \"2020-12-02 18:16:09.000000+00:00\", \"2019-03-19 19:30:24.000000+00:00\", \"2022-09-04 01:33:04.000000+00:00\", \"2021-05-05 17:46:41.000000+00:00\"], \"session_ids\": [\"aa5e3df4-45d0-4cd7-9ab0-6f11aea60a12\", \"ce6120fa-53a8-4bc1-8fbe-9d3f5333b50c\", \"554c877d-dec1-4731-86c3-01c773194d71\", \"f36e7785-c574-42e4-90f3-931fb8ea58dd\", \"881780a4-d643-49fd-af8f-adffab4d96c9\", \"52471e76-9656-45fa-aa3f-f5cdee89ad52\", \"8f67d301-38e9-4a70-bb6a-9ca1ec0e2728\", \"3ed9b316-0792-477b-b730-22b47e52488e\", \"89fe68ef-af60-41d4-bbf2-14a8d49d004b\", \"84887bf1-bf56-4a26-81c0-c44ca8a4b282\"], \"total_duration\": 5923.0, \"total_sessions\": 10, \"mean_week_duration\": 30.689}}, {\"37719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-05-20 11:41:06.000000+00:00\", \"2021-05-06 19:27:22.000000+00:00\", \"2023-04-20 12:04:47.000000+00:00\", \"2021-03-06 09:50:38.000000+00:00\", \"2022-04-27 19:36:17.000000+00:00\", \"2020-09-24 14:30:54.000000+00:00\", \"2021-01-15 20:01:36.000000+00:00\"], \"session_ids\": [\"db1817a9-9c34-4a58-910f-e036729afd34\", \"011dd0ff-cdfa-4ae1-8c27-aa24bdd1aa7b\", \"8e60cba6-aca5-4c5e-add7-73c45355e43d\", \"0ee3f945-4242-493a-83fb-2f2de0b78ee0\", \"c325c7f1-bbe5-4fff-b65f-f038b2000503\", \"30bc3510-906a-4c4b-a5fd-23a1f94bebce\", \"fbd5bc54-f3cb-46b9-9999-8c4159649254\"], \"total_duration\": 6073.0, \"total_sessions\": 7, \"mean_week_duration\": 29.624}}]\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[{\"53774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-24 08:41:48.000000+00:00\", \"2019-06-06 19:44:21.000000+00:00\", \"2023-05-19 05:36:26.000000+00:00\"], \"session_ids\": [\"cc5c8feb-d7e8-4993-be4d-83d0110ba86b\", \"c997c1b2-72df-4656-a9d0-7cf165211f9b\", \"7cb4e5f8-dc6c-480c-8966-270f3c57426b\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.413}}, {\"9033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-11 09:53:29.000000+00:00\", \"2019-12-15 10:34:20.000000+00:00\", \"2023-03-11 07:43:42.000000+00:00\", \"2022-01-14 17:02:11.000000+00:00\", \"2021-07-13 12:15:35.000000+00:00\", \"2019-04-05 12:52:43.000000+00:00\"], \"session_ids\": [\"793c5ffc-ebc1-4715-9f2c-c255e917fde9\", \"45683ffb-8fd3-4f53-88ce-b5ff5132eace\", \"9b4b091b-ec39-4138-b517-49ef4271486f\", \"8d36e1e2-6033-4785-a96a-f63d41586aaf\", \"8884c6c5-6323-4a9e-8a70-828229a80455\", \"43322b87-8ccb-47b0-b5a5-33f4fc2a4c60\"], \"total_duration\": 539.0, \"total_sessions\": 6, \"mean_week_duration\": 2.629}}, {\"31652\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-04 08:52:27.000000+00:00\", \"2019-07-16 13:42:44.000000+00:00\", \"2020-07-20 08:20:58.000000+00:00\", \"2022-02-04 21:04:55.000000+00:00\", \"2022-11-25 21:16:16.000000+00:00\", \"2019-11-10 01:27:02.000000+00:00\", \"2020-12-02 18:16:09.000000+00:00\", \"2019-03-19 19:30:24.000000+00:00\", \"2022-09-04 01:33:04.000000+00:00\", \"2021-05-05 17:46:41.000000+00:00\"], \"session_ids\": [\"aa5e3df4-45d0-4cd7-9ab0-6f11aea60a12\", \"ce6120fa-53a8-4bc1-8fbe-9d3f5333b50c\", \"554c877d-dec1-4731-86c3-01c773194d71\", \"f36e7785-c574-42e4-90f3-931fb8ea58dd\", \"881780a4-d643-49fd-af8f-adffab4d96c9\", \"52471e76-9656-45fa-aa3f-f5cdee89ad52\", \"8f67d301-38e9-4a70-bb6a-9ca1ec0e2728\", \"3ed9b316-0792-477b-b730-22b47e52488e\", \"89fe68ef-af60-41d4-bbf2-14a8d49d004b\", \"84887bf1-bf56-4a26-81c0-c44ca8a4b282\"], \"total_duration\": 5923.0, \"total_sessions\": 10, \"mean_week_duration\": 30.689}}]\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[{\"53774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-24 08:41:48.000000+00:00\", \"2019-06-06 19:44:21.000000+00:00\", \"2023-05-19 05:36:26.000000+00:00\"], \"session_ids\": [\"cc5c8feb-d7e8-4993-be4d-83d0110ba86b\", \"c997c1b2-72df-4656-a9d0-7cf165211f9b\", \"7cb4e5f8-dc6c-480c-8966-270f3c57426b\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.413}}, {\"9033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-11 09:53:29.000000+00:00\", \"2019-12-15 10:34:20.000000+00:00\", \"2023-03-11 07:43:42.000000+00:00\", \"2022-01-14 17:02:11.000000+00:00\", \"2021-07-13 12:15:35.000000+00:00\", \"2019-04-05 12:52:43.000000+00:00\"], \"session_ids\": [\"793c5ffc-ebc1-4715-9f2c-c255e917fde9\", \"45683ffb-8fd3-4f53-88ce-b5ff5132eace\", \"9b4b091b-ec39-4138-b517-49ef4271486f\", \"8d36e1e2-6033-4785-a96a-f63d41586aaf\", \"8884c6c5-6323-4a9e-8a70-828229a80455\", \"43322b87-8ccb-47b0-b5a5-33f4fc2a4c60\"], \"total_duration\": 539.0, \"total_sessions\": 6, \"mean_week_duration\": 2.629}}, {\"31652\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-04 08:52:27.000000+00:00\", \"2019-07-16 13:42:44.000000+00:00\", \"2020-07-20 08:20:58.000000+00:00\", \"2022-02-04 21:04:55.000000+00:00\", \"2022-11-25 21:16:16.000000+00:00\", \"2019-11-10 01:27:02.000000+00:00\", \"2020-12-02 18:16:09.000000+00:00\", \"2019-03-19 19:30:24.000000+00:00\", \"2022-09-04 01:33:04.000000+00:00\", \"2021-05-05 17:46:41.000000+00:00\"], \"session_ids\": [\"aa5e3df4-45d0-4cd7-9ab0-6f11aea60a12\", \"ce6120fa-53a8-4bc1-8fbe-9d3f5333b50c\", \"554c877d-dec1-4731-86c3-01c773194d71\", \"f36e7785-c574-42e4-90f3-931fb8ea58dd\", \"881780a4-d643-49fd-af8f-adffab4d96c9\", \"52471e76-9656-45fa-aa3f-f5cdee89ad52\", \"8f67d301-38e9-4a70-bb6a-9ca1ec0e2728\", \"3ed9b316-0792-477b-b730-22b47e52488e\", \"89fe68ef-af60-41d4-bbf2-14a8d49d004b\", \"84887bf1-bf56-4a26-81c0-c44ca8a4b282\"], \"total_duration\": 5923.0, \"total_sessions\": 10, \"mean_week_duration\": 30.689}}]\n```\n\n```\n"
}
] |
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