conversations
list |
|---|
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please offer data on 4 users who are bot-tier based on value of duration total , moreover sort by time in app per week form the lowest to the highest in addition provide me only with 4 pieces of data."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93310\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-08-31 20:00:45.000000+00:00\", \"2022-06-22 11:32:35.000000+00:00\", \"2023-03-25 18:49:28.000000+00:00\"], \"session_ids\": [\"05b141a0-f3f2-4572-a060-058e1771719c\", \"755a328e-4bbc-424e-9e1f-0a58f933f11f\", \"15ed4b62-180e-4844-9cc4-5f848b145573\"], \"total_duration\": 146.0, \"total_sessions\": 3, \"mean_week_duration\": 1.09}, \"89858\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-04-09 01:47:07.000000+00:00\", \"2023-02-14 16:12:56.000000+00:00\"], \"session_ids\": [\"7694f63d-b9f1-4c4a-be52-8d2bcc1dfd83\", \"0183600b-2d91-46c9-a9c7-a85cca663927\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}, \"48562\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-25 17:28:35.000000+00:00\", \"2023-04-24 22:36:41.000000+00:00\", \"2020-03-18 16:46:17.000000+00:00\", \"2022-06-16 04:04:37.000000+00:00\", \"2020-03-14 03:39:21.000000+00:00\", \"2021-09-21 07:53:43.000000+00:00\", \"2019-06-25 12:57:01.000000+00:00\", \"2021-08-01 02:19:32.000000+00:00\", \"2019-11-25 22:18:04.000000+00:00\"], \"session_ids\": [\"af1f2cae-31da-4863-87de-e06875f1a202\", \"16bd94d2-a1b9-4aa1-a6ef-4cf6114735de\", \"e5cf1504-1b67-4e7b-8323-f6ad0fd78166\", \"caeb6cb4-138f-4532-b826-05e44b026665\", \"580dc3a6-8d2d-489c-8215-da35f58510f0\", \"70ef33d7-1caf-42c4-a828-a2e4a8b625e5\", \"f078aab9-3e99-4b3a-a078-5abbd742fce1\", \"2bc29a81-1b79-4361-abb9-28134bc2ce32\", \"c599599d-70b8-4cf0-89a5-4918c1221d47\"], \"total_duration\": 15608.0, \"total_sessions\": 9, \"mean_week_duration\": 78.04}, \"64730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-24 07:47:46.000000+00:00\", \"2022-05-20 17:08:19.000000+00:00\"], \"session_ids\": [\"76581e2d-a8b8-44b8-8447-c147d4a39a87\", \"2e5eecbd-dbd1-41f2-8bfb-65b80395b69a\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.471}, \"28688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-01 06:29:39.000000+00:00\", \"2020-10-25 01:41:31.000000+00:00\"], \"session_ids\": [\"b2f29e63-c0ea-41cf-9700-7a6ed9ed3b0c\", \"4ea591c2-fba3-41e0-84e5-ea10b5eba157\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.379}, \"18264\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-09 11:20:24.000000+00:00\", \"2022-10-20 11:19:34.000000+00:00\", \"2019-06-19 17:55:30.000000+00:00\", \"2020-09-03 07:43:03.000000+00:00\", \"2019-11-03 16:02:04.000000+00:00\", \"2020-03-19 03:32:54.000000+00:00\", \"2019-06-26 07:16:50.000000+00:00\", \"2022-08-30 02:30:46.000000+00:00\", \"2020-11-20 04:54:35.000000+00:00\", \"2019-10-18 21:17:10.000000+00:00\", \"2019-11-17 17:11:41.000000+00:00\"], \"session_ids\": [\"aed6927e-0eec-43a1-bb55-a2052ac47154\", \"634d59eb-6739-4ab2-8a79-81c743e2a9b3\", \"3bc6fa81-d6c2-467a-b585-ffc0c4fd0dd3\", \"ff3ef2d0-d615-4f3a-adad-f58d7c215db9\", \"4853be3d-06f4-4233-873c-c587bd7df757\", \"f585bff7-7d2d-4c76-b385-94246ba43488\", \"224f1dfb-faf1-4911-bf1c-bdb49170d3be\", \"05222ae3-1491-4c61-a837-05f8b5b316ca\", \"11b67849-291f-4bde-b850-a2a8909f9f89\", \"c4c11ddf-d8fd-49cd-9005-a58642440498\", \"a43b9287-cc0a-43b9-9438-2f328f7a4539\"], \"total_duration\": 4760.0, \"total_sessions\": 11, \"mean_week_duration\": 27.356}, \"97943\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-02 07:19:53.000000+00:00\", \"2019-06-01 14:16:36.000000+00:00\", \"2021-11-19 02:53:52.000000+00:00\"], \"session_ids\": [\"53756658-5b0a-4668-8997-e97c4e4cd9e7\", \"222a5af4-79fc-420a-bf21-6cf2c60fecdb\", \"4e625809-d251-4b94-9b90-e91fc76e1ed5\"], \"total_duration\": 382.0, \"total_sessions\": 3, \"mean_week_duration\": 2.83}, \"51839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 18:55:20.000000+00:00\", \"2021-12-20 05:50:41.000000+00:00\"], \"session_ids\": [\"3d68d95b-318e-4843-9290-971d8417aca3\", \"8157bb81-4449-4fce-9851-ad75d52f1f55\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}, \"53734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-26 22:36:46.000000+00:00\", \"2019-12-16 13:49:07.000000+00:00\"], \"session_ids\": [\"a0aec488-d4da-49c0-b234-adb6f6dd4066\", \"e47acf9e-53b1-4e56-a96d-9052af7de522\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 0.992}, \"20143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-21 12:25:05.000000+00:00\", \"2022-08-22 06:06:49.000000+00:00\", \"2022-08-05 07:25:38.000000+00:00\"], \"session_ids\": [\"bc93d918-6a57-45e3-8345-047f56e531c9\", \"8f58f08e-dd58-4b64-8a0c-cb20a8f56e0b\", \"f60b7027-9084-4b94-9527-a01e412ba7b1\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 3.103}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 4 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 4}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"28688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-01 06:29:39.000000+00:00\", \"2020-10-25 01:41:31.000000+00:00\"], \"session_ids\": [\"b2f29e63-c0ea-41cf-9700-7a6ed9ed3b0c\", \"4ea591c2-fba3-41e0-84e5-ea10b5eba157\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.379}}, {\"51839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 18:55:20.000000+00:00\", \"2021-12-20 05:50:41.000000+00:00\"], \"session_ids\": [\"3d68d95b-318e-4843-9290-971d8417aca3\", \"8157bb81-4449-4fce-9851-ad75d52f1f55\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}}, {\"89858\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-04-09 01:47:07.000000+00:00\", \"2023-02-14 16:12:56.000000+00:00\"], \"session_ids\": [\"7694f63d-b9f1-4c4a-be52-8d2bcc1dfd83\", \"0183600b-2d91-46c9-a9c7-a85cca663927\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}}, {\"20143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-21 12:25:05.000000+00:00\", \"2022-08-22 06:06:49.000000+00:00\", \"2022-08-05 07:25:38.000000+00:00\"], \"session_ids\": [\"bc93d918-6a57-45e3-8345-047f56e531c9\", \"8f58f08e-dd58-4b64-8a0c-cb20a8f56e0b\", \"f60b7027-9084-4b94-9527-a01e412ba7b1\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 3.103}}]\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[{\"28688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-01 06:29:39.000000+00:00\", \"2020-10-25 01:41:31.000000+00:00\"], \"session_ids\": [\"b2f29e63-c0ea-41cf-9700-7a6ed9ed3b0c\", \"4ea591c2-fba3-41e0-84e5-ea10b5eba157\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.379}}, {\"51839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 18:55:20.000000+00:00\", \"2021-12-20 05:50:41.000000+00:00\"], \"session_ids\": [\"3d68d95b-318e-4843-9290-971d8417aca3\", \"8157bb81-4449-4fce-9851-ad75d52f1f55\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}}, {\"89858\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-04-09 01:47:07.000000+00:00\", \"2023-02-14 16:12:56.000000+00:00\"], \"session_ids\": [\"7694f63d-b9f1-4c4a-be52-8d2bcc1dfd83\", \"0183600b-2d91-46c9-a9c7-a85cca663927\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}}, {\"20143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-21 12:25:05.000000+00:00\", \"2022-08-22 06:06:49.000000+00:00\", \"2022-08-05 07:25:38.000000+00:00\"], \"session_ids\": [\"bc93d918-6a57-45e3-8345-047f56e531c9\", \"8f58f08e-dd58-4b64-8a0c-cb20a8f56e0b\", \"f60b7027-9084-4b94-9527-a01e412ba7b1\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 3.103}}]\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[{\"28688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-01 06:29:39.000000+00:00\", \"2020-10-25 01:41:31.000000+00:00\"], \"session_ids\": [\"b2f29e63-c0ea-41cf-9700-7a6ed9ed3b0c\", \"4ea591c2-fba3-41e0-84e5-ea10b5eba157\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.379}}, {\"51839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 18:55:20.000000+00:00\", \"2021-12-20 05:50:41.000000+00:00\"], \"session_ids\": [\"3d68d95b-318e-4843-9290-971d8417aca3\", \"8157bb81-4449-4fce-9851-ad75d52f1f55\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}}, {\"89858\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-04-09 01:47:07.000000+00:00\", \"2023-02-14 16:12:56.000000+00:00\"], \"session_ids\": [\"7694f63d-b9f1-4c4a-be52-8d2bcc1dfd83\", \"0183600b-2d91-46c9-a9c7-a85cca663927\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}}, {\"20143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-21 12:25:05.000000+00:00\", \"2022-08-22 06:06:49.000000+00:00\", \"2022-08-05 07:25:38.000000+00:00\"], \"session_ids\": [\"bc93d918-6a57-45e3-8345-047f56e531c9\", \"8f58f08e-dd58-4b64-8a0c-cb20a8f56e0b\", \"f60b7027-9084-4b94-9527-a01e412ba7b1\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 3.103}}]\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[{\"28688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-01 06:29:39.000000+00:00\", \"2020-10-25 01:41:31.000000+00:00\"], \"session_ids\": [\"b2f29e63-c0ea-41cf-9700-7a6ed9ed3b0c\", \"4ea591c2-fba3-41e0-84e5-ea10b5eba157\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.379}}, {\"51839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 18:55:20.000000+00:00\", \"2021-12-20 05:50:41.000000+00:00\"], \"session_ids\": [\"3d68d95b-318e-4843-9290-971d8417aca3\", \"8157bb81-4449-4fce-9851-ad75d52f1f55\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}}, {\"89858\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-04-09 01:47:07.000000+00:00\", \"2023-02-14 16:12:56.000000+00:00\"], \"session_ids\": [\"7694f63d-b9f1-4c4a-be52-8d2bcc1dfd83\", \"0183600b-2d91-46c9-a9c7-a85cca663927\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}}, {\"20143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-21 12:25:05.000000+00:00\", \"2022-08-22 06:06:49.000000+00:00\", \"2022-08-05 07:25:38.000000+00:00\"], \"session_ids\": [\"bc93d918-6a57-45e3-8345-047f56e531c9\", \"8f58f08e-dd58-4b64-8a0c-cb20a8f56e0b\", \"f60b7027-9084-4b94-9527-a01e412ba7b1\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 3.103}}]\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 2 users with a count of sessions that is above 4 and below 8 and in addition do sorting by overall total duration desc."
}
] |
[
{
"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{\"20522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-09 19:33:04.000000+00:00\", \"2019-01-23 10:16:45.000000+00:00\"], \"session_ids\": [\"5e5c4a4e-bc75-4b3d-8dc2-317979bef52b\", \"8ff5d0f4-109a-41c1-bc1a-5ae1fc195809\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 6.2}, \"84050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-01-28 07:45:26.000000+00:00\", \"2020-05-24 04:29:08.000000+00:00\"], \"session_ids\": [\"4a953b0b-a025-41a5-a52c-bdac3f8f0a97\", \"d5f2b0bd-6ad2-4332-9a4d-55908e0c3e54\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 18.412}, \"8624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-07 00:56:28.000000+00:00\", \"2020-07-04 22:39:09.000000+00:00\"], \"session_ids\": [\"0ff10d9a-0a17-4a15-9815-26a15bd51a85\", \"1d8acb0c-3acc-43bb-bcb1-029c73d501f9\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}, \"42289\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-08 20:45:15.000000+00:00\", \"2022-08-22 00:01:16.000000+00:00\", \"2019-01-13 01:05:21.000000+00:00\", \"2023-03-25 13:14:40.000000+00:00\"], \"session_ids\": [\"f98d40d8-b6f4-4f50-b981-875263bce414\", \"95d8dafc-beda-41ce-b280-c75bf57107a2\", \"36fd8446-e64a-4294-bea6-f0aeeb7b36df\", \"b9e3f1a2-0d72-4028-95e8-64f60e9e59f8\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 0.877}, \"33896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-03 15:51:58.000000+00:00\", \"2022-11-23 16:37:18.000000+00:00\", \"2020-10-15 08:14:56.000000+00:00\", \"2021-06-25 14:43:29.000000+00:00\", \"2019-08-07 01:45:02.000000+00:00\", \"2021-02-08 19:28:19.000000+00:00\"], \"session_ids\": [\"9be11323-bd8c-4713-b6a8-3ac0d799273d\", \"f99c9032-78ab-4ef8-bc66-f92c3de19244\", \"ff6017b4-9ec9-405b-bb49-473f6e441fd1\", \"71cf924e-f5d8-46fb-a30c-70dd7e3c472a\", \"c781c0d3-3318-47be-9d4b-b066c149b0a2\", \"3050895b-e531-49aa-b3c5-75de52479896\"], \"total_duration\": 196.0, \"total_sessions\": 6, \"mean_week_duration\": 1.14}, \"94088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-11 01:18:38.000000+00:00\", \"2022-04-19 05:39:34.000000+00:00\"], \"session_ids\": [\"46b4c255-be1b-400f-8d06-71f114055e6b\", \"a1146089-ac04-46c1-b5b6-64b3dcbc591a\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 12.263}, \"83252\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-12-10 06:32:15.000000+00:00\", \"2019-08-10 08:57:58.000000+00:00\", \"2019-11-22 06:03:36.000000+00:00\", \"2021-10-18 22:52:28.000000+00:00\", \"2022-02-22 13:10:05.000000+00:00\", \"2020-04-02 21:02:40.000000+00:00\", \"2022-12-30 14:25:25.000000+00:00\", \"2019-11-10 19:49:51.000000+00:00\", \"2022-04-22 13:31:48.000000+00:00\", \"2021-04-15 20:27:32.000000+00:00\"], \"session_ids\": [\"03f380e7-00f8-408c-9baa-bd305b333300\", \"a15fbce6-fca2-49d3-b2ec-8006b92e1578\", \"258f9e45-f052-4caa-b3e7-ba81f5263338\", \"8bc2dbb8-b07a-42af-94a3-cde91c262298\", \"9cd6b1cd-7bcf-4264-a215-d00508439ad4\", \"96ed35df-0707-44a5-a263-53ecdff0d145\", \"a6690915-50e9-4ee2-916f-cb5a930bc47a\", \"aac4a360-82b7-49f9-94bf-322953775490\", \"7e0879da-5b26-4fb1-a390-74ed5484438d\", \"0f4ff580-5dda-4065-b171-e4b904cc6560\"], \"total_duration\": 42942.0, \"total_sessions\": 10, \"mean_week_duration\": 242.61}, \"95220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-28 11:18:09.000000+00:00\", \"2022-04-13 16:38:59.000000+00:00\", \"2022-07-12 04:36:23.000000+00:00\"], \"session_ids\": [\"fc01fe96-4733-495a-9613-47882aa3eb72\", \"3d091c1c-2c9f-488e-82fa-815b0b899923\", \"685da0ce-e42d-4ede-9f6d-01851fff463f\"], \"total_duration\": 764.0, \"total_sessions\": 3, \"mean_week_duration\": 26.345}, \"93626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"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\": \"Kingston\", \"datetimes\": [\"2020-10-19 10:53:10.000000+00:00\", \"2020-01-27 14:41:54.000000+00:00\"], \"session_ids\": [\"c724f883-2329-43b6-ba79-ae6f8879fbc7\", \"1ae2e0a8-99ca-4d90-b121-3638a33b4b66\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 7.632}, \"56377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-05 20:03:19.000000+00:00\", \"2020-12-10 07:38:53.000000+00:00\", \"2022-09-13 03:10:27.000000+00:00\", \"2022-05-14 07:50:53.000000+00:00\"], \"session_ids\": [\"8307e676-8322-4b5f-ad51-ff82391b6926\", \"3009a19b-d020-433f-ba10-1e8e273b524d\", \"0a6145bb-fcfe-4c8c-b366-50b6f812a830\", \"748d373a-dab4-4259-808f-911a0dda477e\"], \"total_duration\": 1433.0, \"total_sessions\": 4, \"mean_week_duration\": 11.843}}\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 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{\"42289\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-08 20:45:15.000000+00:00\", \"2022-08-22 00:01:16.000000+00:00\", \"2019-01-13 01:05:21.000000+00:00\", \"2023-03-25 13:14:40.000000+00:00\"], \"session_ids\": [\"f98d40d8-b6f4-4f50-b981-875263bce414\", \"95d8dafc-beda-41ce-b280-c75bf57107a2\", \"36fd8446-e64a-4294-bea6-f0aeeb7b36df\", \"b9e3f1a2-0d72-4028-95e8-64f60e9e59f8\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 0.877}, \"33896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-03 15:51:58.000000+00:00\", \"2022-11-23 16:37:18.000000+00:00\", \"2020-10-15 08:14:56.000000+00:00\", \"2021-06-25 14:43:29.000000+00:00\", \"2019-08-07 01:45:02.000000+00:00\", \"2021-02-08 19:28:19.000000+00:00\"], \"session_ids\": [\"9be11323-bd8c-4713-b6a8-3ac0d799273d\", \"f99c9032-78ab-4ef8-bc66-f92c3de19244\", \"ff6017b4-9ec9-405b-bb49-473f6e441fd1\", \"71cf924e-f5d8-46fb-a30c-70dd7e3c472a\", \"c781c0d3-3318-47be-9d4b-b066c149b0a2\", \"3050895b-e531-49aa-b3c5-75de52479896\"], \"total_duration\": 196.0, \"total_sessions\": 6, \"mean_week_duration\": 1.14}, \"56377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-05 20:03:19.000000+00:00\", \"2020-12-10 07:38:53.000000+00:00\", \"2022-09-13 03:10:27.000000+00:00\", \"2022-05-14 07:50:53.000000+00:00\"], \"session_ids\": [\"8307e676-8322-4b5f-ad51-ff82391b6926\", \"3009a19b-d020-433f-ba10-1e8e273b524d\", \"0a6145bb-fcfe-4c8c-b366-50b6f812a830\", \"748d373a-dab4-4259-808f-911a0dda477e\"], \"total_duration\": 1433.0, \"total_sessions\": 4, \"mean_week_duration\": 11.843}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to 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[{\"56377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-05 20:03:19.000000+00:00\", \"2020-12-10 07:38:53.000000+00:00\", \"2022-09-13 03:10:27.000000+00:00\", \"2022-05-14 07:50:53.000000+00:00\"], \"session_ids\": [\"8307e676-8322-4b5f-ad51-ff82391b6926\", \"3009a19b-d020-433f-ba10-1e8e273b524d\", \"0a6145bb-fcfe-4c8c-b366-50b6f812a830\", \"748d373a-dab4-4259-808f-911a0dda477e\"], \"total_duration\": 1433.0, \"total_sessions\": 4, \"mean_week_duration\": 11.843}}, {\"33896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-03 15:51:58.000000+00:00\", \"2022-11-23 16:37:18.000000+00:00\", \"2020-10-15 08:14:56.000000+00:00\", \"2021-06-25 14:43:29.000000+00:00\", \"2019-08-07 01:45:02.000000+00:00\", \"2021-02-08 19:28:19.000000+00:00\"], \"session_ids\": [\"9be11323-bd8c-4713-b6a8-3ac0d799273d\", \"f99c9032-78ab-4ef8-bc66-f92c3de19244\", \"ff6017b4-9ec9-405b-bb49-473f6e441fd1\", \"71cf924e-f5d8-46fb-a30c-70dd7e3c472a\", \"c781c0d3-3318-47be-9d4b-b066c149b0a2\", \"3050895b-e531-49aa-b3c5-75de52479896\"], \"total_duration\": 196.0, \"total_sessions\": 6, \"mean_week_duration\": 1.14}}, {\"42289\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-08 20:45:15.000000+00:00\", \"2022-08-22 00:01:16.000000+00:00\", \"2019-01-13 01:05:21.000000+00:00\", \"2023-03-25 13:14:40.000000+00:00\"], \"session_ids\": [\"f98d40d8-b6f4-4f50-b981-875263bce414\", \"95d8dafc-beda-41ce-b280-c75bf57107a2\", \"36fd8446-e64a-4294-bea6-f0aeeb7b36df\", \"b9e3f1a2-0d72-4028-95e8-64f60e9e59f8\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 0.877}}]\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[{\"56377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-05 20:03:19.000000+00:00\", \"2020-12-10 07:38:53.000000+00:00\", \"2022-09-13 03:10:27.000000+00:00\", \"2022-05-14 07:50:53.000000+00:00\"], \"session_ids\": [\"8307e676-8322-4b5f-ad51-ff82391b6926\", \"3009a19b-d020-433f-ba10-1e8e273b524d\", \"0a6145bb-fcfe-4c8c-b366-50b6f812a830\", \"748d373a-dab4-4259-808f-911a0dda477e\"], \"total_duration\": 1433.0, \"total_sessions\": 4, \"mean_week_duration\": 11.843}}, {\"33896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-03 15:51:58.000000+00:00\", \"2022-11-23 16:37:18.000000+00:00\", \"2020-10-15 08:14:56.000000+00:00\", \"2021-06-25 14:43:29.000000+00:00\", \"2019-08-07 01:45:02.000000+00:00\", \"2021-02-08 19:28:19.000000+00:00\"], \"session_ids\": [\"9be11323-bd8c-4713-b6a8-3ac0d799273d\", \"f99c9032-78ab-4ef8-bc66-f92c3de19244\", \"ff6017b4-9ec9-405b-bb49-473f6e441fd1\", \"71cf924e-f5d8-46fb-a30c-70dd7e3c472a\", \"c781c0d3-3318-47be-9d4b-b066c149b0a2\", \"3050895b-e531-49aa-b3c5-75de52479896\"], \"total_duration\": 196.0, \"total_sessions\": 6, \"mean_week_duration\": 1.14}}]\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[{\"56377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-05 20:03:19.000000+00:00\", \"2020-12-10 07:38:53.000000+00:00\", \"2022-09-13 03:10:27.000000+00:00\", \"2022-05-14 07:50:53.000000+00:00\"], \"session_ids\": [\"8307e676-8322-4b5f-ad51-ff82391b6926\", \"3009a19b-d020-433f-ba10-1e8e273b524d\", \"0a6145bb-fcfe-4c8c-b366-50b6f812a830\", \"748d373a-dab4-4259-808f-911a0dda477e\"], \"total_duration\": 1433.0, \"total_sessions\": 4, \"mean_week_duration\": 11.843}}, {\"33896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-03 15:51:58.000000+00:00\", \"2022-11-23 16:37:18.000000+00:00\", \"2020-10-15 08:14:56.000000+00:00\", \"2021-06-25 14:43:29.000000+00:00\", \"2019-08-07 01:45:02.000000+00:00\", \"2021-02-08 19:28:19.000000+00:00\"], \"session_ids\": [\"9be11323-bd8c-4713-b6a8-3ac0d799273d\", \"f99c9032-78ab-4ef8-bc66-f92c3de19244\", \"ff6017b4-9ec9-405b-bb49-473f6e441fd1\", \"71cf924e-f5d8-46fb-a30c-70dd7e3c472a\", \"c781c0d3-3318-47be-9d4b-b066c149b0a2\", \"3050895b-e531-49aa-b3c5-75de52479896\"], \"total_duration\": 196.0, \"total_sessions\": 6, \"mean_week_duration\": 1.14}}]\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 whose time using the app per week is bigger than 1 (not including) + sort by name of the city form the lowest value to the highest value , moreover 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{\"50974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-09 09:19:52.000000+00:00\", \"2019-11-14 16:31:33.000000+00:00\"], \"session_ids\": [\"0f61a129-d5ca-42e6-acf5-6875acfb5aa7\", \"dc19750b-5122-4d0f-a0b0-0a9894425e2e\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 1.331}, \"14875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-05 07:51:57.000000+00:00\", \"2020-07-13 06:04:56.000000+00:00\", \"2020-08-03 02:44:45.000000+00:00\", \"2022-01-12 03:27:12.000000+00:00\", \"2020-06-15 05:38:27.000000+00:00\"], \"session_ids\": [\"f0d2a339-6a91-4d0f-9e34-04d87140180c\", \"4059ac93-4f1a-4a0d-95a7-f3d4c0da3bac\", \"3b6a0a22-3a52-49c8-b140-76d7c89a1b5d\", \"b1469dfb-358d-4bcf-87b4-c8950db5e8c3\", \"df602719-b7c8-44b6-8063-5e7b274a9a88\"], \"total_duration\": 1655.0, \"total_sessions\": 5, \"mean_week_duration\": 11.259}, \"29441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-17 22:31:46.000000+00:00\", \"2021-05-02 11:59:06.000000+00:00\"], \"session_ids\": [\"47853de2-b30a-4c6f-8761-7209a1f77fe6\", \"db6be0ef-e61c-4792-a3d4-59717ba163e5\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 3.971}, \"16246\": {\"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\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-15 00:02:12.000000+00:00\", \"2022-07-07 13:02:13.000000+00:00\"], \"session_ids\": [\"e1572ec5-be44-4528-98df-c3e3d57bc8cc\", \"e688990d-7182-433b-ad74-d2930a707bc6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 0.763}, \"30563\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-12-11 09:29:02.000000+00:00\", \"2020-01-23 00:38:30.000000+00:00\", \"2023-06-24 00:23:40.000000+00:00\", \"2019-03-04 18:11:13.000000+00:00\", \"2021-06-26 16:11:13.000000+00:00\", \"2020-11-10 06:54:31.000000+00:00\", \"2020-05-15 13:45:00.000000+00:00\", \"2021-01-09 01:15:14.000000+00:00\"], \"session_ids\": [\"748bcc75-5e91-461b-a762-1bf84f8056ce\", \"21727820-088e-4c4e-ba44-834a70268fba\", \"b1fb66af-e102-4ab5-94aa-49d4e07e223f\", \"4bac8035-c1b6-4eb9-8372-f3ea89a369f4\", \"0fce4a72-2f98-4966-b583-468a3c94c4e8\", \"a46739d7-9658-443e-bf7e-56924f0aaf1e\", \"86a80a79-2a16-45ba-b270-10a1d10e0abf\", \"1a7ca5f0-db6a-49c4-b723-509369e3396f\"], \"total_duration\": 4121.0, \"total_sessions\": 8, \"mean_week_duration\": 18.316}, \"78107\": {\"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\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 22:20:48.000000+00:00\", \"2022-06-24 19:52:49.000000+00:00\"], \"session_ids\": [\"0330af6a-c358-4486-bcd3-6bf285c80742\", \"26fa3822-5799-40f4-b83e-fab1f08b170a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}, \"78595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-21 00:12:42.000000+00:00\", \"2020-01-06 08:35:17.000000+00:00\"], \"session_ids\": [\"00b18c92-6f59-4e3f-85cc-8bb8270ffcf6\", \"abe95363-e18b-47f8-9566-e131bcd651b5\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}, \"11776\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-10 11:30:33.000000+00:00\", \"2021-04-12 09:06:47.000000+00:00\"], \"session_ids\": [\"4400d83f-b617-4f04-8f3b-173bd845e312\", \"1fa8a7a4-256d-4532-a8b5-2440c9f754fd\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 91.8}, \"4079\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-09 06:29:10.000000+00:00\", \"2019-03-31 05:21:15.000000+00:00\"], \"session_ids\": [\"678b5283-0a6f-4c9b-8fab-60c7d94523b8\", \"d57f4c73-69f7-4b87-846b-f8f30bdb6d8d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}, \"54370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-24 04:29:40.000000+00:00\", \"2019-08-24 17:13:54.000000+00:00\", \"2022-02-17 23:19:32.000000+00:00\", \"2020-02-28 15:09:45.000000+00:00\"], \"session_ids\": [\"16da2f0d-bc4d-42ab-ad3a-4dc00709ab21\", \"7f0a8a1f-813e-4370-8cd4-ca3483385789\", \"3454f866-c84e-4d3e-999b-f54609f1f2ca\", \"8c8fd960-ebb1-4a13-b1da-29c0cfb422b2\"], \"total_duration\": 1293.0, \"total_sessions\": 4, \"mean_week_duration\": 8.288}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are 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, 38]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"50974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-09 09:19:52.000000+00:00\", \"2019-11-14 16:31:33.000000+00:00\"], \"session_ids\": [\"0f61a129-d5ca-42e6-acf5-6875acfb5aa7\", \"dc19750b-5122-4d0f-a0b0-0a9894425e2e\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 1.331}, \"14875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-05 07:51:57.000000+00:00\", \"2020-07-13 06:04:56.000000+00:00\", \"2020-08-03 02:44:45.000000+00:00\", \"2022-01-12 03:27:12.000000+00:00\", \"2020-06-15 05:38:27.000000+00:00\"], \"session_ids\": [\"f0d2a339-6a91-4d0f-9e34-04d87140180c\", \"4059ac93-4f1a-4a0d-95a7-f3d4c0da3bac\", \"3b6a0a22-3a52-49c8-b140-76d7c89a1b5d\", \"b1469dfb-358d-4bcf-87b4-c8950db5e8c3\", \"df602719-b7c8-44b6-8063-5e7b274a9a88\"], \"total_duration\": 1655.0, \"total_sessions\": 5, \"mean_week_duration\": 11.259}, \"29441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-17 22:31:46.000000+00:00\", \"2021-05-02 11:59:06.000000+00:00\"], \"session_ids\": [\"47853de2-b30a-4c6f-8761-7209a1f77fe6\", \"db6be0ef-e61c-4792-a3d4-59717ba163e5\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 3.971}, \"30563\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-12-11 09:29:02.000000+00:00\", \"2020-01-23 00:38:30.000000+00:00\", \"2023-06-24 00:23:40.000000+00:00\", \"2019-03-04 18:11:13.000000+00:00\", \"2021-06-26 16:11:13.000000+00:00\", \"2020-11-10 06:54:31.000000+00:00\", \"2020-05-15 13:45:00.000000+00:00\", \"2021-01-09 01:15:14.000000+00:00\"], \"session_ids\": [\"748bcc75-5e91-461b-a762-1bf84f8056ce\", \"21727820-088e-4c4e-ba44-834a70268fba\", \"b1fb66af-e102-4ab5-94aa-49d4e07e223f\", \"4bac8035-c1b6-4eb9-8372-f3ea89a369f4\", \"0fce4a72-2f98-4966-b583-468a3c94c4e8\", \"a46739d7-9658-443e-bf7e-56924f0aaf1e\", \"86a80a79-2a16-45ba-b270-10a1d10e0abf\", \"1a7ca5f0-db6a-49c4-b723-509369e3396f\"], \"total_duration\": 4121.0, \"total_sessions\": 8, \"mean_week_duration\": 18.316}, \"78107\": {\"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\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 22:20:48.000000+00:00\", \"2022-06-24 19:52:49.000000+00:00\"], \"session_ids\": [\"0330af6a-c358-4486-bcd3-6bf285c80742\", \"26fa3822-5799-40f4-b83e-fab1f08b170a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}, \"78595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-21 00:12:42.000000+00:00\", \"2020-01-06 08:35:17.000000+00:00\"], \"session_ids\": [\"00b18c92-6f59-4e3f-85cc-8bb8270ffcf6\", \"abe95363-e18b-47f8-9566-e131bcd651b5\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}, \"11776\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-10 11:30:33.000000+00:00\", \"2021-04-12 09:06:47.000000+00:00\"], \"session_ids\": [\"4400d83f-b617-4f04-8f3b-173bd845e312\", \"1fa8a7a4-256d-4532-a8b5-2440c9f754fd\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 91.8}, \"54370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-24 04:29:40.000000+00:00\", \"2019-08-24 17:13:54.000000+00:00\", \"2022-02-17 23:19:32.000000+00:00\", \"2020-02-28 15:09:45.000000+00:00\"], \"session_ids\": [\"16da2f0d-bc4d-42ab-ad3a-4dc00709ab21\", \"7f0a8a1f-813e-4370-8cd4-ca3483385789\", \"3454f866-c84e-4d3e-999b-f54609f1f2ca\", \"8c8fd960-ebb1-4a13-b1da-29c0cfb422b2\"], \"total_duration\": 1293.0, \"total_sessions\": 4, \"mean_week_duration\": 8.288}}\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[{\"78595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-21 00:12:42.000000+00:00\", \"2020-01-06 08:35:17.000000+00:00\"], \"session_ids\": [\"00b18c92-6f59-4e3f-85cc-8bb8270ffcf6\", \"abe95363-e18b-47f8-9566-e131bcd651b5\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}, {\"54370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-24 04:29:40.000000+00:00\", \"2019-08-24 17:13:54.000000+00:00\", \"2022-02-17 23:19:32.000000+00:00\", \"2020-02-28 15:09:45.000000+00:00\"], \"session_ids\": [\"16da2f0d-bc4d-42ab-ad3a-4dc00709ab21\", \"7f0a8a1f-813e-4370-8cd4-ca3483385789\", \"3454f866-c84e-4d3e-999b-f54609f1f2ca\", \"8c8fd960-ebb1-4a13-b1da-29c0cfb422b2\"], \"total_duration\": 1293.0, \"total_sessions\": 4, \"mean_week_duration\": 8.288}}, {\"29441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-17 22:31:46.000000+00:00\", \"2021-05-02 11:59:06.000000+00:00\"], \"session_ids\": [\"47853de2-b30a-4c6f-8761-7209a1f77fe6\", \"db6be0ef-e61c-4792-a3d4-59717ba163e5\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 3.971}}, {\"78107\": {\"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\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 22:20:48.000000+00:00\", \"2022-06-24 19:52:49.000000+00:00\"], \"session_ids\": [\"0330af6a-c358-4486-bcd3-6bf285c80742\", \"26fa3822-5799-40f4-b83e-fab1f08b170a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}}, {\"30563\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-12-11 09:29:02.000000+00:00\", \"2020-01-23 00:38:30.000000+00:00\", \"2023-06-24 00:23:40.000000+00:00\", \"2019-03-04 18:11:13.000000+00:00\", \"2021-06-26 16:11:13.000000+00:00\", \"2020-11-10 06:54:31.000000+00:00\", \"2020-05-15 13:45:00.000000+00:00\", \"2021-01-09 01:15:14.000000+00:00\"], \"session_ids\": [\"748bcc75-5e91-461b-a762-1bf84f8056ce\", \"21727820-088e-4c4e-ba44-834a70268fba\", \"b1fb66af-e102-4ab5-94aa-49d4e07e223f\", \"4bac8035-c1b6-4eb9-8372-f3ea89a369f4\", \"0fce4a72-2f98-4966-b583-468a3c94c4e8\", \"a46739d7-9658-443e-bf7e-56924f0aaf1e\", \"86a80a79-2a16-45ba-b270-10a1d10e0abf\", \"1a7ca5f0-db6a-49c4-b723-509369e3396f\"], \"total_duration\": 4121.0, \"total_sessions\": 8, \"mean_week_duration\": 18.316}}, {\"50974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-09 09:19:52.000000+00:00\", \"2019-11-14 16:31:33.000000+00:00\"], \"session_ids\": [\"0f61a129-d5ca-42e6-acf5-6875acfb5aa7\", \"dc19750b-5122-4d0f-a0b0-0a9894425e2e\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 1.331}}, {\"14875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-05 07:51:57.000000+00:00\", \"2020-07-13 06:04:56.000000+00:00\", \"2020-08-03 02:44:45.000000+00:00\", \"2022-01-12 03:27:12.000000+00:00\", \"2020-06-15 05:38:27.000000+00:00\"], \"session_ids\": [\"f0d2a339-6a91-4d0f-9e34-04d87140180c\", \"4059ac93-4f1a-4a0d-95a7-f3d4c0da3bac\", \"3b6a0a22-3a52-49c8-b140-76d7c89a1b5d\", \"b1469dfb-358d-4bcf-87b4-c8950db5e8c3\", \"df602719-b7c8-44b6-8063-5e7b274a9a88\"], \"total_duration\": 1655.0, \"total_sessions\": 5, \"mean_week_duration\": 11.259}}, {\"11776\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-10 11:30:33.000000+00:00\", \"2021-04-12 09:06:47.000000+00:00\"], \"session_ids\": [\"4400d83f-b617-4f04-8f3b-173bd845e312\", \"1fa8a7a4-256d-4532-a8b5-2440c9f754fd\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 91.8}}]\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[{\"78595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-21 00:12:42.000000+00:00\", \"2020-01-06 08:35:17.000000+00:00\"], \"session_ids\": [\"00b18c92-6f59-4e3f-85cc-8bb8270ffcf6\", \"abe95363-e18b-47f8-9566-e131bcd651b5\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}, {\"54370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-24 04:29:40.000000+00:00\", \"2019-08-24 17:13:54.000000+00:00\", \"2022-02-17 23:19:32.000000+00:00\", \"2020-02-28 15:09:45.000000+00:00\"], \"session_ids\": [\"16da2f0d-bc4d-42ab-ad3a-4dc00709ab21\", \"7f0a8a1f-813e-4370-8cd4-ca3483385789\", \"3454f866-c84e-4d3e-999b-f54609f1f2ca\", \"8c8fd960-ebb1-4a13-b1da-29c0cfb422b2\"], \"total_duration\": 1293.0, \"total_sessions\": 4, \"mean_week_duration\": 8.288}}]\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[{\"78595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-21 00:12:42.000000+00:00\", \"2020-01-06 08:35:17.000000+00:00\"], \"session_ids\": [\"00b18c92-6f59-4e3f-85cc-8bb8270ffcf6\", \"abe95363-e18b-47f8-9566-e131bcd651b5\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}, {\"54370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-24 04:29:40.000000+00:00\", \"2019-08-24 17:13:54.000000+00:00\", \"2022-02-17 23:19:32.000000+00:00\", \"2020-02-28 15:09:45.000000+00:00\"], \"session_ids\": [\"16da2f0d-bc4d-42ab-ad3a-4dc00709ab21\", \"7f0a8a1f-813e-4370-8cd4-ca3483385789\", \"3454f866-c84e-4d3e-999b-f54609f1f2ca\", \"8c8fd960-ebb1-4a13-b1da-29c0cfb422b2\"], \"total_duration\": 1293.0, \"total_sessions\": 4, \"mean_week_duration\": 8.288}}]\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 who has total_sessions strictly bigger than 2 and smaller than 9 also apply sorting by town name 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{\"93820\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-06 15:47:46.000000+00:00\", \"2022-12-25 19:24:09.000000+00:00\", \"2022-10-02 10:06:23.000000+00:00\"], \"session_ids\": [\"e2d03e74-9cd2-4cee-af5d-55c00bff2317\", \"ced47217-fcc7-4996-aec6-5898e3c97b15\", \"670601de-cff5-451a-a197-02ca5252fddb\"], \"total_duration\": 730.0, \"total_sessions\": 3, \"mean_week_duration\": 3.527}, \"33431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-09-15 18:20:32.000000+00:00\", \"2019-06-16 08:01:50.000000+00:00\"], \"session_ids\": [\"54f43886-abd7-4287-a906-13fdd45faab6\", \"1bc34f9b-22f7-4636-93cb-ab9acf42e405\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.508}, \"77763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-01 08:00:36.000000+00:00\", \"2019-08-11 12:23:10.000000+00:00\"], \"session_ids\": [\"c2633c0c-4da2-4e75-935f-63bc7c792cfc\", \"b4ff6a5c-619b-46d5-872c-a355078f02f5\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}, \"15366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-18 09:25:10.000000+00:00\", \"2022-05-20 20:56:21.000000+00:00\"], \"session_ids\": [\"088d8bf2-ff9b-4861-83f7-29e384df66e3\", \"8e231512-261e-4d43-ae19-9561f0c99a0b\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 9.486}, \"67945\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-06-30 08:24:24.000000+00:00\", \"2020-03-10 11:40:25.000000+00:00\"], \"session_ids\": [\"977da65b-25f6-4b9f-9edb-801edc1aca65\", \"70313e0c-ceac-4d0e-9509-ea136ffb8b69\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}, \"57581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-24 00:28:24.000000+00:00\", \"2020-05-12 15:54:51.000000+00:00\"], \"session_ids\": [\"3d6763b2-8e09-416e-a399-862d421eb60a\", \"8bdae715-074a-46b5-9f82-70d45bcba5f9\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 7.05}, \"32633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-10-03 19:46:11.000000+00:00\", \"2021-04-20 09:24:45.000000+00:00\"], \"session_ids\": [\"5e41cccb-a7e8-4b28-9f04-a492e4a5ab2e\", \"fe0b7c7f-a943-4eb3-90d5-9a061b6e3c83\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 5.931}, \"19395\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-29 20:22:08.000000+00:00\", \"2019-08-09 10:11:59.000000+00:00\"], \"session_ids\": [\"503d08ca-9526-4fe1-9e73-628e52702c8e\", \"bbb2d7da-e39f-42fa-a43f-e6e213dcd9b7\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"86769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 00:56:27.000000+00:00\", \"2022-09-05 08:30:24.000000+00:00\", \"2021-01-07 09:21:49.000000+00:00\"], \"session_ids\": [\"a0afa833-4f0c-4808-ae29-38f40f0e0598\", \"ca485b69-2073-4843-bd29-0ca9e39eae1b\", \"497aa90c-3d8b-4a57-9d2d-55462e470e3b\"], \"total_duration\": 133.0, \"total_sessions\": 3, \"mean_week_duration\": 0.816}, \"88660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-12 20:03:39.000000+00:00\", \"2020-07-26 02:48:01.000000+00:00\", \"2019-11-06 06:39:10.000000+00:00\", \"2021-06-26 17:20:15.000000+00:00\"], \"session_ids\": [\"fd0f7374-9050-4b6c-9bf6-b955a0f7979c\", \"bb4aeeff-4034-4556-8ddd-e488857b3454\", \"917e2077-4d70-4f2b-85bb-a0c57e5f0cb5\", \"22f7b29d-d1a3-4b67-a6f4-8ed345ab5592\"], \"total_duration\": 1919.0, \"total_sessions\": 4, \"mean_week_duration\": 22.314}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 2 and are equal or less than 9"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93820\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-06 15:47:46.000000+00:00\", \"2022-12-25 19:24:09.000000+00:00\", \"2022-10-02 10:06:23.000000+00:00\"], \"session_ids\": [\"e2d03e74-9cd2-4cee-af5d-55c00bff2317\", \"ced47217-fcc7-4996-aec6-5898e3c97b15\", \"670601de-cff5-451a-a197-02ca5252fddb\"], \"total_duration\": 730.0, \"total_sessions\": 3, \"mean_week_duration\": 3.527}, \"86769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 00:56:27.000000+00:00\", \"2022-09-05 08:30:24.000000+00:00\", \"2021-01-07 09:21:49.000000+00:00\"], \"session_ids\": [\"a0afa833-4f0c-4808-ae29-38f40f0e0598\", \"ca485b69-2073-4843-bd29-0ca9e39eae1b\", \"497aa90c-3d8b-4a57-9d2d-55462e470e3b\"], \"total_duration\": 133.0, \"total_sessions\": 3, \"mean_week_duration\": 0.816}, \"88660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-12 20:03:39.000000+00:00\", \"2020-07-26 02:48:01.000000+00:00\", \"2019-11-06 06:39:10.000000+00:00\", \"2021-06-26 17:20:15.000000+00:00\"], \"session_ids\": [\"fd0f7374-9050-4b6c-9bf6-b955a0f7979c\", \"bb4aeeff-4034-4556-8ddd-e488857b3454\", \"917e2077-4d70-4f2b-85bb-a0c57e5f0cb5\", \"22f7b29d-d1a3-4b67-a6f4-8ed345ab5592\"], \"total_duration\": 1919.0, \"total_sessions\": 4, \"mean_week_duration\": 22.314}}\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[{\"86769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 00:56:27.000000+00:00\", \"2022-09-05 08:30:24.000000+00:00\", \"2021-01-07 09:21:49.000000+00:00\"], \"session_ids\": [\"a0afa833-4f0c-4808-ae29-38f40f0e0598\", \"ca485b69-2073-4843-bd29-0ca9e39eae1b\", \"497aa90c-3d8b-4a57-9d2d-55462e470e3b\"], \"total_duration\": 133.0, \"total_sessions\": 3, \"mean_week_duration\": 0.816}}, {\"88660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-12 20:03:39.000000+00:00\", \"2020-07-26 02:48:01.000000+00:00\", \"2019-11-06 06:39:10.000000+00:00\", \"2021-06-26 17:20:15.000000+00:00\"], \"session_ids\": [\"fd0f7374-9050-4b6c-9bf6-b955a0f7979c\", \"bb4aeeff-4034-4556-8ddd-e488857b3454\", \"917e2077-4d70-4f2b-85bb-a0c57e5f0cb5\", \"22f7b29d-d1a3-4b67-a6f4-8ed345ab5592\"], \"total_duration\": 1919.0, \"total_sessions\": 4, \"mean_week_duration\": 22.314}}, {\"93820\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-06 15:47:46.000000+00:00\", \"2022-12-25 19:24:09.000000+00:00\", \"2022-10-02 10:06:23.000000+00:00\"], \"session_ids\": [\"e2d03e74-9cd2-4cee-af5d-55c00bff2317\", \"ced47217-fcc7-4996-aec6-5898e3c97b15\", \"670601de-cff5-451a-a197-02ca5252fddb\"], \"total_duration\": 730.0, \"total_sessions\": 3, \"mean_week_duration\": 3.527}}]\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[{\"86769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 00:56:27.000000+00:00\", \"2022-09-05 08:30:24.000000+00:00\", \"2021-01-07 09:21:49.000000+00:00\"], \"session_ids\": [\"a0afa833-4f0c-4808-ae29-38f40f0e0598\", \"ca485b69-2073-4843-bd29-0ca9e39eae1b\", \"497aa90c-3d8b-4a57-9d2d-55462e470e3b\"], \"total_duration\": 133.0, \"total_sessions\": 3, \"mean_week_duration\": 0.816}}]\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[{\"86769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 00:56:27.000000+00:00\", \"2022-09-05 08:30:24.000000+00:00\", \"2021-01-07 09:21:49.000000+00:00\"], \"session_ids\": [\"a0afa833-4f0c-4808-ae29-38f40f0e0598\", \"ca485b69-2073-4843-bd29-0ca9e39eae1b\", \"497aa90c-3d8b-4a57-9d2d-55462e470e3b\"], \"total_duration\": 133.0, \"total_sessions\": 3, \"mean_week_duration\": 0.816}}]\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 7 users with a duration total that is higher than 2387 and lower than 3134, exclusive 3134 and in addition carry out 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{\"13919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 19:53:49.000000+00:00\", \"2019-03-19 15:31:45.000000+00:00\", \"2019-05-10 01:20:17.000000+00:00\", \"2021-06-03 16:19:16.000000+00:00\", \"2022-12-25 21:22:06.000000+00:00\", \"2022-05-19 20:01:08.000000+00:00\", \"2021-12-16 17:24:26.000000+00:00\", \"2022-07-31 14:28:42.000000+00:00\"], \"session_ids\": [\"987f95e3-d62e-48ac-9072-6e093af4efcd\", \"e0add213-7f1f-43c8-9092-80bdca510a9c\", \"9b0d4e83-d4bb-4606-8610-e9ca88cbe262\", \"caea3a66-1da1-4fa3-af23-348ba5e87bc6\", \"de5b9c7b-5187-4da6-9c67-b1c59842e953\", \"d0b2a789-9f1c-4c1b-9d4e-1f1a5cf27042\", \"f5d6b3f2-2b03-4b8b-a926-b1fc5683b830\", \"149ef669-669d-4b27-b87a-14012a7169fd\"], \"total_duration\": 3080.0, \"total_sessions\": 8, \"mean_week_duration\": 15.635}, \"16734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-01-18 16:45:52.000000+00:00\", \"2021-08-20 10:28:07.000000+00:00\", \"2020-07-26 19:15:31.000000+00:00\", \"2022-09-15 21:52:47.000000+00:00\", \"2019-08-16 09:15:10.000000+00:00\"], \"session_ids\": [\"bda772b0-f4ef-48d3-91e3-3b7c7955d7a2\", \"fd891b0f-716e-47f1-a9a5-2c5ff03691b3\", \"c381f546-3de0-4c7f-a3c6-576b4f41f52a\", \"f456710d-db9e-484e-8013-185a144e4218\", \"7e66a307-0d3b-4cd5-85d2-7b5b7c946ec7\"], \"total_duration\": 983.0, \"total_sessions\": 5, \"mean_week_duration\": 5.147}, \"75557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-08 23:06:56.000000+00:00\", \"2022-11-09 10:33:01.000000+00:00\", \"2020-06-08 06:59:04.000000+00:00\", \"2019-01-12 04:13:51.000000+00:00\"], \"session_ids\": [\"0fd0907d-d9ed-4ec8-9e19-f2be8c8def56\", \"56e258d6-00a2-4a56-8e7e-0b94d3a0e3da\", \"16da54f0-ed30-4d34-971c-38eacb2dcb88\", \"4ed572e7-fc76-46c5-9f60-48adfd5336a5\"], \"total_duration\": 623.0, \"total_sessions\": 4, \"mean_week_duration\": 3.115}, \"19033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-18 11:35:47.000000+00:00\", \"2021-06-01 21:47:49.000000+00:00\", \"2021-07-31 17:24:00.000000+00:00\", \"2023-06-24 09:05:10.000000+00:00\", \"2023-03-15 02:07:08.000000+00:00\", \"2023-05-07 10:24:33.000000+00:00\", \"2020-07-18 23:36:19.000000+00:00\", \"2022-06-17 18:51:00.000000+00:00\", \"2022-09-06 15:22:36.000000+00:00\", \"2019-05-21 07:22:11.000000+00:00\"], \"session_ids\": [\"c1bac76e-a1fd-407e-b659-775a29abddb7\", \"5ebc2365-39ff-470b-b473-f21ae3bb6478\", \"7e75eb40-0463-466f-84b9-b0a9104be9e9\", \"881e8f81-a81d-4e00-aa17-e5eb7b1d30ea\", \"83f4ac67-4f2d-4384-95bd-df04b44f70d2\", \"e104d123-ceea-4a3a-8565-8188f3d820ff\", \"d530d8fa-7fb0-4353-90ed-ae28d2fa9c2c\", \"09c3aa6a-d15d-45f7-85d7-8d1f4bf392c6\", \"c9f6360c-ac56-4b65-8e96-964117c79dee\", \"f540de84-c110-42be-8d2c-031a9d3ecdab\"], \"total_duration\": 6421.0, \"total_sessions\": 10, \"mean_week_duration\": 30.005}, \"19883\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-07 19:22:14.000000+00:00\", \"2020-06-29 23:47:33.000000+00:00\", \"2020-05-26 08:34:16.000000+00:00\"], \"session_ids\": [\"f1f909ae-fcd2-4487-984b-6c840b92f10c\", \"56b294aa-2c05-4f7e-9879-735bd25b5fea\", \"f3d80bea-585a-43f4-b602-ac814964fc03\"], \"total_duration\": 1095.0, \"total_sessions\": 3, \"mean_week_duration\": 11.173}, \"64270\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-05 08:15:35.000000+00:00\", \"2019-08-08 22:58:55.000000+00:00\"], \"session_ids\": [\"2583816e-33f9-4862-9267-015d3e01a46b\", \"54e9cb20-20c2-4e1d-ad8a-112701a84ed0\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 17.882}, \"94690\": {\"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\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-06 19:12:51.000000+00:00\", \"2021-12-27 09:35:30.000000+00:00\", \"2021-02-26 23:50:25.000000+00:00\", \"2019-08-22 15:42:55.000000+00:00\", \"2021-08-04 01:06:09.000000+00:00\", \"2020-08-21 12:10:34.000000+00:00\", \"2022-02-13 05:26:48.000000+00:00\"], \"session_ids\": [\"c05d29b6-0fbb-4d2c-b1b3-b9ee50de6ecb\", \"57d35af1-5fec-4b33-b289-fd44e02838f5\", \"b92f932c-06df-4cab-b8b2-16ce981ef089\", \"6c1c68f8-3d7c-41e9-912e-3afb4610098d\", \"3de5a26a-901e-4596-9afe-73e5100ebdb6\", \"abe428c1-cfe8-4ae1-ba1b-e14f46420c0e\", \"69b46aa7-cdc1-4fcf-bc72-56dc0fae99bd\"], \"total_duration\": 4348.0, \"total_sessions\": 7, \"mean_week_duration\": 33.446}, \"10594\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-20 17:56:24.000000+00:00\", \"2020-10-10 07:24:04.000000+00:00\"], \"session_ids\": [\"bf313fed-e911-4645-91e5-0b58a02a298e\", \"0a3bf4e5-9e68-4b6e-853f-537c0b431337\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 3.622}, \"8588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-19 13:45:59.000000+00:00\", \"2022-02-18 23:50:14.000000+00:00\"], \"session_ids\": [\"76b6ae76-ab28-49f4-8b72-2b95e3195f49\", \"2c14829a-4605-42fe-a5fe-79af7a16de28\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}, \"6782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-28 20:22:42.000000+00:00\", \"2022-04-07 22:52:12.000000+00:00\", \"2021-02-13 20:46:51.000000+00:00\"], \"session_ids\": [\"143692b0-a574-4e5f-9116-3a249e95da03\", \"8ec12391-e627-4f2b-bda3-06b9a52ab8dc\", \"adb83d32-8aca-499d-8448-8e22ab5b54d6\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 8.883}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 2387 and are less than 3134"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[2387, 3134]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"13919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 19:53:49.000000+00:00\", \"2019-03-19 15:31:45.000000+00:00\", \"2019-05-10 01:20:17.000000+00:00\", \"2021-06-03 16:19:16.000000+00:00\", \"2022-12-25 21:22:06.000000+00:00\", \"2022-05-19 20:01:08.000000+00:00\", \"2021-12-16 17:24:26.000000+00:00\", \"2022-07-31 14:28:42.000000+00:00\"], \"session_ids\": [\"987f95e3-d62e-48ac-9072-6e093af4efcd\", \"e0add213-7f1f-43c8-9092-80bdca510a9c\", \"9b0d4e83-d4bb-4606-8610-e9ca88cbe262\", \"caea3a66-1da1-4fa3-af23-348ba5e87bc6\", \"de5b9c7b-5187-4da6-9c67-b1c59842e953\", \"d0b2a789-9f1c-4c1b-9d4e-1f1a5cf27042\", \"f5d6b3f2-2b03-4b8b-a926-b1fc5683b830\", \"149ef669-669d-4b27-b87a-14012a7169fd\"], \"total_duration\": 3080.0, \"total_sessions\": 8, \"mean_week_duration\": 15.635}}\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[{\"13919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 19:53:49.000000+00:00\", \"2019-03-19 15:31:45.000000+00:00\", \"2019-05-10 01:20:17.000000+00:00\", \"2021-06-03 16:19:16.000000+00:00\", \"2022-12-25 21:22:06.000000+00:00\", \"2022-05-19 20:01:08.000000+00:00\", \"2021-12-16 17:24:26.000000+00:00\", \"2022-07-31 14:28:42.000000+00:00\"], \"session_ids\": [\"987f95e3-d62e-48ac-9072-6e093af4efcd\", \"e0add213-7f1f-43c8-9092-80bdca510a9c\", \"9b0d4e83-d4bb-4606-8610-e9ca88cbe262\", \"caea3a66-1da1-4fa3-af23-348ba5e87bc6\", \"de5b9c7b-5187-4da6-9c67-b1c59842e953\", \"d0b2a789-9f1c-4c1b-9d4e-1f1a5cf27042\", \"f5d6b3f2-2b03-4b8b-a926-b1fc5683b830\", \"149ef669-669d-4b27-b87a-14012a7169fd\"], \"total_duration\": 3080.0, \"total_sessions\": 8, \"mean_week_duration\": 15.635}}]\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[{\"13919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 19:53:49.000000+00:00\", \"2019-03-19 15:31:45.000000+00:00\", \"2019-05-10 01:20:17.000000+00:00\", \"2021-06-03 16:19:16.000000+00:00\", \"2022-12-25 21:22:06.000000+00:00\", \"2022-05-19 20:01:08.000000+00:00\", \"2021-12-16 17:24:26.000000+00:00\", \"2022-07-31 14:28:42.000000+00:00\"], \"session_ids\": [\"987f95e3-d62e-48ac-9072-6e093af4efcd\", \"e0add213-7f1f-43c8-9092-80bdca510a9c\", \"9b0d4e83-d4bb-4606-8610-e9ca88cbe262\", \"caea3a66-1da1-4fa3-af23-348ba5e87bc6\", \"de5b9c7b-5187-4da6-9c67-b1c59842e953\", \"d0b2a789-9f1c-4c1b-9d4e-1f1a5cf27042\", \"f5d6b3f2-2b03-4b8b-a926-b1fc5683b830\", \"149ef669-669d-4b27-b87a-14012a7169fd\"], \"total_duration\": 3080.0, \"total_sessions\": 8, \"mean_week_duration\": 15.635}}]\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[{\"13919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 19:53:49.000000+00:00\", \"2019-03-19 15:31:45.000000+00:00\", \"2019-05-10 01:20:17.000000+00:00\", \"2021-06-03 16:19:16.000000+00:00\", \"2022-12-25 21:22:06.000000+00:00\", \"2022-05-19 20:01:08.000000+00:00\", \"2021-12-16 17:24:26.000000+00:00\", \"2022-07-31 14:28:42.000000+00:00\"], \"session_ids\": [\"987f95e3-d62e-48ac-9072-6e093af4efcd\", \"e0add213-7f1f-43c8-9092-80bdca510a9c\", \"9b0d4e83-d4bb-4606-8610-e9ca88cbe262\", \"caea3a66-1da1-4fa3-af23-348ba5e87bc6\", \"de5b9c7b-5187-4da6-9c67-b1c59842e953\", \"d0b2a789-9f1c-4c1b-9d4e-1f1a5cf27042\", \"f5d6b3f2-2b03-4b8b-a926-b1fc5683b830\", \"149ef669-669d-4b27-b87a-14012a7169fd\"], \"total_duration\": 3080.0, \"total_sessions\": 8, \"mean_week_duration\": 15.635}}]\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 not living in city San Salvador also sort by time using the app in descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93131\": {\"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\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-14 23:22:46.000000+00:00\", \"2022-11-25 23:29:01.000000+00:00\"], \"session_ids\": [\"ab4f7369-ac90-4a09-9503-9ca1f641086a\", \"94fdd042-595c-4669-98ad-1b8b303a4d74\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.284}, \"24634\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-08 10:48:41.000000+00:00\", \"2019-12-24 10:34:47.000000+00:00\"], \"session_ids\": [\"9714ba1c-bd59-4031-bdb1-30b4b00c7c10\", \"5f9df3ed-d954-4c3d-87ea-83402a6bfd8c\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 3.244}, \"3776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-28 11:15:59.000000+00:00\", \"2022-08-09 00:45:12.000000+00:00\"], \"session_ids\": [\"90e7378f-e5f2-4b54-a3fd-0e7da3666621\", \"d210810b-732a-4f9d-bd53-3680a66f5a9a\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.176}, \"84756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-03 02:48:53.000000+00:00\", \"2021-06-25 09:46:45.000000+00:00\", \"2019-01-04 08:07:20.000000+00:00\"], \"session_ids\": [\"015bf936-8fb3-4f44-8586-d04f65493b08\", \"a80d14a0-d3b2-42ad-ad69-b3e46b04ac63\", \"102c568a-ac1d-46b7-860b-0ef568ae1aeb\"], \"total_duration\": 976.0, \"total_sessions\": 3, \"mean_week_duration\": 7.566}, \"36879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2023-03-10 14:47:02.000000+00:00\", \"2020-03-28 20:35:45.000000+00:00\", \"2020-11-08 13:50:52.000000+00:00\", \"2021-01-05 18:15:06.000000+00:00\"], \"session_ids\": [\"8d479814-f37c-4ffd-94bf-2fac10557e9f\", \"eefa9cd5-1f64-47d7-bf81-0cf6b284f9b8\", \"2bf9efdd-a44c-4e13-b7dd-1a3d9df6506d\", \"be981af2-cca9-422f-9adc-e56277b2a0b2\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.24}, \"68898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-03 01:11:31.000000+00:00\", \"2019-06-02 18:04:38.000000+00:00\", \"2022-02-10 15:03:27.000000+00:00\"], \"session_ids\": [\"2f483126-178a-40a0-8077-8bd8807e2d3a\", \"eb037907-765d-4cfb-a2b1-1b7d67e8777a\", \"b511d669-8a30-40c3-aa41-afc5e6acaadb\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 2.41}, \"37232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-01-26 03:16:57.000000+00:00\", \"2021-01-08 17:40:26.000000+00:00\"], \"session_ids\": [\"b05a4b4c-586d-432a-a1e1-326c91a002da\", \"225afb5a-ac6f-4d44-8ca4-42e24819bc70\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.804}, \"48049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-29 04:20:10.000000+00:00\", \"2022-06-25 13:13:16.000000+00:00\", \"2021-12-18 05:51:33.000000+00:00\"], \"session_ids\": [\"30318b38-cd23-49e7-a533-bc70090c7d22\", \"c10ef02c-a4ad-4517-8709-16e4a3c3725c\", \"8e40c3f7-8ca6-4b3b-8a55-49a288e611ea\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.174}, \"2219\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-15 09:47:00.000000+00:00\", \"2021-12-19 09:16:32.000000+00:00\"], \"session_ids\": [\"d264bb2f-2cb4-47ad-8827-06370361121e\", \"53e836ca-623f-4271-bf02-30f0d3a55737\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}, \"38889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-05 11:12:13.000000+00:00\", \"2021-04-11 03:03:58.000000+00:00\", \"2021-12-18 00:54:59.000000+00:00\", \"2023-02-03 15:53:10.000000+00:00\"], \"session_ids\": [\"c4858568-a2ef-4c96-a314-ca1dc9416a8b\", \"5e55ecf7-3d8e-4dc9-890c-bd4620e62f1f\", \"9d8cde91-31e0-4dcc-9cdf-989fe0829e3c\", \"700baf47-ce98-47c5-baed-fbf42bd82101\"], \"total_duration\": 101.0, \"total_sessions\": 4, \"mean_week_duration\": 0.894}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is not San Salvador"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Salvador\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93131\": {\"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\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-14 23:22:46.000000+00:00\", \"2022-11-25 23:29:01.000000+00:00\"], \"session_ids\": [\"ab4f7369-ac90-4a09-9503-9ca1f641086a\", \"94fdd042-595c-4669-98ad-1b8b303a4d74\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.284}, \"3776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-28 11:15:59.000000+00:00\", \"2022-08-09 00:45:12.000000+00:00\"], \"session_ids\": [\"90e7378f-e5f2-4b54-a3fd-0e7da3666621\", \"d210810b-732a-4f9d-bd53-3680a66f5a9a\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.176}, \"84756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-03 02:48:53.000000+00:00\", \"2021-06-25 09:46:45.000000+00:00\", \"2019-01-04 08:07:20.000000+00:00\"], \"session_ids\": [\"015bf936-8fb3-4f44-8586-d04f65493b08\", \"a80d14a0-d3b2-42ad-ad69-b3e46b04ac63\", \"102c568a-ac1d-46b7-860b-0ef568ae1aeb\"], \"total_duration\": 976.0, \"total_sessions\": 3, \"mean_week_duration\": 7.566}, \"36879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2023-03-10 14:47:02.000000+00:00\", \"2020-03-28 20:35:45.000000+00:00\", \"2020-11-08 13:50:52.000000+00:00\", \"2021-01-05 18:15:06.000000+00:00\"], \"session_ids\": [\"8d479814-f37c-4ffd-94bf-2fac10557e9f\", \"eefa9cd5-1f64-47d7-bf81-0cf6b284f9b8\", \"2bf9efdd-a44c-4e13-b7dd-1a3d9df6506d\", \"be981af2-cca9-422f-9adc-e56277b2a0b2\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.24}, \"68898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-03 01:11:31.000000+00:00\", \"2019-06-02 18:04:38.000000+00:00\", \"2022-02-10 15:03:27.000000+00:00\"], \"session_ids\": [\"2f483126-178a-40a0-8077-8bd8807e2d3a\", \"eb037907-765d-4cfb-a2b1-1b7d67e8777a\", \"b511d669-8a30-40c3-aa41-afc5e6acaadb\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 2.41}, \"37232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-01-26 03:16:57.000000+00:00\", \"2021-01-08 17:40:26.000000+00:00\"], \"session_ids\": [\"b05a4b4c-586d-432a-a1e1-326c91a002da\", \"225afb5a-ac6f-4d44-8ca4-42e24819bc70\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.804}, \"48049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-29 04:20:10.000000+00:00\", \"2022-06-25 13:13:16.000000+00:00\", \"2021-12-18 05:51:33.000000+00:00\"], \"session_ids\": [\"30318b38-cd23-49e7-a533-bc70090c7d22\", \"c10ef02c-a4ad-4517-8709-16e4a3c3725c\", \"8e40c3f7-8ca6-4b3b-8a55-49a288e611ea\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.174}, \"2219\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-15 09:47:00.000000+00:00\", \"2021-12-19 09:16:32.000000+00:00\"], \"session_ids\": [\"d264bb2f-2cb4-47ad-8827-06370361121e\", \"53e836ca-623f-4271-bf02-30f0d3a55737\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}, \"38889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-05 11:12:13.000000+00:00\", \"2021-04-11 03:03:58.000000+00:00\", \"2021-12-18 00:54:59.000000+00:00\", \"2023-02-03 15:53:10.000000+00:00\"], \"session_ids\": [\"c4858568-a2ef-4c96-a314-ca1dc9416a8b\", \"5e55ecf7-3d8e-4dc9-890c-bd4620e62f1f\", \"9d8cde91-31e0-4dcc-9cdf-989fe0829e3c\", \"700baf47-ce98-47c5-baed-fbf42bd82101\"], \"total_duration\": 101.0, \"total_sessions\": 4, \"mean_week_duration\": 0.894}}\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[{\"84756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-03 02:48:53.000000+00:00\", \"2021-06-25 09:46:45.000000+00:00\", \"2019-01-04 08:07:20.000000+00:00\"], \"session_ids\": [\"015bf936-8fb3-4f44-8586-d04f65493b08\", \"a80d14a0-d3b2-42ad-ad69-b3e46b04ac63\", \"102c568a-ac1d-46b7-860b-0ef568ae1aeb\"], \"total_duration\": 976.0, \"total_sessions\": 3, \"mean_week_duration\": 7.566}}, {\"68898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-03 01:11:31.000000+00:00\", \"2019-06-02 18:04:38.000000+00:00\", \"2022-02-10 15:03:27.000000+00:00\"], \"session_ids\": [\"2f483126-178a-40a0-8077-8bd8807e2d3a\", \"eb037907-765d-4cfb-a2b1-1b7d67e8777a\", \"b511d669-8a30-40c3-aa41-afc5e6acaadb\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 2.41}}, {\"93131\": {\"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\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-14 23:22:46.000000+00:00\", \"2022-11-25 23:29:01.000000+00:00\"], \"session_ids\": [\"ab4f7369-ac90-4a09-9503-9ca1f641086a\", \"94fdd042-595c-4669-98ad-1b8b303a4d74\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.284}}, {\"2219\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-15 09:47:00.000000+00:00\", \"2021-12-19 09:16:32.000000+00:00\"], \"session_ids\": [\"d264bb2f-2cb4-47ad-8827-06370361121e\", \"53e836ca-623f-4271-bf02-30f0d3a55737\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}}, {\"3776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-28 11:15:59.000000+00:00\", \"2022-08-09 00:45:12.000000+00:00\"], \"session_ids\": [\"90e7378f-e5f2-4b54-a3fd-0e7da3666621\", \"d210810b-732a-4f9d-bd53-3680a66f5a9a\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.176}}, {\"38889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-05 11:12:13.000000+00:00\", \"2021-04-11 03:03:58.000000+00:00\", \"2021-12-18 00:54:59.000000+00:00\", \"2023-02-03 15:53:10.000000+00:00\"], \"session_ids\": [\"c4858568-a2ef-4c96-a314-ca1dc9416a8b\", \"5e55ecf7-3d8e-4dc9-890c-bd4620e62f1f\", \"9d8cde91-31e0-4dcc-9cdf-989fe0829e3c\", \"700baf47-ce98-47c5-baed-fbf42bd82101\"], \"total_duration\": 101.0, \"total_sessions\": 4, \"mean_week_duration\": 0.894}}, {\"37232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-01-26 03:16:57.000000+00:00\", \"2021-01-08 17:40:26.000000+00:00\"], \"session_ids\": [\"b05a4b4c-586d-432a-a1e1-326c91a002da\", \"225afb5a-ac6f-4d44-8ca4-42e24819bc70\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.804}}, {\"36879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2023-03-10 14:47:02.000000+00:00\", \"2020-03-28 20:35:45.000000+00:00\", \"2020-11-08 13:50:52.000000+00:00\", \"2021-01-05 18:15:06.000000+00:00\"], \"session_ids\": [\"8d479814-f37c-4ffd-94bf-2fac10557e9f\", \"eefa9cd5-1f64-47d7-bf81-0cf6b284f9b8\", \"2bf9efdd-a44c-4e13-b7dd-1a3d9df6506d\", \"be981af2-cca9-422f-9adc-e56277b2a0b2\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.24}}, {\"48049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-29 04:20:10.000000+00:00\", \"2022-06-25 13:13:16.000000+00:00\", \"2021-12-18 05:51:33.000000+00:00\"], \"session_ids\": [\"30318b38-cd23-49e7-a533-bc70090c7d22\", \"c10ef02c-a4ad-4517-8709-16e4a3c3725c\", \"8e40c3f7-8ca6-4b3b-8a55-49a288e611ea\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.174}}]\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[{\"84756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-03 02:48:53.000000+00:00\", \"2021-06-25 09:46:45.000000+00:00\", \"2019-01-04 08:07:20.000000+00:00\"], \"session_ids\": [\"015bf936-8fb3-4f44-8586-d04f65493b08\", \"a80d14a0-d3b2-42ad-ad69-b3e46b04ac63\", \"102c568a-ac1d-46b7-860b-0ef568ae1aeb\"], \"total_duration\": 976.0, \"total_sessions\": 3, \"mean_week_duration\": 7.566}}, {\"68898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-03 01:11:31.000000+00:00\", \"2019-06-02 18:04:38.000000+00:00\", \"2022-02-10 15:03:27.000000+00:00\"], \"session_ids\": [\"2f483126-178a-40a0-8077-8bd8807e2d3a\", \"eb037907-765d-4cfb-a2b1-1b7d67e8777a\", \"b511d669-8a30-40c3-aa41-afc5e6acaadb\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 2.41}}, {\"93131\": {\"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\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-14 23:22:46.000000+00:00\", \"2022-11-25 23:29:01.000000+00:00\"], \"session_ids\": [\"ab4f7369-ac90-4a09-9503-9ca1f641086a\", \"94fdd042-595c-4669-98ad-1b8b303a4d74\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.284}}, {\"2219\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-15 09:47:00.000000+00:00\", \"2021-12-19 09:16:32.000000+00:00\"], \"session_ids\": [\"d264bb2f-2cb4-47ad-8827-06370361121e\", \"53e836ca-623f-4271-bf02-30f0d3a55737\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}}, {\"3776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-28 11:15:59.000000+00:00\", \"2022-08-09 00:45:12.000000+00:00\"], \"session_ids\": [\"90e7378f-e5f2-4b54-a3fd-0e7da3666621\", \"d210810b-732a-4f9d-bd53-3680a66f5a9a\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.176}}, {\"38889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-05 11:12:13.000000+00:00\", \"2021-04-11 03:03:58.000000+00:00\", \"2021-12-18 00:54:59.000000+00:00\", \"2023-02-03 15:53:10.000000+00:00\"], \"session_ids\": [\"c4858568-a2ef-4c96-a314-ca1dc9416a8b\", \"5e55ecf7-3d8e-4dc9-890c-bd4620e62f1f\", \"9d8cde91-31e0-4dcc-9cdf-989fe0829e3c\", \"700baf47-ce98-47c5-baed-fbf42bd82101\"], \"total_duration\": 101.0, \"total_sessions\": 4, \"mean_week_duration\": 0.894}}, {\"37232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-01-26 03:16:57.000000+00:00\", \"2021-01-08 17:40:26.000000+00:00\"], \"session_ids\": [\"b05a4b4c-586d-432a-a1e1-326c91a002da\", \"225afb5a-ac6f-4d44-8ca4-42e24819bc70\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.804}}, {\"36879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2023-03-10 14:47:02.000000+00:00\", \"2020-03-28 20:35:45.000000+00:00\", \"2020-11-08 13:50:52.000000+00:00\", \"2021-01-05 18:15:06.000000+00:00\"], \"session_ids\": [\"8d479814-f37c-4ffd-94bf-2fac10557e9f\", \"eefa9cd5-1f64-47d7-bf81-0cf6b284f9b8\", \"2bf9efdd-a44c-4e13-b7dd-1a3d9df6506d\", \"be981af2-cca9-422f-9adc-e56277b2a0b2\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.24}}, {\"48049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-29 04:20:10.000000+00:00\", \"2022-06-25 13:13:16.000000+00:00\", \"2021-12-18 05:51:33.000000+00:00\"], \"session_ids\": [\"30318b38-cd23-49e7-a533-bc70090c7d22\", \"c10ef02c-a4ad-4517-8709-16e4a3c3725c\", \"8e40c3f7-8ca6-4b3b-8a55-49a288e611ea\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.174}}]\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 users who have time spent on the site less than 1904 ( not including) plus apply sorting by city 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{\"83645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-01-21 05:17:04.000000+00:00\", \"2019-06-10 06:57:50.000000+00:00\"], \"session_ids\": [\"272655bc-2cfa-47ae-99a7-c9ce2f85fdf6\", \"b0d22bf1-359f-4af5-b829-766b0cc40971\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 2.007}, \"23055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-05-05 02:09:03.000000+00:00\", \"2022-11-12 11:05:41.000000+00:00\"], \"session_ids\": [\"c75dd4e1-42c0-4e38-8b18-4d11ebfeee1c\", \"e40c4d3b-8e9a-45a4-a666-898551f2b6fe\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 4.071}, \"79955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-12 17:15:44.000000+00:00\", \"2023-04-01 10:33:02.000000+00:00\", \"2022-10-12 16:02:29.000000+00:00\", \"2020-06-23 19:35:30.000000+00:00\", \"2022-05-08 13:52:00.000000+00:00\", \"2023-05-04 13:36:46.000000+00:00\", \"2023-04-05 12:12:27.000000+00:00\", \"2019-05-30 09:57:03.000000+00:00\"], \"session_ids\": [\"6e68bb44-34a5-4dc2-8199-e43e0b446e86\", \"8ca28332-3e5b-49ae-b4fe-9d0a86c37f71\", \"97421aaa-8acd-4bcf-a61b-b509c15e2097\", \"036b7be9-9ade-4cc9-aa14-758deb678f08\", \"e428f33e-1474-43e9-8186-1b028b477cfa\", \"6c5e36ff-6968-4fe7-a3ea-a6115cdf2d85\", \"0e4b5d0e-7af4-4024-afe2-515944a0117c\", \"dbbb1b4e-70b6-4d29-ab91-c930fa67e797\"], \"total_duration\": 201.0, \"total_sessions\": 8, \"mean_week_duration\": 0.98}, \"83162\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-17 10:04:26.000000+00:00\", \"2022-11-08 02:20:49.000000+00:00\", \"2020-12-08 11:51:54.000000+00:00\"], \"session_ids\": [\"c1580751-7ecb-4855-ae4a-705855b8ecbd\", \"80c631c5-4f39-4c85-84eb-1db99fd8cc96\", \"b31ab9cd-a72b-46c9-a610-b8af9c66c582\"], \"total_duration\": 1059.0, \"total_sessions\": 3, \"mean_week_duration\": 7.674}, \"7195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-11-19 22:18:54.000000+00:00\", \"2019-06-27 09:02:21.000000+00:00\", \"2022-11-02 15:52:41.000000+00:00\"], \"session_ids\": [\"5d352e11-6493-4f56-bcff-ed442af0d9bc\", \"e27d7832-a992-4e04-92b4-86fd390cf166\", \"cb0c4f2c-4cf4-4ed4-bd47-36c6540b1dcf\"], \"total_duration\": 1020.0, \"total_sessions\": 3, \"mean_week_duration\": 5.73}, \"60453\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-11 12:39:12.000000+00:00\", \"2023-04-02 18:50:54.000000+00:00\"], \"session_ids\": [\"cc35a21f-d28a-4ba1-ae12-df71f36fe4bf\", \"586537e8-8ba7-4f4b-9743-d35857be58c2\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 2.468}, \"36905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-18 01:30:13.000000+00:00\", \"2019-05-07 09:41:37.000000+00:00\", \"2020-01-24 19:16:57.000000+00:00\", \"2019-05-17 21:38:44.000000+00:00\", \"2023-01-12 14:29:38.000000+00:00\", \"2021-11-13 12:29:55.000000+00:00\", \"2019-06-08 08:13:35.000000+00:00\"], \"session_ids\": [\"5ad67da3-09ee-4e50-b9bc-eb6e40bacd82\", \"0d92926f-e41a-4d5b-8abf-2d5549099d9c\", \"51a4c638-79c6-44a9-911e-eac0ae6497cd\", \"827b5289-642c-4db6-9597-2da47ef5a76e\", \"0b23e734-d18c-468c-8448-e9d847bdf326\", \"79d3a6ba-3b7a-4286-b0a7-70f557ab6fea\", \"c0807693-2445-4164-98d1-e771f10a3e0d\"], \"total_duration\": 10454.0, \"total_sessions\": 7, \"mean_week_duration\": 54.166}, \"11683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-25 20:24:13.000000+00:00\", \"2020-02-08 01:46:53.000000+00:00\", \"2019-03-25 11:27:23.000000+00:00\", \"2021-11-11 20:38:53.000000+00:00\"], \"session_ids\": [\"a2d405fa-4200-4c95-a32f-5378ab49590f\", \"f5ff3ef9-3e56-4171-87e6-5524ae46b7fd\", \"d7d1b6f6-f63e-44f0-b5e9-4315742f634c\", \"2570205a-9140-40bd-90b5-60d0b1be8ee3\"], \"total_duration\": 964.0, \"total_sessions\": 4, \"mean_week_duration\": 6.986}, \"20704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-02 02:38:19.000000+00:00\", \"2021-05-20 07:41:27.000000+00:00\"], \"session_ids\": [\"801a9961-1f51-45e9-8758-8b8182fc47d9\", \"0daf48c8-c844-47f0-930d-d8da66886ca1\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}, \"24965\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-26 12:44:49.000000+00:00\", \"2020-11-03 22:34:41.000000+00:00\"], \"session_ids\": [\"5d03f94e-4a26-426b-bb06-7739b58a4ddf\", \"370d6477-156a-405b-b733-bc97b917b162\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are less than 1904"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1904, 3309]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"83645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-01-21 05:17:04.000000+00:00\", \"2019-06-10 06:57:50.000000+00:00\"], \"session_ids\": [\"272655bc-2cfa-47ae-99a7-c9ce2f85fdf6\", \"b0d22bf1-359f-4af5-b829-766b0cc40971\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 2.007}, \"23055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-05-05 02:09:03.000000+00:00\", \"2022-11-12 11:05:41.000000+00:00\"], \"session_ids\": [\"c75dd4e1-42c0-4e38-8b18-4d11ebfeee1c\", \"e40c4d3b-8e9a-45a4-a666-898551f2b6fe\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 4.071}, \"79955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-12 17:15:44.000000+00:00\", \"2023-04-01 10:33:02.000000+00:00\", \"2022-10-12 16:02:29.000000+00:00\", \"2020-06-23 19:35:30.000000+00:00\", \"2022-05-08 13:52:00.000000+00:00\", \"2023-05-04 13:36:46.000000+00:00\", \"2023-04-05 12:12:27.000000+00:00\", \"2019-05-30 09:57:03.000000+00:00\"], \"session_ids\": [\"6e68bb44-34a5-4dc2-8199-e43e0b446e86\", \"8ca28332-3e5b-49ae-b4fe-9d0a86c37f71\", \"97421aaa-8acd-4bcf-a61b-b509c15e2097\", \"036b7be9-9ade-4cc9-aa14-758deb678f08\", \"e428f33e-1474-43e9-8186-1b028b477cfa\", \"6c5e36ff-6968-4fe7-a3ea-a6115cdf2d85\", \"0e4b5d0e-7af4-4024-afe2-515944a0117c\", \"dbbb1b4e-70b6-4d29-ab91-c930fa67e797\"], \"total_duration\": 201.0, \"total_sessions\": 8, \"mean_week_duration\": 0.98}, \"83162\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-17 10:04:26.000000+00:00\", \"2022-11-08 02:20:49.000000+00:00\", \"2020-12-08 11:51:54.000000+00:00\"], \"session_ids\": [\"c1580751-7ecb-4855-ae4a-705855b8ecbd\", \"80c631c5-4f39-4c85-84eb-1db99fd8cc96\", \"b31ab9cd-a72b-46c9-a610-b8af9c66c582\"], \"total_duration\": 1059.0, \"total_sessions\": 3, \"mean_week_duration\": 7.674}, \"7195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-11-19 22:18:54.000000+00:00\", \"2019-06-27 09:02:21.000000+00:00\", \"2022-11-02 15:52:41.000000+00:00\"], \"session_ids\": [\"5d352e11-6493-4f56-bcff-ed442af0d9bc\", \"e27d7832-a992-4e04-92b4-86fd390cf166\", \"cb0c4f2c-4cf4-4ed4-bd47-36c6540b1dcf\"], \"total_duration\": 1020.0, \"total_sessions\": 3, \"mean_week_duration\": 5.73}, \"60453\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-11 12:39:12.000000+00:00\", \"2023-04-02 18:50:54.000000+00:00\"], \"session_ids\": [\"cc35a21f-d28a-4ba1-ae12-df71f36fe4bf\", \"586537e8-8ba7-4f4b-9743-d35857be58c2\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 2.468}, \"11683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-25 20:24:13.000000+00:00\", \"2020-02-08 01:46:53.000000+00:00\", \"2019-03-25 11:27:23.000000+00:00\", \"2021-11-11 20:38:53.000000+00:00\"], \"session_ids\": [\"a2d405fa-4200-4c95-a32f-5378ab49590f\", \"f5ff3ef9-3e56-4171-87e6-5524ae46b7fd\", \"d7d1b6f6-f63e-44f0-b5e9-4315742f634c\", \"2570205a-9140-40bd-90b5-60d0b1be8ee3\"], \"total_duration\": 964.0, \"total_sessions\": 4, \"mean_week_duration\": 6.986}, \"20704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-02 02:38:19.000000+00:00\", \"2021-05-20 07:41:27.000000+00:00\"], \"session_ids\": [\"801a9961-1f51-45e9-8758-8b8182fc47d9\", \"0daf48c8-c844-47f0-930d-d8da66886ca1\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}, \"24965\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-26 12:44:49.000000+00:00\", \"2020-11-03 22:34:41.000000+00:00\"], \"session_ids\": [\"5d03f94e-4a26-426b-bb06-7739b58a4ddf\", \"370d6477-156a-405b-b733-bc97b917b162\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}}\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[{\"60453\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-11 12:39:12.000000+00:00\", \"2023-04-02 18:50:54.000000+00:00\"], \"session_ids\": [\"cc35a21f-d28a-4ba1-ae12-df71f36fe4bf\", \"586537e8-8ba7-4f4b-9743-d35857be58c2\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 2.468}}, {\"20704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-02 02:38:19.000000+00:00\", \"2021-05-20 07:41:27.000000+00:00\"], \"session_ids\": [\"801a9961-1f51-45e9-8758-8b8182fc47d9\", \"0daf48c8-c844-47f0-930d-d8da66886ca1\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}, {\"23055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-05-05 02:09:03.000000+00:00\", \"2022-11-12 11:05:41.000000+00:00\"], \"session_ids\": [\"c75dd4e1-42c0-4e38-8b18-4d11ebfeee1c\", \"e40c4d3b-8e9a-45a4-a666-898551f2b6fe\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 4.071}}, {\"79955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-12 17:15:44.000000+00:00\", \"2023-04-01 10:33:02.000000+00:00\", \"2022-10-12 16:02:29.000000+00:00\", \"2020-06-23 19:35:30.000000+00:00\", \"2022-05-08 13:52:00.000000+00:00\", \"2023-05-04 13:36:46.000000+00:00\", \"2023-04-05 12:12:27.000000+00:00\", \"2019-05-30 09:57:03.000000+00:00\"], \"session_ids\": [\"6e68bb44-34a5-4dc2-8199-e43e0b446e86\", \"8ca28332-3e5b-49ae-b4fe-9d0a86c37f71\", \"97421aaa-8acd-4bcf-a61b-b509c15e2097\", \"036b7be9-9ade-4cc9-aa14-758deb678f08\", \"e428f33e-1474-43e9-8186-1b028b477cfa\", \"6c5e36ff-6968-4fe7-a3ea-a6115cdf2d85\", \"0e4b5d0e-7af4-4024-afe2-515944a0117c\", \"dbbb1b4e-70b6-4d29-ab91-c930fa67e797\"], \"total_duration\": 201.0, \"total_sessions\": 8, \"mean_week_duration\": 0.98}}, {\"11683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-25 20:24:13.000000+00:00\", \"2020-02-08 01:46:53.000000+00:00\", \"2019-03-25 11:27:23.000000+00:00\", \"2021-11-11 20:38:53.000000+00:00\"], \"session_ids\": [\"a2d405fa-4200-4c95-a32f-5378ab49590f\", \"f5ff3ef9-3e56-4171-87e6-5524ae46b7fd\", \"d7d1b6f6-f63e-44f0-b5e9-4315742f634c\", \"2570205a-9140-40bd-90b5-60d0b1be8ee3\"], \"total_duration\": 964.0, \"total_sessions\": 4, \"mean_week_duration\": 6.986}}, {\"24965\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-26 12:44:49.000000+00:00\", \"2020-11-03 22:34:41.000000+00:00\"], \"session_ids\": [\"5d03f94e-4a26-426b-bb06-7739b58a4ddf\", \"370d6477-156a-405b-b733-bc97b917b162\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}}, {\"7195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-11-19 22:18:54.000000+00:00\", \"2019-06-27 09:02:21.000000+00:00\", \"2022-11-02 15:52:41.000000+00:00\"], \"session_ids\": [\"5d352e11-6493-4f56-bcff-ed442af0d9bc\", \"e27d7832-a992-4e04-92b4-86fd390cf166\", \"cb0c4f2c-4cf4-4ed4-bd47-36c6540b1dcf\"], \"total_duration\": 1020.0, \"total_sessions\": 3, \"mean_week_duration\": 5.73}}, {\"83645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-01-21 05:17:04.000000+00:00\", \"2019-06-10 06:57:50.000000+00:00\"], \"session_ids\": [\"272655bc-2cfa-47ae-99a7-c9ce2f85fdf6\", \"b0d22bf1-359f-4af5-b829-766b0cc40971\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 2.007}}, {\"83162\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-17 10:04:26.000000+00:00\", \"2022-11-08 02:20:49.000000+00:00\", \"2020-12-08 11:51:54.000000+00:00\"], \"session_ids\": [\"c1580751-7ecb-4855-ae4a-705855b8ecbd\", \"80c631c5-4f39-4c85-84eb-1db99fd8cc96\", \"b31ab9cd-a72b-46c9-a610-b8af9c66c582\"], \"total_duration\": 1059.0, \"total_sessions\": 3, \"mean_week_duration\": 7.674}}]\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[{\"60453\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-11 12:39:12.000000+00:00\", \"2023-04-02 18:50:54.000000+00:00\"], \"session_ids\": [\"cc35a21f-d28a-4ba1-ae12-df71f36fe4bf\", \"586537e8-8ba7-4f4b-9743-d35857be58c2\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 2.468}}, {\"20704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-02 02:38:19.000000+00:00\", \"2021-05-20 07:41:27.000000+00:00\"], \"session_ids\": [\"801a9961-1f51-45e9-8758-8b8182fc47d9\", \"0daf48c8-c844-47f0-930d-d8da66886ca1\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}, {\"23055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-05-05 02:09:03.000000+00:00\", \"2022-11-12 11:05:41.000000+00:00\"], \"session_ids\": [\"c75dd4e1-42c0-4e38-8b18-4d11ebfeee1c\", \"e40c4d3b-8e9a-45a4-a666-898551f2b6fe\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 4.071}}, {\"79955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-12 17:15:44.000000+00:00\", \"2023-04-01 10:33:02.000000+00:00\", \"2022-10-12 16:02:29.000000+00:00\", \"2020-06-23 19:35:30.000000+00:00\", \"2022-05-08 13:52:00.000000+00:00\", \"2023-05-04 13:36:46.000000+00:00\", \"2023-04-05 12:12:27.000000+00:00\", \"2019-05-30 09:57:03.000000+00:00\"], \"session_ids\": [\"6e68bb44-34a5-4dc2-8199-e43e0b446e86\", \"8ca28332-3e5b-49ae-b4fe-9d0a86c37f71\", \"97421aaa-8acd-4bcf-a61b-b509c15e2097\", \"036b7be9-9ade-4cc9-aa14-758deb678f08\", \"e428f33e-1474-43e9-8186-1b028b477cfa\", \"6c5e36ff-6968-4fe7-a3ea-a6115cdf2d85\", \"0e4b5d0e-7af4-4024-afe2-515944a0117c\", \"dbbb1b4e-70b6-4d29-ab91-c930fa67e797\"], \"total_duration\": 201.0, \"total_sessions\": 8, \"mean_week_duration\": 0.98}}, {\"11683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-25 20:24:13.000000+00:00\", \"2020-02-08 01:46:53.000000+00:00\", \"2019-03-25 11:27:23.000000+00:00\", \"2021-11-11 20:38:53.000000+00:00\"], \"session_ids\": [\"a2d405fa-4200-4c95-a32f-5378ab49590f\", \"f5ff3ef9-3e56-4171-87e6-5524ae46b7fd\", \"d7d1b6f6-f63e-44f0-b5e9-4315742f634c\", \"2570205a-9140-40bd-90b5-60d0b1be8ee3\"], \"total_duration\": 964.0, \"total_sessions\": 4, \"mean_week_duration\": 6.986}}, {\"24965\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-26 12:44:49.000000+00:00\", \"2020-11-03 22:34:41.000000+00:00\"], \"session_ids\": [\"5d03f94e-4a26-426b-bb06-7739b58a4ddf\", \"370d6477-156a-405b-b733-bc97b917b162\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}}, {\"7195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-11-19 22:18:54.000000+00:00\", \"2019-06-27 09:02:21.000000+00:00\", \"2022-11-02 15:52:41.000000+00:00\"], \"session_ids\": [\"5d352e11-6493-4f56-bcff-ed442af0d9bc\", \"e27d7832-a992-4e04-92b4-86fd390cf166\", \"cb0c4f2c-4cf4-4ed4-bd47-36c6540b1dcf\"], \"total_duration\": 1020.0, \"total_sessions\": 3, \"mean_week_duration\": 5.73}}, {\"83645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-01-21 05:17:04.000000+00:00\", \"2019-06-10 06:57:50.000000+00:00\"], \"session_ids\": [\"272655bc-2cfa-47ae-99a7-c9ce2f85fdf6\", \"b0d22bf1-359f-4af5-b829-766b0cc40971\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 2.007}}, {\"83162\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-17 10:04:26.000000+00:00\", \"2022-11-08 02:20:49.000000+00:00\", \"2020-12-08 11:51:54.000000+00:00\"], \"session_ids\": [\"c1580751-7ecb-4855-ae4a-705855b8ecbd\", \"80c631c5-4f39-4c85-84eb-1db99fd8cc96\", \"b31ab9cd-a72b-46c9-a610-b8af9c66c582\"], \"total_duration\": 1059.0, \"total_sessions\": 3, \"mean_week_duration\": 7.674}}]\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 who have app usage time strictly smaller than 64 and bigger than 2537 in addition put to use sorting by town name 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{\"5752\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-26 10:57:05.000000+00:00\", \"2020-08-14 01:20:27.000000+00:00\"], \"session_ids\": [\"be2ba3cd-349d-4a7e-943e-cbe494469fad\", \"970d8b0b-7090-4c8c-8bf1-15bf62669bc9\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 9.6}, \"66776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-27 04:26:25.000000+00:00\", \"2021-05-14 05:33:07.000000+00:00\"], \"session_ids\": [\"1bea14fc-afb4-40de-8611-d9efc6a3143d\", \"146fb855-ea6d-43ed-b899-85d2c71e5ef8\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 4.065}, \"93661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-02 13:56:15.000000+00:00\", \"2023-02-12 02:39:49.000000+00:00\"], \"session_ids\": [\"6c3e3e18-f636-414f-98d1-8e9e237e1318\", \"6760214f-4cf7-4d41-8709-a7b5a23bfb1a\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.699}, \"29532\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-09 03:53:18.000000+00:00\", \"2021-03-04 10:23:11.000000+00:00\", \"2019-04-12 06:50:39.000000+00:00\", \"2021-01-23 17:47:06.000000+00:00\", \"2019-09-17 09:12:40.000000+00:00\", \"2021-08-04 07:53:28.000000+00:00\", \"2019-03-15 19:12:10.000000+00:00\"], \"session_ids\": [\"578d808a-3339-4a9e-bbb9-b57407a5ab95\", \"fb9d5710-9d48-4e59-a3a3-47156d3d5d2a\", \"ba965dc3-6faa-4a5b-a93f-7707764d162f\", \"d85f9565-1544-4b4a-88e2-3cae3da41f52\", \"428be2c6-9931-4843-a91b-77a881a63249\", \"e3aa5a04-3ac6-41de-859a-267789d1e126\", \"03e9206e-836f-4cfc-980d-780c6174eda2\"], \"total_duration\": 3018.0, \"total_sessions\": 7, \"mean_week_duration\": 21.712}, \"54891\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-07 17:21:14.000000+00:00\", \"2020-05-24 05:27:47.000000+00:00\", \"2020-03-31 16:02:36.000000+00:00\", \"2020-11-27 11:10:16.000000+00:00\", \"2019-06-16 17:40:08.000000+00:00\", \"2021-02-17 23:05:33.000000+00:00\", \"2020-10-18 04:53:52.000000+00:00\", \"2022-11-11 08:31:13.000000+00:00\", \"2021-09-24 15:42:07.000000+00:00\", \"2023-06-17 09:39:37.000000+00:00\"], \"session_ids\": [\"4503fac4-f0e9-40d5-8b26-70dfd6408b34\", \"48762670-4172-4219-8b18-4a5129834ed2\", \"895010d4-48cb-46b6-b457-ff903b0495e3\", \"74d9ca64-1115-439c-9e90-8d1a621429bd\", \"22c867de-1601-4162-aa24-6a01ffb45ac9\", \"72574708-81ae-4dc5-a205-e9dbab5ed728\", \"d5b711fb-0ab6-4eab-88cf-fae4e6055d6d\", \"3040889e-a1d6-4310-a715-8c2897516f36\", \"ce125f68-757e-4747-b456-e7e6d26e797e\", \"55bb8e99-c499-4abd-a480-3ee13ba2e972\"], \"total_duration\": 225.0, \"total_sessions\": 10, \"mean_week_duration\": 1.077}, \"49303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-02-15 07:47:31.000000+00:00\", \"2020-04-25 04:40:07.000000+00:00\", \"2020-10-28 19:19:42.000000+00:00\", \"2019-12-10 11:16:12.000000+00:00\"], \"session_ids\": [\"eb03f5c2-8ba1-449b-bd1e-859743c9b71c\", \"2e2b78b6-b0e1-4e18-855d-a43edd336774\", \"7924714d-b010-4538-82f2-8898779103b1\", \"c83ed2d6-6069-4cf5-9ef6-c0a6ce50d89a\"], \"total_duration\": 722.0, \"total_sessions\": 4, \"mean_week_duration\": 11.645}, \"67251\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-09 05:39:03.000000+00:00\", \"2019-01-01 21:35:57.000000+00:00\"], \"session_ids\": [\"c721241f-e520-4d2c-b4b1-b15d49f28133\", \"02c03181-5569-4d96-bb70-ee0dadc7c40b\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.602}, \"19472\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-24 22:24:45.000000+00:00\", \"2019-04-11 12:37:57.000000+00:00\", \"2019-06-25 05:53:56.000000+00:00\", \"2023-05-07 18:33:56.000000+00:00\", \"2020-01-20 14:59:35.000000+00:00\"], \"session_ids\": [\"9189fa55-93c1-43f5-b9be-f94583458478\", \"e20395ad-7d3a-4dc6-b2a9-2204b39cb57a\", \"661dd0dd-8bfd-42c8-97de-bcb76d1fea89\", \"256ddd0b-5f58-4881-945e-e5cf33c67794\", \"4d042a25-18dd-42e9-be2f-37c2924f663b\"], \"total_duration\": 464.0, \"total_sessions\": 5, \"mean_week_duration\": 2.178}, \"33558\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-25 01:19:54.000000+00:00\", \"2021-12-05 22:03:05.000000+00:00\", \"2020-07-04 12:32:15.000000+00:00\", \"2021-09-22 06:56:04.000000+00:00\"], \"session_ids\": [\"f37c7ee3-2ad6-43a8-a95e-a71a822699e9\", \"fc1ce15a-0d4c-414d-9fc7-75aecf9d182e\", \"6621b68a-94db-45bf-b127-442cfe171abd\", \"e6e0e0f1-d200-455c-baaa-ec7793ae26d1\"], \"total_duration\": 1959.0, \"total_sessions\": 4, \"mean_week_duration\": 26.12}, \"77080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-06 16:08:47.000000+00:00\", \"2022-07-17 22:50:29.000000+00:00\", \"2021-01-26 05:14:18.000000+00:00\", \"2020-02-13 13:13:26.000000+00:00\", \"2023-02-26 02:34:25.000000+00:00\"], \"session_ids\": [\"65b5e1f0-5e84-4c2c-ba04-b8678cb87c8f\", \"76f52ecc-5fa9-4b1b-9d46-59c645f467ec\", \"bf0c7b71-c33d-4095-be33-0cd578be5944\", \"79af9f0f-e3e5-4b84-8d34-1ede66e44d62\", \"bb73dc1b-544e-424b-b147-f59a6e6f3a39\"], \"total_duration\": 464.0, \"total_sessions\": 5, \"mean_week_duration\": 2.918}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are less than 64 and are equal or greater than 2537"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[64, 2537]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"29532\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-09 03:53:18.000000+00:00\", \"2021-03-04 10:23:11.000000+00:00\", \"2019-04-12 06:50:39.000000+00:00\", \"2021-01-23 17:47:06.000000+00:00\", \"2019-09-17 09:12:40.000000+00:00\", \"2021-08-04 07:53:28.000000+00:00\", \"2019-03-15 19:12:10.000000+00:00\"], \"session_ids\": [\"578d808a-3339-4a9e-bbb9-b57407a5ab95\", \"fb9d5710-9d48-4e59-a3a3-47156d3d5d2a\", \"ba965dc3-6faa-4a5b-a93f-7707764d162f\", \"d85f9565-1544-4b4a-88e2-3cae3da41f52\", \"428be2c6-9931-4843-a91b-77a881a63249\", \"e3aa5a04-3ac6-41de-859a-267789d1e126\", \"03e9206e-836f-4cfc-980d-780c6174eda2\"], \"total_duration\": 3018.0, \"total_sessions\": 7, \"mean_week_duration\": 21.712}}\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[{\"29532\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-09 03:53:18.000000+00:00\", \"2021-03-04 10:23:11.000000+00:00\", \"2019-04-12 06:50:39.000000+00:00\", \"2021-01-23 17:47:06.000000+00:00\", \"2019-09-17 09:12:40.000000+00:00\", \"2021-08-04 07:53:28.000000+00:00\", \"2019-03-15 19:12:10.000000+00:00\"], \"session_ids\": [\"578d808a-3339-4a9e-bbb9-b57407a5ab95\", \"fb9d5710-9d48-4e59-a3a3-47156d3d5d2a\", \"ba965dc3-6faa-4a5b-a93f-7707764d162f\", \"d85f9565-1544-4b4a-88e2-3cae3da41f52\", \"428be2c6-9931-4843-a91b-77a881a63249\", \"e3aa5a04-3ac6-41de-859a-267789d1e126\", \"03e9206e-836f-4cfc-980d-780c6174eda2\"], \"total_duration\": 3018.0, \"total_sessions\": 7, \"mean_week_duration\": 21.712}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 8 entries and exclude 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[{\"29532\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-09 03:53:18.000000+00:00\", \"2021-03-04 10:23:11.000000+00:00\", \"2019-04-12 06:50:39.000000+00:00\", \"2021-01-23 17:47:06.000000+00:00\", \"2019-09-17 09:12:40.000000+00:00\", \"2021-08-04 07:53:28.000000+00:00\", \"2019-03-15 19:12:10.000000+00:00\"], \"session_ids\": [\"578d808a-3339-4a9e-bbb9-b57407a5ab95\", \"fb9d5710-9d48-4e59-a3a3-47156d3d5d2a\", \"ba965dc3-6faa-4a5b-a93f-7707764d162f\", \"d85f9565-1544-4b4a-88e2-3cae3da41f52\", \"428be2c6-9931-4843-a91b-77a881a63249\", \"e3aa5a04-3ac6-41de-859a-267789d1e126\", \"03e9206e-836f-4cfc-980d-780c6174eda2\"], \"total_duration\": 3018.0, \"total_sessions\": 7, \"mean_week_duration\": 21.712}}]\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[{\"29532\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-09 03:53:18.000000+00:00\", \"2021-03-04 10:23:11.000000+00:00\", \"2019-04-12 06:50:39.000000+00:00\", \"2021-01-23 17:47:06.000000+00:00\", \"2019-09-17 09:12:40.000000+00:00\", \"2021-08-04 07:53:28.000000+00:00\", \"2019-03-15 19:12:10.000000+00:00\"], \"session_ids\": [\"578d808a-3339-4a9e-bbb9-b57407a5ab95\", \"fb9d5710-9d48-4e59-a3a3-47156d3d5d2a\", \"ba965dc3-6faa-4a5b-a93f-7707764d162f\", \"d85f9565-1544-4b4a-88e2-3cae3da41f52\", \"428be2c6-9931-4843-a91b-77a881a63249\", \"e3aa5a04-3ac6-41de-859a-267789d1e126\", \"03e9206e-836f-4cfc-980d-780c6174eda2\"], \"total_duration\": 3018.0, \"total_sessions\": 7, \"mean_week_duration\": 21.712}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about user whose mean_week_duration is less than 46 and greater than 0 as well as apply sorting by sum of sessions in desc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"97578\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-17 05:09:42.000000+00:00\", \"2022-02-15 04:34:54.000000+00:00\"], \"session_ids\": [\"86def6c4-ecb3-4bc4-9087-dba1a589fc76\", \"2f8f348b-c5dc-46b1-8e79-642e07c2b43e\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 21.045}, \"23517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-12 15:30:57.000000+00:00\", \"2021-02-12 15:30:10.000000+00:00\"], \"session_ids\": [\"54952e22-8969-4c5c-a145-71c3cc59f270\", \"a41d4e0a-e4f7-4a07-9ea9-933243359e97\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 3.446}, \"5718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-03 11:25:38.000000+00:00\", \"2022-07-02 05:20:46.000000+00:00\", \"2021-08-19 20:02:01.000000+00:00\", \"2019-03-28 02:12:46.000000+00:00\"], \"session_ids\": [\"864ba7c3-106c-4d4d-a070-ddc5fbcb042f\", \"319beef7-dc17-4ca7-ad79-6a00e2ce3cea\", \"202ca383-3c47-482a-b36e-e1299c64844e\", \"241230aa-be64-4350-8693-d0bba9a46801\"], \"total_duration\": 445.0, \"total_sessions\": 4, \"mean_week_duration\": 2.602}, \"25636\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-24 15:28:35.000000+00:00\", \"2019-04-08 11:32:06.000000+00:00\", \"2020-10-09 21:52:41.000000+00:00\", \"2020-02-26 09:49:57.000000+00:00\", \"2021-03-05 09:46:32.000000+00:00\", \"2022-02-04 12:57:23.000000+00:00\"], \"session_ids\": [\"d4b2a095-e640-4056-a529-626d13ba882f\", \"102b9163-aa37-47bc-813c-51b7543d9f11\", \"75b72c8b-9756-4214-8b3e-e9a9404c2011\", \"38559ddb-d0a2-4317-9ea4-478f83b1309e\", \"a0706cd7-96de-4dbd-8f9b-24470536ade3\", \"408e956b-0c0d-4f91-a130-be88995eca2f\"], \"total_duration\": 234.0, \"total_sessions\": 6, \"mean_week_duration\": 1.36}, \"4507\": {\"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, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-17 00:13:44.000000+00:00\", \"2021-12-06 11:42:27.000000+00:00\", \"2020-03-15 09:17:05.000000+00:00\", \"2020-11-08 17:23:15.000000+00:00\", \"2020-03-02 22:40:42.000000+00:00\", \"2021-02-19 02:52:02.000000+00:00\", \"2019-03-29 15:58:38.000000+00:00\", \"2021-11-20 09:54:14.000000+00:00\"], \"session_ids\": [\"a4bb4b6f-6274-412f-b2e1-cb0de84298fe\", \"b0cabf6f-8b5e-43cf-a15d-066989386f14\", \"d83c5552-1218-400e-8159-0142e8bae3f1\", \"7330476d-1f23-4bc7-983c-effbffa098e1\", \"2d4d055c-5b10-4832-8963-847512220f26\", \"0f18b46a-3fcb-4ddc-a959-063c5d733b37\", \"b230d1f3-f698-4f26-aa6b-17903cbc5920\", \"3a47e065-062e-4fc5-aa49-426995de8747\"], \"total_duration\": 2689.0, \"total_sessions\": 8, \"mean_week_duration\": 18.804}, \"69889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-02-01 14:49:36.000000+00:00\", \"2022-11-07 08:56:16.000000+00:00\", \"2021-09-27 12:18:21.000000+00:00\", \"2022-04-04 20:23:16.000000+00:00\"], \"session_ids\": [\"be1c0b0c-101f-43c3-894b-44191e48eae0\", \"f317948e-165f-4ac6-8b91-3a3dd6931670\", \"d9e611b7-bffb-47c8-b3d8-d26f99031e2e\", \"5167f690-2f56-4de7-aa17-db576666b0b5\"], \"total_duration\": 1642.0, \"total_sessions\": 4, \"mean_week_duration\": 28.31}, \"75993\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-18 10:30:26.000000+00:00\", \"2019-05-31 16:43:56.000000+00:00\"], \"session_ids\": [\"916e609d-561d-4e09-978b-5f845bee747e\", \"c337829a-ced2-4901-bf48-d1249ef3ab02\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}, \"84865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 13:33:05.000000+00:00\", \"2019-02-13 05:06:48.000000+00:00\", \"2021-10-08 13:33:50.000000+00:00\"], \"session_ids\": [\"210ce4cd-3ec8-488b-b3b4-bc284d981a69\", \"9670903f-9ec4-4a82-8c66-bf72bf294bfc\", \"e4fc913f-20ef-412b-aed2-e97d620f6eff\"], \"total_duration\": 692.0, \"total_sessions\": 3, \"mean_week_duration\": 4.806}, \"60830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-02 16:57:27.000000+00:00\", \"2020-11-30 19:18:41.000000+00:00\", \"2020-08-16 12:32:49.000000+00:00\", \"2019-11-03 21:19:55.000000+00:00\", \"2023-01-31 06:05:55.000000+00:00\", \"2023-05-23 07:28:00.000000+00:00\", \"2019-06-06 15:26:53.000000+00:00\", \"2022-05-14 01:07:30.000000+00:00\", \"2021-08-12 03:59:59.000000+00:00\", \"2022-12-17 08:26:40.000000+00:00\"], \"session_ids\": [\"a93ca2c8-2646-4468-b951-721475743fa2\", \"44aa0825-e4a9-4b91-a257-26980eaa0d69\", \"2c281bf0-8fa4-4525-9d18-f3c69a6753bf\", \"a06111b2-8fbb-4f57-8217-bc158f68d23c\", \"668c7117-c613-43a6-adea-2649e3f5c742\", \"1e0b7861-4296-4cd0-8ef9-0dea18801274\", \"b06c001f-0095-4c1d-8225-6c4047727f70\", \"77f3e24e-dae9-418c-9912-1ec61a5480ad\", \"c8d96812-f904-4ce1-b372-52d48f919220\", \"5edd0dcc-ade9-4843-9260-a0b3460d5987\"], \"total_duration\": 669.0, \"total_sessions\": 10, \"mean_week_duration\": 3.232}, \"98458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-08 01:49:20.000000+00:00\", \"2019-01-17 03:38:24.000000+00:00\"], \"session_ids\": [\"f236ee4d-25d8-478c-9917-bd1a31438721\", \"a0006bbf-1765-423b-956a-d87eb6141cdf\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}\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 and are equal or less than 46"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 46]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"97578\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-17 05:09:42.000000+00:00\", \"2022-02-15 04:34:54.000000+00:00\"], \"session_ids\": [\"86def6c4-ecb3-4bc4-9087-dba1a589fc76\", \"2f8f348b-c5dc-46b1-8e79-642e07c2b43e\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 21.045}, \"23517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-12 15:30:57.000000+00:00\", \"2021-02-12 15:30:10.000000+00:00\"], \"session_ids\": [\"54952e22-8969-4c5c-a145-71c3cc59f270\", \"a41d4e0a-e4f7-4a07-9ea9-933243359e97\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 3.446}, \"5718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-03 11:25:38.000000+00:00\", \"2022-07-02 05:20:46.000000+00:00\", \"2021-08-19 20:02:01.000000+00:00\", \"2019-03-28 02:12:46.000000+00:00\"], \"session_ids\": [\"864ba7c3-106c-4d4d-a070-ddc5fbcb042f\", \"319beef7-dc17-4ca7-ad79-6a00e2ce3cea\", \"202ca383-3c47-482a-b36e-e1299c64844e\", \"241230aa-be64-4350-8693-d0bba9a46801\"], \"total_duration\": 445.0, \"total_sessions\": 4, \"mean_week_duration\": 2.602}, \"25636\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-24 15:28:35.000000+00:00\", \"2019-04-08 11:32:06.000000+00:00\", \"2020-10-09 21:52:41.000000+00:00\", \"2020-02-26 09:49:57.000000+00:00\", \"2021-03-05 09:46:32.000000+00:00\", \"2022-02-04 12:57:23.000000+00:00\"], \"session_ids\": [\"d4b2a095-e640-4056-a529-626d13ba882f\", \"102b9163-aa37-47bc-813c-51b7543d9f11\", \"75b72c8b-9756-4214-8b3e-e9a9404c2011\", \"38559ddb-d0a2-4317-9ea4-478f83b1309e\", \"a0706cd7-96de-4dbd-8f9b-24470536ade3\", \"408e956b-0c0d-4f91-a130-be88995eca2f\"], \"total_duration\": 234.0, \"total_sessions\": 6, \"mean_week_duration\": 1.36}, \"4507\": {\"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, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-17 00:13:44.000000+00:00\", \"2021-12-06 11:42:27.000000+00:00\", \"2020-03-15 09:17:05.000000+00:00\", \"2020-11-08 17:23:15.000000+00:00\", \"2020-03-02 22:40:42.000000+00:00\", \"2021-02-19 02:52:02.000000+00:00\", \"2019-03-29 15:58:38.000000+00:00\", \"2021-11-20 09:54:14.000000+00:00\"], \"session_ids\": [\"a4bb4b6f-6274-412f-b2e1-cb0de84298fe\", \"b0cabf6f-8b5e-43cf-a15d-066989386f14\", \"d83c5552-1218-400e-8159-0142e8bae3f1\", \"7330476d-1f23-4bc7-983c-effbffa098e1\", \"2d4d055c-5b10-4832-8963-847512220f26\", \"0f18b46a-3fcb-4ddc-a959-063c5d733b37\", \"b230d1f3-f698-4f26-aa6b-17903cbc5920\", \"3a47e065-062e-4fc5-aa49-426995de8747\"], \"total_duration\": 2689.0, \"total_sessions\": 8, \"mean_week_duration\": 18.804}, \"69889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-02-01 14:49:36.000000+00:00\", \"2022-11-07 08:56:16.000000+00:00\", \"2021-09-27 12:18:21.000000+00:00\", \"2022-04-04 20:23:16.000000+00:00\"], \"session_ids\": [\"be1c0b0c-101f-43c3-894b-44191e48eae0\", \"f317948e-165f-4ac6-8b91-3a3dd6931670\", \"d9e611b7-bffb-47c8-b3d8-d26f99031e2e\", \"5167f690-2f56-4de7-aa17-db576666b0b5\"], \"total_duration\": 1642.0, \"total_sessions\": 4, \"mean_week_duration\": 28.31}, \"75993\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-18 10:30:26.000000+00:00\", \"2019-05-31 16:43:56.000000+00:00\"], \"session_ids\": [\"916e609d-561d-4e09-978b-5f845bee747e\", \"c337829a-ced2-4901-bf48-d1249ef3ab02\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}, \"84865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 13:33:05.000000+00:00\", \"2019-02-13 05:06:48.000000+00:00\", \"2021-10-08 13:33:50.000000+00:00\"], \"session_ids\": [\"210ce4cd-3ec8-488b-b3b4-bc284d981a69\", \"9670903f-9ec4-4a82-8c66-bf72bf294bfc\", \"e4fc913f-20ef-412b-aed2-e97d620f6eff\"], \"total_duration\": 692.0, \"total_sessions\": 3, \"mean_week_duration\": 4.806}, \"60830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-02 16:57:27.000000+00:00\", \"2020-11-30 19:18:41.000000+00:00\", \"2020-08-16 12:32:49.000000+00:00\", \"2019-11-03 21:19:55.000000+00:00\", \"2023-01-31 06:05:55.000000+00:00\", \"2023-05-23 07:28:00.000000+00:00\", \"2019-06-06 15:26:53.000000+00:00\", \"2022-05-14 01:07:30.000000+00:00\", \"2021-08-12 03:59:59.000000+00:00\", \"2022-12-17 08:26:40.000000+00:00\"], \"session_ids\": [\"a93ca2c8-2646-4468-b951-721475743fa2\", \"44aa0825-e4a9-4b91-a257-26980eaa0d69\", \"2c281bf0-8fa4-4525-9d18-f3c69a6753bf\", \"a06111b2-8fbb-4f57-8217-bc158f68d23c\", \"668c7117-c613-43a6-adea-2649e3f5c742\", \"1e0b7861-4296-4cd0-8ef9-0dea18801274\", \"b06c001f-0095-4c1d-8225-6c4047727f70\", \"77f3e24e-dae9-418c-9912-1ec61a5480ad\", \"c8d96812-f904-4ce1-b372-52d48f919220\", \"5edd0dcc-ade9-4843-9260-a0b3460d5987\"], \"total_duration\": 669.0, \"total_sessions\": 10, \"mean_week_duration\": 3.232}, \"98458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-08 01:49:20.000000+00:00\", \"2019-01-17 03:38:24.000000+00:00\"], \"session_ids\": [\"f236ee4d-25d8-478c-9917-bd1a31438721\", \"a0006bbf-1765-423b-956a-d87eb6141cdf\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}\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[{\"60830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-02 16:57:27.000000+00:00\", \"2020-11-30 19:18:41.000000+00:00\", \"2020-08-16 12:32:49.000000+00:00\", \"2019-11-03 21:19:55.000000+00:00\", \"2023-01-31 06:05:55.000000+00:00\", \"2023-05-23 07:28:00.000000+00:00\", \"2019-06-06 15:26:53.000000+00:00\", \"2022-05-14 01:07:30.000000+00:00\", \"2021-08-12 03:59:59.000000+00:00\", \"2022-12-17 08:26:40.000000+00:00\"], \"session_ids\": [\"a93ca2c8-2646-4468-b951-721475743fa2\", \"44aa0825-e4a9-4b91-a257-26980eaa0d69\", \"2c281bf0-8fa4-4525-9d18-f3c69a6753bf\", \"a06111b2-8fbb-4f57-8217-bc158f68d23c\", \"668c7117-c613-43a6-adea-2649e3f5c742\", \"1e0b7861-4296-4cd0-8ef9-0dea18801274\", \"b06c001f-0095-4c1d-8225-6c4047727f70\", \"77f3e24e-dae9-418c-9912-1ec61a5480ad\", \"c8d96812-f904-4ce1-b372-52d48f919220\", \"5edd0dcc-ade9-4843-9260-a0b3460d5987\"], \"total_duration\": 669.0, \"total_sessions\": 10, \"mean_week_duration\": 3.232}}, {\"4507\": {\"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, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-17 00:13:44.000000+00:00\", \"2021-12-06 11:42:27.000000+00:00\", \"2020-03-15 09:17:05.000000+00:00\", \"2020-11-08 17:23:15.000000+00:00\", \"2020-03-02 22:40:42.000000+00:00\", \"2021-02-19 02:52:02.000000+00:00\", \"2019-03-29 15:58:38.000000+00:00\", \"2021-11-20 09:54:14.000000+00:00\"], \"session_ids\": [\"a4bb4b6f-6274-412f-b2e1-cb0de84298fe\", \"b0cabf6f-8b5e-43cf-a15d-066989386f14\", \"d83c5552-1218-400e-8159-0142e8bae3f1\", \"7330476d-1f23-4bc7-983c-effbffa098e1\", \"2d4d055c-5b10-4832-8963-847512220f26\", \"0f18b46a-3fcb-4ddc-a959-063c5d733b37\", \"b230d1f3-f698-4f26-aa6b-17903cbc5920\", \"3a47e065-062e-4fc5-aa49-426995de8747\"], \"total_duration\": 2689.0, \"total_sessions\": 8, \"mean_week_duration\": 18.804}}, {\"25636\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-24 15:28:35.000000+00:00\", \"2019-04-08 11:32:06.000000+00:00\", \"2020-10-09 21:52:41.000000+00:00\", \"2020-02-26 09:49:57.000000+00:00\", \"2021-03-05 09:46:32.000000+00:00\", \"2022-02-04 12:57:23.000000+00:00\"], \"session_ids\": [\"d4b2a095-e640-4056-a529-626d13ba882f\", \"102b9163-aa37-47bc-813c-51b7543d9f11\", \"75b72c8b-9756-4214-8b3e-e9a9404c2011\", \"38559ddb-d0a2-4317-9ea4-478f83b1309e\", \"a0706cd7-96de-4dbd-8f9b-24470536ade3\", \"408e956b-0c0d-4f91-a130-be88995eca2f\"], \"total_duration\": 234.0, \"total_sessions\": 6, \"mean_week_duration\": 1.36}}, {\"5718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-03 11:25:38.000000+00:00\", \"2022-07-02 05:20:46.000000+00:00\", \"2021-08-19 20:02:01.000000+00:00\", \"2019-03-28 02:12:46.000000+00:00\"], \"session_ids\": [\"864ba7c3-106c-4d4d-a070-ddc5fbcb042f\", \"319beef7-dc17-4ca7-ad79-6a00e2ce3cea\", \"202ca383-3c47-482a-b36e-e1299c64844e\", \"241230aa-be64-4350-8693-d0bba9a46801\"], \"total_duration\": 445.0, \"total_sessions\": 4, \"mean_week_duration\": 2.602}}, {\"69889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-02-01 14:49:36.000000+00:00\", \"2022-11-07 08:56:16.000000+00:00\", \"2021-09-27 12:18:21.000000+00:00\", \"2022-04-04 20:23:16.000000+00:00\"], \"session_ids\": [\"be1c0b0c-101f-43c3-894b-44191e48eae0\", \"f317948e-165f-4ac6-8b91-3a3dd6931670\", \"d9e611b7-bffb-47c8-b3d8-d26f99031e2e\", \"5167f690-2f56-4de7-aa17-db576666b0b5\"], \"total_duration\": 1642.0, \"total_sessions\": 4, \"mean_week_duration\": 28.31}}, {\"84865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 13:33:05.000000+00:00\", \"2019-02-13 05:06:48.000000+00:00\", \"2021-10-08 13:33:50.000000+00:00\"], \"session_ids\": [\"210ce4cd-3ec8-488b-b3b4-bc284d981a69\", \"9670903f-9ec4-4a82-8c66-bf72bf294bfc\", \"e4fc913f-20ef-412b-aed2-e97d620f6eff\"], \"total_duration\": 692.0, \"total_sessions\": 3, \"mean_week_duration\": 4.806}}, {\"97578\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-17 05:09:42.000000+00:00\", \"2022-02-15 04:34:54.000000+00:00\"], \"session_ids\": [\"86def6c4-ecb3-4bc4-9087-dba1a589fc76\", \"2f8f348b-c5dc-46b1-8e79-642e07c2b43e\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 21.045}}, {\"23517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-12 15:30:57.000000+00:00\", \"2021-02-12 15:30:10.000000+00:00\"], \"session_ids\": [\"54952e22-8969-4c5c-a145-71c3cc59f270\", \"a41d4e0a-e4f7-4a07-9ea9-933243359e97\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 3.446}}, {\"75993\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-18 10:30:26.000000+00:00\", \"2019-05-31 16:43:56.000000+00:00\"], \"session_ids\": [\"916e609d-561d-4e09-978b-5f845bee747e\", \"c337829a-ced2-4901-bf48-d1249ef3ab02\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}}, {\"98458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-08 01:49:20.000000+00:00\", \"2019-01-17 03:38:24.000000+00:00\"], \"session_ids\": [\"f236ee4d-25d8-478c-9917-bd1a31438721\", \"a0006bbf-1765-423b-956a-d87eb6141cdf\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}]\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[{\"60830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-02 16:57:27.000000+00:00\", \"2020-11-30 19:18:41.000000+00:00\", \"2020-08-16 12:32:49.000000+00:00\", \"2019-11-03 21:19:55.000000+00:00\", \"2023-01-31 06:05:55.000000+00:00\", \"2023-05-23 07:28:00.000000+00:00\", \"2019-06-06 15:26:53.000000+00:00\", \"2022-05-14 01:07:30.000000+00:00\", \"2021-08-12 03:59:59.000000+00:00\", \"2022-12-17 08:26:40.000000+00:00\"], \"session_ids\": [\"a93ca2c8-2646-4468-b951-721475743fa2\", \"44aa0825-e4a9-4b91-a257-26980eaa0d69\", \"2c281bf0-8fa4-4525-9d18-f3c69a6753bf\", \"a06111b2-8fbb-4f57-8217-bc158f68d23c\", \"668c7117-c613-43a6-adea-2649e3f5c742\", \"1e0b7861-4296-4cd0-8ef9-0dea18801274\", \"b06c001f-0095-4c1d-8225-6c4047727f70\", \"77f3e24e-dae9-418c-9912-1ec61a5480ad\", \"c8d96812-f904-4ce1-b372-52d48f919220\", \"5edd0dcc-ade9-4843-9260-a0b3460d5987\"], \"total_duration\": 669.0, \"total_sessions\": 10, \"mean_week_duration\": 3.232}}]\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[{\"60830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-02 16:57:27.000000+00:00\", \"2020-11-30 19:18:41.000000+00:00\", \"2020-08-16 12:32:49.000000+00:00\", \"2019-11-03 21:19:55.000000+00:00\", \"2023-01-31 06:05:55.000000+00:00\", \"2023-05-23 07:28:00.000000+00:00\", \"2019-06-06 15:26:53.000000+00:00\", \"2022-05-14 01:07:30.000000+00:00\", \"2021-08-12 03:59:59.000000+00:00\", \"2022-12-17 08:26:40.000000+00:00\"], \"session_ids\": [\"a93ca2c8-2646-4468-b951-721475743fa2\", \"44aa0825-e4a9-4b91-a257-26980eaa0d69\", \"2c281bf0-8fa4-4525-9d18-f3c69a6753bf\", \"a06111b2-8fbb-4f57-8217-bc158f68d23c\", \"668c7117-c613-43a6-adea-2649e3f5c742\", \"1e0b7861-4296-4cd0-8ef9-0dea18801274\", \"b06c001f-0095-4c1d-8225-6c4047727f70\", \"77f3e24e-dae9-418c-9912-1ec61a5480ad\", \"c8d96812-f904-4ce1-b372-52d48f919220\", \"5edd0dcc-ade9-4843-9260-a0b3460d5987\"], \"total_duration\": 669.0, \"total_sessions\": 10, \"mean_week_duration\": 3.232}}]\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 2 users who currently live in city Madrid also carry out sorting by total duration amount 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{\"38056\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-27 02:14:49.000000+00:00\", \"2021-07-20 16:07:17.000000+00:00\"], \"session_ids\": [\"2a914dc9-86ee-4e43-9b4e-60d6fa3d0de2\", \"83f3e8db-102c-4b53-87b5-e47fedaa506c\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 43.667}, \"55756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-17 10:22:21.000000+00:00\", \"2021-12-10 07:43:50.000000+00:00\", \"2023-02-09 05:23:18.000000+00:00\", \"2021-03-20 02:11:17.000000+00:00\", \"2022-04-20 19:32:08.000000+00:00\", \"2019-06-01 09:59:45.000000+00:00\", \"2023-04-04 17:44:47.000000+00:00\", \"2019-07-25 14:27:51.000000+00:00\", \"2020-10-19 23:07:17.000000+00:00\", \"2021-11-11 11:09:05.000000+00:00\"], \"session_ids\": [\"5118f799-3f61-4a53-89fd-d2beabff3644\", \"7579938b-f083-401d-b6de-66f0045fee6e\", \"5c2699bc-29a8-4d01-a4cd-9813a6b4b068\", \"bcb2c2d5-383e-4e91-ace1-75de0bf78d08\", \"cb612df5-452e-4dc7-8b7a-7464fb6c4484\", \"cce491d3-6330-40ec-8920-d1c70b600155\", \"32cb84c6-0552-4b7b-b4a5-a915dc2a4dfe\", \"2b34fc8c-d27b-4a4c-8dd6-a87812422b06\", \"e51dbb5f-7bb7-438c-9ccd-cef8f31d83a7\", \"1ccd357d-589d-4f88-aa8a-6e41c7d2838e\"], \"total_duration\": 9175.0, \"total_sessions\": 10, \"mean_week_duration\": 45.647}, \"60387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-30 23:27:00.000000+00:00\", \"2023-01-09 13:55:01.000000+00:00\", \"2020-01-05 03:56:22.000000+00:00\"], \"session_ids\": [\"160743a5-2fe3-482b-b0a4-739e8c4fc137\", \"8d9632c0-7436-4022-879e-75f89871a9ce\", \"3d1ff9d7-dc66-4012-b3f0-69d671cea204\"], \"total_duration\": 790.0, \"total_sessions\": 3, \"mean_week_duration\": 4.293}, \"40236\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-04-26 16:21:27.000000+00:00\", \"2019-06-18 12:36:45.000000+00:00\"], \"session_ids\": [\"f898a511-1556-4b47-99f0-b97f1e26d38a\", \"95f42169-8f07-43f3-8e57-be4f0421e477\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.188}, \"82959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-01 15:35:02.000000+00:00\", \"2020-02-02 06:48:28.000000+00:00\"], \"session_ids\": [\"20ca51b8-2a0e-412e-aeb8-470b8c3dedab\", \"ed4cfda1-1075-4250-84c6-f14ab8ac2600\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 6.184}, \"97701\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-10 10:37:38.000000+00:00\", \"2019-07-24 06:11:59.000000+00:00\", \"2019-02-08 20:43:02.000000+00:00\", \"2020-07-26 23:37:16.000000+00:00\", \"2023-03-10 14:12:31.000000+00:00\"], \"session_ids\": [\"23687dca-2c27-46a4-bab2-7be8e9062ffa\", \"f7585a4b-38af-487e-ba9b-42fa4c687ad7\", \"d59d6d27-b522-40b7-af59-3fa5a315ad02\", \"b8d6c1c8-9500-4b36-bd35-21b433ebabd9\", \"8397a021-daf1-45e2-b4d1-1a83906f2a63\"], \"total_duration\": 1476.0, \"total_sessions\": 5, \"mean_week_duration\": 6.93}, \"62782\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-16 00:41:25.000000+00:00\", \"2019-06-08 11:21:55.000000+00:00\", \"2020-11-10 22:02:59.000000+00:00\", \"2022-01-27 23:11:27.000000+00:00\", \"2022-12-20 12:13:53.000000+00:00\", \"2019-10-11 20:11:08.000000+00:00\"], \"session_ids\": [\"c1f06253-3eeb-46e2-bfa8-dfa753103325\", \"c6be7818-b07e-408d-845b-64848965ce7a\", \"84bd5ed0-cac1-4952-89ae-bc7dba6db0b3\", \"9f6277db-bfe7-4d38-9756-bfd3227fd2bd\", \"1403a1ff-9bcc-40ca-bc62-c00370d4f2af\", \"836d2b49-35d1-4b8b-9f78-809f5fb0d632\"], \"total_duration\": 754.0, \"total_sessions\": 6, \"mean_week_duration\": 4.076}, \"40457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-15 23:57:51.000000+00:00\", \"2021-11-23 10:10:47.000000+00:00\", \"2023-04-25 15:17:48.000000+00:00\", \"2022-09-29 08:23:55.000000+00:00\", \"2020-01-16 06:28:12.000000+00:00\"], \"session_ids\": [\"ea0d6601-53a4-4076-a639-60db798afe95\", \"1f22b619-3248-4013-9a91-4231b764136a\", \"065ea6de-b228-4644-bc9e-1ee7f16b389a\", \"ccd2d48a-cbec-4417-922a-9918484e9554\", \"86896899-91c1-4b2d-ad92-20c4ec7b24b0\"], \"total_duration\": 100.0, \"total_sessions\": 5, \"mean_week_duration\": 0.457}, \"8346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-03-30 18:46:48.000000+00:00\", \"2020-12-11 16:03:20.000000+00:00\", \"2022-09-03 06:48:18.000000+00:00\"], \"session_ids\": [\"99fa8bfc-8dd3-4fc7-8618-98d73e8a4078\", \"e251d140-c5d5-4a8a-b55a-88e6b53e569e\", \"9571137b-2aab-4acb-bbb0-7f0d6421cf58\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 4.067}, \"78169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-02 14:12:39.000000+00:00\", \"2020-10-10 01:11:37.000000+00:00\", \"2021-12-05 06:43:02.000000+00:00\"], \"session_ids\": [\"86a9ac57-6a86-4906-9f33-38fcfac70d7e\", \"2dcbfaad-4391-4494-801e-a5e5c8809028\", \"bd7c7395-7c0a-4d4c-adb4-a1ab195176ab\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 1.185}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Madrid"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Madrid\"]]}}}\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 users who have overall total sessions greater than 4 (not including) and less than 5 + apply sorting by city naming 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{\"16447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-06 00:48:59.000000+00:00\", \"2020-09-28 16:25:47.000000+00:00\"], \"session_ids\": [\"d4177dd3-576d-4433-9cb3-2edb7b42a14e\", \"57788e47-b257-4f8c-8bfb-6e77655bda0a\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 3.264}, \"15915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-08 13:03:55.000000+00:00\", \"2021-11-18 23:33:02.000000+00:00\", \"2021-05-07 13:06:50.000000+00:00\"], \"session_ids\": [\"3ce043c2-5e96-414f-b417-95202e3b8b7a\", \"dd6deb3d-e408-4a50-867f-d69e2f80a49b\", \"718779d9-5ef1-4f7c-ba28-cd6ed3d0f889\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.282}, \"41815\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-29 05:01:49.000000+00:00\", \"2023-06-18 05:05:55.000000+00:00\"], \"session_ids\": [\"d8d8d786-459c-4fc5-9eb1-8063a5fb6ac4\", \"6f496907-6b7e-4fa0-b9fb-84c646af629a\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 125.0}, \"82726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-11-17 05:07:48.000000+00:00\", \"2021-03-29 18:16:42.000000+00:00\", \"2023-03-30 14:08:37.000000+00:00\", \"2022-06-14 07:43:31.000000+00:00\"], \"session_ids\": [\"86829d07-9532-4592-9372-c533cacc7a5f\", \"e634dbf6-9119-40c6-a255-6bdd753bec10\", \"ff0e1aaa-54f5-4b99-ac88-f8faa08f6575\", \"af5d3fe8-fde8-452d-9623-fef07dd76082\"], \"total_duration\": 198.0, \"total_sessions\": 4, \"mean_week_duration\": 1.886}, \"85368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-08-06 16:42:51.000000+00:00\", \"2019-06-03 01:22:19.000000+00:00\"], \"session_ids\": [\"586d1f1d-9fbb-44c8-9068-f395e63b3f37\", \"8f63f41e-c31f-4dea-ad9c-00473e18241b\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.93}, \"50220\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-03 10:20:27.000000+00:00\", \"2021-03-02 07:37:05.000000+00:00\", \"2020-04-11 08:39:54.000000+00:00\", \"2021-04-20 09:01:32.000000+00:00\", \"2021-12-07 02:36:47.000000+00:00\"], \"session_ids\": [\"132bd047-b90b-413e-8911-3c7af19b5ed9\", \"ace615a7-8415-4fd6-afc6-82a0e0b9b52b\", \"b336a81b-c915-420c-b237-fa6e17e8b871\", \"2af48d8d-f7a5-42d8-9aeb-3429c09e58b0\", \"51d77340-a57d-45c7-a1b8-1506b0078050\"], \"total_duration\": 2873.0, \"total_sessions\": 5, \"mean_week_duration\": 33.023}, \"90592\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-06-21 22:53:32.000000+00:00\", \"2023-05-16 05:00:06.000000+00:00\", \"2021-09-28 03:36:46.000000+00:00\", \"2022-08-18 21:59:37.000000+00:00\", \"2021-04-06 15:05:34.000000+00:00\", \"2023-06-06 21:04:08.000000+00:00\", \"2020-01-05 09:37:05.000000+00:00\", \"2021-06-28 11:35:20.000000+00:00\", \"2019-06-05 15:13:37.000000+00:00\", \"2019-11-15 04:40:25.000000+00:00\"], \"session_ids\": [\"a1c00c3b-1f56-4ebe-bcd3-37bcd45a1ba1\", \"cfb23dc9-34ba-4947-928a-b1670314e872\", \"999a3cee-12a4-41d6-8726-d99912fe544e\", \"227db1a9-d6a6-44fa-96d3-6852b630cb83\", \"f3423544-03d2-44bc-81df-af27cef7d552\", \"fc989e80-c8c1-4d5c-8420-ed933d9a89c0\", \"2a5f3fcf-a08c-4362-9add-6f4721df6f21\", \"e9a99795-d15d-4360-b544-ef2b0a84aed7\", \"0458218c-7c13-4e0f-a0b9-02a3c1015b88\", \"f35214c5-e1ab-450d-8e5c-dec425e1db4e\"], \"total_duration\": 8226.0, \"total_sessions\": 10, \"mean_week_duration\": 39.359}, \"75980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-26 22:54:10.000000+00:00\", \"2019-11-27 23:33:11.000000+00:00\"], \"session_ids\": [\"f24e0c8d-b4a7-4dd0-83ad-5b2cc9302e9c\", \"ef6d8d60-b1d6-42e0-8014-27b68d84478f\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 10.909}, \"17470\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-14 23:01:15.000000+00:00\", \"2022-02-24 22:40:25.000000+00:00\"], \"session_ids\": [\"bf349e30-67e5-4b30-a926-0faeb297a1dd\", \"273293df-b616-4255-a62d-86e4dfcdfa82\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.406}, \"77186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-11 05:29:10.000000+00:00\", \"2019-10-25 19:06:58.000000+00:00\", \"2023-05-21 03:58:37.000000+00:00\", \"2019-01-14 05:02:58.000000+00:00\"], \"session_ids\": [\"908b3596-2716-4686-9560-1db83efdb78c\", \"6be48b97-9fd8-46d2-be16-626c9579539c\", \"5e4d608d-47e9-430b-a42a-daa921f1b75d\", \"f165e077-c7af-44a9-b06f-af10b3cd9de0\"], \"total_duration\": 553.0, \"total_sessions\": 4, \"mean_week_duration\": 2.404}}\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 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"50220\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-03 10:20:27.000000+00:00\", \"2021-03-02 07:37:05.000000+00:00\", \"2020-04-11 08:39:54.000000+00:00\", \"2021-04-20 09:01:32.000000+00:00\", \"2021-12-07 02:36:47.000000+00:00\"], \"session_ids\": [\"132bd047-b90b-413e-8911-3c7af19b5ed9\", \"ace615a7-8415-4fd6-afc6-82a0e0b9b52b\", \"b336a81b-c915-420c-b237-fa6e17e8b871\", \"2af48d8d-f7a5-42d8-9aeb-3429c09e58b0\", \"51d77340-a57d-45c7-a1b8-1506b0078050\"], \"total_duration\": 2873.0, \"total_sessions\": 5, \"mean_week_duration\": 33.023}}\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[{\"50220\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-03 10:20:27.000000+00:00\", \"2021-03-02 07:37:05.000000+00:00\", \"2020-04-11 08:39:54.000000+00:00\", \"2021-04-20 09:01:32.000000+00:00\", \"2021-12-07 02:36:47.000000+00:00\"], \"session_ids\": [\"132bd047-b90b-413e-8911-3c7af19b5ed9\", \"ace615a7-8415-4fd6-afc6-82a0e0b9b52b\", \"b336a81b-c915-420c-b237-fa6e17e8b871\", \"2af48d8d-f7a5-42d8-9aeb-3429c09e58b0\", \"51d77340-a57d-45c7-a1b8-1506b0078050\"], \"total_duration\": 2873.0, \"total_sessions\": 5, \"mean_week_duration\": 33.023}}]\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[{\"50220\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-03 10:20:27.000000+00:00\", \"2021-03-02 07:37:05.000000+00:00\", \"2020-04-11 08:39:54.000000+00:00\", \"2021-04-20 09:01:32.000000+00:00\", \"2021-12-07 02:36:47.000000+00:00\"], \"session_ids\": [\"132bd047-b90b-413e-8911-3c7af19b5ed9\", \"ace615a7-8415-4fd6-afc6-82a0e0b9b52b\", \"b336a81b-c915-420c-b237-fa6e17e8b871\", \"2af48d8d-f7a5-42d8-9aeb-3429c09e58b0\", \"51d77340-a57d-45c7-a1b8-1506b0078050\"], \"total_duration\": 2873.0, \"total_sessions\": 5, \"mean_week_duration\": 33.023}}]\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 lives in city Zurich and in addition implement sorting by total sessions 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{\"96421\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-29 08:53:37.000000+00:00\", \"2021-05-11 21:58:36.000000+00:00\"], \"session_ids\": [\"37d2367d-0ecc-4b96-abdc-569c28d0a2f1\", \"637af12b-cc71-4d5a-b8f4-09b243dd6ff8\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}, \"91951\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-11 11:01:58.000000+00:00\", \"2022-05-28 20:04:43.000000+00:00\"], \"session_ids\": [\"68205fac-6268-4799-bb0b-753f75d6baeb\", \"42761369-679f-48cb-9c84-e15a32861388\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 3.205}, \"10453\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-11 23:01:27.000000+00:00\", \"2021-07-04 19:30:25.000000+00:00\", \"2021-08-31 04:40:42.000000+00:00\", \"2020-10-12 05:52:46.000000+00:00\", \"2020-04-09 12:07:21.000000+00:00\", \"2022-01-16 04:54:08.000000+00:00\", \"2022-02-11 07:21:49.000000+00:00\", \"2020-06-18 20:35:45.000000+00:00\", \"2023-01-01 08:35:51.000000+00:00\"], \"session_ids\": [\"7d751915-b384-4114-86c9-e245cbb409af\", \"519dc0f8-1884-4ea1-a9db-89c90530a82a\", \"5f50cb5d-2842-487e-b0f4-4ec448505166\", \"575a96ea-ce21-443f-ba9a-c035bf059ca3\", \"86ae5180-b306-43b1-8f7b-fa84043093c5\", \"6dd6f558-33f6-4aaf-af96-dddc6a05dc6d\", \"7f09532a-736d-492f-aa42-d8693dacc11f\", \"44642728-6cca-4c2e-9828-13d2146e3a4a\", \"5c587140-7d89-4382-adf5-484b891a6843\"], \"total_duration\": 7515.0, \"total_sessions\": 9, \"mean_week_duration\": 52.552}, \"65128\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-22 03:42:28.000000+00:00\", \"2022-05-02 23:05:55.000000+00:00\"], \"session_ids\": [\"aa370fed-ef9e-42bb-83ab-3b8fbf56c4be\", \"404563db-573b-4265-954e-ec4e2c5168da\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 3.191}, \"19167\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-03-29 03:14:23.000000+00:00\", \"2019-10-04 08:46:58.000000+00:00\", \"2022-04-15 19:01:07.000000+00:00\"], \"session_ids\": [\"9951af43-129f-4693-a5ce-747b956d2dbb\", \"53784589-e22d-4251-a316-ffbb231ddabf\", \"e93e042a-7979-470a-9422-e0eecd96502e\"], \"total_duration\": 713.0, \"total_sessions\": 3, \"mean_week_duration\": 3.918}, \"82504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-25 00:01:47.000000+00:00\", \"2022-05-23 19:16:22.000000+00:00\", \"2020-11-26 19:54:09.000000+00:00\", \"2020-04-09 18:49:20.000000+00:00\", \"2022-09-09 19:48:18.000000+00:00\"], \"session_ids\": [\"b1102063-0909-4bc6-b214-ea45e96fd668\", \"be281004-5bec-4745-9483-24eaa747a2e8\", \"7b3eb707-ed10-4473-9ada-6a9ef8b5d37f\", \"f1ccc9c9-2a48-4528-add0-4b8b13ebc80d\", \"b32ed17d-43e1-4820-a669-627cacc9b3bc\"], \"total_duration\": 971.0, \"total_sessions\": 5, \"mean_week_duration\": 7.646}, \"55000\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-22 22:53:12.000000+00:00\", \"2022-03-26 13:38:46.000000+00:00\", \"2023-03-29 14:08:55.000000+00:00\"], \"session_ids\": [\"46204447-2205-44c3-a89b-862a8769f54e\", \"a061c07c-88d5-4943-84c6-de2538f4ba4a\", \"4993ad4d-d85d-4ff7-9525-7e71261cb58a\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.41}, \"9270\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-18 15:01:08.000000+00:00\", \"2019-04-07 15:58:38.000000+00:00\"], \"session_ids\": [\"90c1a6b5-c1f5-4fd1-9d9c-0c26827a668c\", \"99d9bc26-41af-47b4-af0d-1e09c6330de0\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"54480\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-01 22:16:07.000000+00:00\", \"2022-01-26 04:23:10.000000+00:00\", \"2022-03-20 12:56:30.000000+00:00\"], \"session_ids\": [\"c7f39ab5-818b-40e9-a1ff-40497074006d\", \"4220cc05-5f83-4d31-ba93-6c4df0d92b7c\", \"23a2449c-a3c9-4b10-8122-43eeaef33cd8\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 1.967}, \"73851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-21 21:32:33.000000+00:00\", \"2021-02-19 23:07:00.000000+00:00\", \"2020-12-20 14:01:25.000000+00:00\", \"2020-01-15 02:53:28.000000+00:00\", \"2022-05-23 09:07:23.000000+00:00\", \"2021-02-01 03:12:48.000000+00:00\"], \"session_ids\": [\"1cacf900-ea28-40d6-aff2-82488016e49e\", \"920e2e53-6614-4078-b1ff-d960d531e9e6\", \"54de5b7e-d9ce-49a4-ad9d-6afa3583d467\", \"d60f10de-6706-4995-aed4-61d9fd14749a\", \"567ff219-4607-4362-b5d6-4ef0c740b6e8\", \"efb706e6-4e00-4c83-840f-31efad33b8fa\"], \"total_duration\": 5067.0, \"total_sessions\": 6, \"mean_week_duration\": 41.195}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is Zurich"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Zurich\"]]}}}\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 tell me about users with a overall total sessions that is above 2 , put to use 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{\"79428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-05 09:30:41.000000+00:00\", \"2023-02-15 20:20:42.000000+00:00\"], \"session_ids\": [\"9e596311-29ba-4b41-98a8-f3ad43c79589\", \"dd11e473-78de-46d8-9c2f-f5180bda693f\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 4.162}, \"18816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-22 17:59:03.000000+00:00\", \"2021-07-28 23:27:59.000000+00:00\", \"2019-02-10 05:15:33.000000+00:00\", \"2020-08-09 01:38:34.000000+00:00\", \"2022-09-05 21:01:05.000000+00:00\", \"2019-06-02 01:41:55.000000+00:00\", \"2021-05-13 08:33:18.000000+00:00\", \"2022-12-15 00:24:50.000000+00:00\", \"2023-05-25 19:44:04.000000+00:00\", \"2021-10-28 03:59:58.000000+00:00\"], \"session_ids\": [\"374528e5-d0f4-4453-8748-6ff7ef887668\", \"fbde5a15-1abc-482d-904c-994c78c1cf31\", \"11e1420c-d2ed-48d6-9b7b-faf6f5f8abdd\", \"2c3a3a9e-732a-4f73-86d2-239cfbb676a8\", \"5f56ebe2-2af2-40e4-b51a-765b803b13ce\", \"5ad2057c-c513-4d02-87d7-3310de36471f\", \"cea34fae-9a44-4f0b-bcd9-8968f0fa1509\", \"88322408-96f8-4c41-8a6b-531e2b8117c3\", \"4a3c19d4-e82c-4ffd-ba75-1afa314ee2ce\", \"5d5c9636-880f-46d2-9aed-9068d061a249\"], \"total_duration\": 5380.0, \"total_sessions\": 10, \"mean_week_duration\": 24.018}, \"90488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 05:05:24.000000+00:00\", \"2020-11-22 17:30:26.000000+00:00\"], \"session_ids\": [\"e127309d-5d20-4784-96fb-c22b066f424f\", \"c86682b6-7455-480a-bcae-f7af08bc9e0d\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.676}, \"33986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-14 02:16:01.000000+00:00\", \"2020-08-26 02:59:38.000000+00:00\"], \"session_ids\": [\"f398ee9d-2559-4bdb-a254-7b0b65c62009\", \"19c9e8de-06b5-4417-9337-b43232dd7baa\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.988}, \"14585\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-13 22:11:44.000000+00:00\", \"2022-11-20 22:57:19.000000+00:00\"], \"session_ids\": [\"2c818281-e989-47f5-ac4f-9f87e7022421\", \"3b2d466a-17fa-44b4-80c4-90ad16cea1ad\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}, \"54410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-19 11:47:30.000000+00:00\", \"2019-10-31 10:25:51.000000+00:00\"], \"session_ids\": [\"d22e6d58-82fe-4f99-8d71-0f5c980554ea\", \"f481901a-4a91-47c2-9b2f-54d42ea98542\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}, \"2039\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-03-26 12:09:01.000000+00:00\", \"2023-06-27 20:26:43.000000+00:00\"], \"session_ids\": [\"f289eb2d-d120-4a4a-8f65-8186a60ebba3\", \"df06bab0-4425-4202-ac55-7b69f44bffae\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}, \"27045\": {\"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\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-17 02:19:41.000000+00:00\", \"2022-11-10 18:23:40.000000+00:00\", \"2020-06-05 01:51:16.000000+00:00\", \"2022-02-22 04:15:24.000000+00:00\", \"2021-06-08 09:56:10.000000+00:00\", \"2022-02-06 07:04:34.000000+00:00\", \"2020-05-27 08:35:38.000000+00:00\"], \"session_ids\": [\"5833370d-bd1b-4141-a404-3271dc67da58\", \"8f239e24-bf0e-4835-b1c0-1c6f7e2348f7\", \"cb3dca49-c06a-4bf6-ae0f-3d8574d1dd09\", \"5a374d52-c8de-447a-8843-4b39baabe77d\", \"b94e6679-2cd0-47ad-950c-7f821a62168a\", \"4b108a93-6091-48b5-b4bf-f4fd73fa2187\", \"2bade06a-385c-44a2-a122-91539bb8b508\"], \"total_duration\": 94.0, \"total_sessions\": 7, \"mean_week_duration\": 0.729}, \"26418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-06 22:02:20.000000+00:00\", \"2022-05-14 15:42:25.000000+00:00\"], \"session_ids\": [\"31b35c53-0ae5-4a73-b2a4-295dc0288723\", \"893ab824-a476-4a21-94c2-a9ef0c677eb6\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 17.478}, \"94489\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-18 10:15:14.000000+00:00\", \"2019-01-01 04:18:46.000000+00:00\", \"2019-11-26 18:12:15.000000+00:00\"], \"session_ids\": [\"89524f97-3e7f-41bd-bddc-0dbd60ba721b\", \"bf6cf81d-06fc-435d-97de-531c17096832\", \"ae9be4d0-0ac6-42b9-9ad2-20375737391c\"], \"total_duration\": 825.0, \"total_sessions\": 3, \"mean_week_duration\": 12.132}}\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"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"79428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-05 09:30:41.000000+00:00\", \"2023-02-15 20:20:42.000000+00:00\"], \"session_ids\": [\"9e596311-29ba-4b41-98a8-f3ad43c79589\", \"dd11e473-78de-46d8-9c2f-f5180bda693f\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 4.162}, \"18816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-22 17:59:03.000000+00:00\", \"2021-07-28 23:27:59.000000+00:00\", \"2019-02-10 05:15:33.000000+00:00\", \"2020-08-09 01:38:34.000000+00:00\", \"2022-09-05 21:01:05.000000+00:00\", \"2019-06-02 01:41:55.000000+00:00\", \"2021-05-13 08:33:18.000000+00:00\", \"2022-12-15 00:24:50.000000+00:00\", \"2023-05-25 19:44:04.000000+00:00\", \"2021-10-28 03:59:58.000000+00:00\"], \"session_ids\": [\"374528e5-d0f4-4453-8748-6ff7ef887668\", \"fbde5a15-1abc-482d-904c-994c78c1cf31\", \"11e1420c-d2ed-48d6-9b7b-faf6f5f8abdd\", \"2c3a3a9e-732a-4f73-86d2-239cfbb676a8\", \"5f56ebe2-2af2-40e4-b51a-765b803b13ce\", \"5ad2057c-c513-4d02-87d7-3310de36471f\", \"cea34fae-9a44-4f0b-bcd9-8968f0fa1509\", \"88322408-96f8-4c41-8a6b-531e2b8117c3\", \"4a3c19d4-e82c-4ffd-ba75-1afa314ee2ce\", \"5d5c9636-880f-46d2-9aed-9068d061a249\"], \"total_duration\": 5380.0, \"total_sessions\": 10, \"mean_week_duration\": 24.018}, \"90488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 05:05:24.000000+00:00\", \"2020-11-22 17:30:26.000000+00:00\"], \"session_ids\": [\"e127309d-5d20-4784-96fb-c22b066f424f\", \"c86682b6-7455-480a-bcae-f7af08bc9e0d\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.676}, \"33986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-14 02:16:01.000000+00:00\", \"2020-08-26 02:59:38.000000+00:00\"], \"session_ids\": [\"f398ee9d-2559-4bdb-a254-7b0b65c62009\", \"19c9e8de-06b5-4417-9337-b43232dd7baa\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.988}, \"14585\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-13 22:11:44.000000+00:00\", \"2022-11-20 22:57:19.000000+00:00\"], \"session_ids\": [\"2c818281-e989-47f5-ac4f-9f87e7022421\", \"3b2d466a-17fa-44b4-80c4-90ad16cea1ad\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}, \"54410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-19 11:47:30.000000+00:00\", \"2019-10-31 10:25:51.000000+00:00\"], \"session_ids\": [\"d22e6d58-82fe-4f99-8d71-0f5c980554ea\", \"f481901a-4a91-47c2-9b2f-54d42ea98542\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}, \"2039\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-03-26 12:09:01.000000+00:00\", \"2023-06-27 20:26:43.000000+00:00\"], \"session_ids\": [\"f289eb2d-d120-4a4a-8f65-8186a60ebba3\", \"df06bab0-4425-4202-ac55-7b69f44bffae\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}, \"27045\": {\"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\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-17 02:19:41.000000+00:00\", \"2022-11-10 18:23:40.000000+00:00\", \"2020-06-05 01:51:16.000000+00:00\", \"2022-02-22 04:15:24.000000+00:00\", \"2021-06-08 09:56:10.000000+00:00\", \"2022-02-06 07:04:34.000000+00:00\", \"2020-05-27 08:35:38.000000+00:00\"], \"session_ids\": [\"5833370d-bd1b-4141-a404-3271dc67da58\", \"8f239e24-bf0e-4835-b1c0-1c6f7e2348f7\", \"cb3dca49-c06a-4bf6-ae0f-3d8574d1dd09\", \"5a374d52-c8de-447a-8843-4b39baabe77d\", \"b94e6679-2cd0-47ad-950c-7f821a62168a\", \"4b108a93-6091-48b5-b4bf-f4fd73fa2187\", \"2bade06a-385c-44a2-a122-91539bb8b508\"], \"total_duration\": 94.0, \"total_sessions\": 7, \"mean_week_duration\": 0.729}, \"26418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-06 22:02:20.000000+00:00\", \"2022-05-14 15:42:25.000000+00:00\"], \"session_ids\": [\"31b35c53-0ae5-4a73-b2a4-295dc0288723\", \"893ab824-a476-4a21-94c2-a9ef0c677eb6\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 17.478}, \"94489\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-18 10:15:14.000000+00:00\", \"2019-01-01 04:18:46.000000+00:00\", \"2019-11-26 18:12:15.000000+00:00\"], \"session_ids\": [\"89524f97-3e7f-41bd-bddc-0dbd60ba721b\", \"bf6cf81d-06fc-435d-97de-531c17096832\", \"ae9be4d0-0ac6-42b9-9ad2-20375737391c\"], \"total_duration\": 825.0, \"total_sessions\": 3, \"mean_week_duration\": 12.132}}\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[{\"2039\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-03-26 12:09:01.000000+00:00\", \"2023-06-27 20:26:43.000000+00:00\"], \"session_ids\": [\"f289eb2d-d120-4a4a-8f65-8186a60ebba3\", \"df06bab0-4425-4202-ac55-7b69f44bffae\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}}, {\"90488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 05:05:24.000000+00:00\", \"2020-11-22 17:30:26.000000+00:00\"], \"session_ids\": [\"e127309d-5d20-4784-96fb-c22b066f424f\", \"c86682b6-7455-480a-bcae-f7af08bc9e0d\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.676}}, {\"79428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-05 09:30:41.000000+00:00\", \"2023-02-15 20:20:42.000000+00:00\"], \"session_ids\": [\"9e596311-29ba-4b41-98a8-f3ad43c79589\", \"dd11e473-78de-46d8-9c2f-f5180bda693f\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 4.162}}, {\"26418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-06 22:02:20.000000+00:00\", \"2022-05-14 15:42:25.000000+00:00\"], \"session_ids\": [\"31b35c53-0ae5-4a73-b2a4-295dc0288723\", \"893ab824-a476-4a21-94c2-a9ef0c677eb6\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 17.478}}, {\"54410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-19 11:47:30.000000+00:00\", \"2019-10-31 10:25:51.000000+00:00\"], \"session_ids\": [\"d22e6d58-82fe-4f99-8d71-0f5c980554ea\", \"f481901a-4a91-47c2-9b2f-54d42ea98542\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}}, {\"18816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-22 17:59:03.000000+00:00\", \"2021-07-28 23:27:59.000000+00:00\", \"2019-02-10 05:15:33.000000+00:00\", \"2020-08-09 01:38:34.000000+00:00\", \"2022-09-05 21:01:05.000000+00:00\", \"2019-06-02 01:41:55.000000+00:00\", \"2021-05-13 08:33:18.000000+00:00\", \"2022-12-15 00:24:50.000000+00:00\", \"2023-05-25 19:44:04.000000+00:00\", \"2021-10-28 03:59:58.000000+00:00\"], \"session_ids\": [\"374528e5-d0f4-4453-8748-6ff7ef887668\", \"fbde5a15-1abc-482d-904c-994c78c1cf31\", \"11e1420c-d2ed-48d6-9b7b-faf6f5f8abdd\", \"2c3a3a9e-732a-4f73-86d2-239cfbb676a8\", \"5f56ebe2-2af2-40e4-b51a-765b803b13ce\", \"5ad2057c-c513-4d02-87d7-3310de36471f\", \"cea34fae-9a44-4f0b-bcd9-8968f0fa1509\", \"88322408-96f8-4c41-8a6b-531e2b8117c3\", \"4a3c19d4-e82c-4ffd-ba75-1afa314ee2ce\", \"5d5c9636-880f-46d2-9aed-9068d061a249\"], \"total_duration\": 5380.0, \"total_sessions\": 10, \"mean_week_duration\": 24.018}}, {\"33986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-14 02:16:01.000000+00:00\", \"2020-08-26 02:59:38.000000+00:00\"], \"session_ids\": [\"f398ee9d-2559-4bdb-a254-7b0b65c62009\", \"19c9e8de-06b5-4417-9337-b43232dd7baa\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.988}}, {\"14585\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-13 22:11:44.000000+00:00\", \"2022-11-20 22:57:19.000000+00:00\"], \"session_ids\": [\"2c818281-e989-47f5-ac4f-9f87e7022421\", \"3b2d466a-17fa-44b4-80c4-90ad16cea1ad\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}}, {\"27045\": {\"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\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-17 02:19:41.000000+00:00\", \"2022-11-10 18:23:40.000000+00:00\", \"2020-06-05 01:51:16.000000+00:00\", \"2022-02-22 04:15:24.000000+00:00\", \"2021-06-08 09:56:10.000000+00:00\", \"2022-02-06 07:04:34.000000+00:00\", \"2020-05-27 08:35:38.000000+00:00\"], \"session_ids\": [\"5833370d-bd1b-4141-a404-3271dc67da58\", \"8f239e24-bf0e-4835-b1c0-1c6f7e2348f7\", \"cb3dca49-c06a-4bf6-ae0f-3d8574d1dd09\", \"5a374d52-c8de-447a-8843-4b39baabe77d\", \"b94e6679-2cd0-47ad-950c-7f821a62168a\", \"4b108a93-6091-48b5-b4bf-f4fd73fa2187\", \"2bade06a-385c-44a2-a122-91539bb8b508\"], \"total_duration\": 94.0, \"total_sessions\": 7, \"mean_week_duration\": 0.729}}, {\"94489\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-18 10:15:14.000000+00:00\", \"2019-01-01 04:18:46.000000+00:00\", \"2019-11-26 18:12:15.000000+00:00\"], \"session_ids\": [\"89524f97-3e7f-41bd-bddc-0dbd60ba721b\", \"bf6cf81d-06fc-435d-97de-531c17096832\", \"ae9be4d0-0ac6-42b9-9ad2-20375737391c\"], \"total_duration\": 825.0, \"total_sessions\": 3, \"mean_week_duration\": 12.132}}]\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[{\"2039\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-03-26 12:09:01.000000+00:00\", \"2023-06-27 20:26:43.000000+00:00\"], \"session_ids\": [\"f289eb2d-d120-4a4a-8f65-8186a60ebba3\", \"df06bab0-4425-4202-ac55-7b69f44bffae\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}}, {\"90488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 05:05:24.000000+00:00\", \"2020-11-22 17:30:26.000000+00:00\"], \"session_ids\": [\"e127309d-5d20-4784-96fb-c22b066f424f\", \"c86682b6-7455-480a-bcae-f7af08bc9e0d\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.676}}, {\"79428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-05 09:30:41.000000+00:00\", \"2023-02-15 20:20:42.000000+00:00\"], \"session_ids\": [\"9e596311-29ba-4b41-98a8-f3ad43c79589\", \"dd11e473-78de-46d8-9c2f-f5180bda693f\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 4.162}}, {\"26418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-06 22:02:20.000000+00:00\", \"2022-05-14 15:42:25.000000+00:00\"], \"session_ids\": [\"31b35c53-0ae5-4a73-b2a4-295dc0288723\", \"893ab824-a476-4a21-94c2-a9ef0c677eb6\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 17.478}}, {\"54410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-19 11:47:30.000000+00:00\", \"2019-10-31 10:25:51.000000+00:00\"], \"session_ids\": [\"d22e6d58-82fe-4f99-8d71-0f5c980554ea\", \"f481901a-4a91-47c2-9b2f-54d42ea98542\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}}, {\"18816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-22 17:59:03.000000+00:00\", \"2021-07-28 23:27:59.000000+00:00\", \"2019-02-10 05:15:33.000000+00:00\", \"2020-08-09 01:38:34.000000+00:00\", \"2022-09-05 21:01:05.000000+00:00\", \"2019-06-02 01:41:55.000000+00:00\", \"2021-05-13 08:33:18.000000+00:00\", \"2022-12-15 00:24:50.000000+00:00\", \"2023-05-25 19:44:04.000000+00:00\", \"2021-10-28 03:59:58.000000+00:00\"], \"session_ids\": [\"374528e5-d0f4-4453-8748-6ff7ef887668\", \"fbde5a15-1abc-482d-904c-994c78c1cf31\", \"11e1420c-d2ed-48d6-9b7b-faf6f5f8abdd\", \"2c3a3a9e-732a-4f73-86d2-239cfbb676a8\", \"5f56ebe2-2af2-40e4-b51a-765b803b13ce\", \"5ad2057c-c513-4d02-87d7-3310de36471f\", \"cea34fae-9a44-4f0b-bcd9-8968f0fa1509\", \"88322408-96f8-4c41-8a6b-531e2b8117c3\", \"4a3c19d4-e82c-4ffd-ba75-1afa314ee2ce\", \"5d5c9636-880f-46d2-9aed-9068d061a249\"], \"total_duration\": 5380.0, \"total_sessions\": 10, \"mean_week_duration\": 24.018}}, {\"33986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-14 02:16:01.000000+00:00\", \"2020-08-26 02:59:38.000000+00:00\"], \"session_ids\": [\"f398ee9d-2559-4bdb-a254-7b0b65c62009\", \"19c9e8de-06b5-4417-9337-b43232dd7baa\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.988}}, {\"14585\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-13 22:11:44.000000+00:00\", \"2022-11-20 22:57:19.000000+00:00\"], \"session_ids\": [\"2c818281-e989-47f5-ac4f-9f87e7022421\", \"3b2d466a-17fa-44b4-80c4-90ad16cea1ad\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}}, {\"27045\": {\"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\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-17 02:19:41.000000+00:00\", \"2022-11-10 18:23:40.000000+00:00\", \"2020-06-05 01:51:16.000000+00:00\", \"2022-02-22 04:15:24.000000+00:00\", \"2021-06-08 09:56:10.000000+00:00\", \"2022-02-06 07:04:34.000000+00:00\", \"2020-05-27 08:35:38.000000+00:00\"], \"session_ids\": [\"5833370d-bd1b-4141-a404-3271dc67da58\", \"8f239e24-bf0e-4835-b1c0-1c6f7e2348f7\", \"cb3dca49-c06a-4bf6-ae0f-3d8574d1dd09\", \"5a374d52-c8de-447a-8843-4b39baabe77d\", \"b94e6679-2cd0-47ad-950c-7f821a62168a\", \"4b108a93-6091-48b5-b4bf-f4fd73fa2187\", \"2bade06a-385c-44a2-a122-91539bb8b508\"], \"total_duration\": 94.0, \"total_sessions\": 7, \"mean_week_duration\": 0.729}}, {\"94489\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-18 10:15:14.000000+00:00\", \"2019-01-01 04:18:46.000000+00:00\", \"2019-11-26 18:12:15.000000+00:00\"], \"session_ids\": [\"89524f97-3e7f-41bd-bddc-0dbd60ba721b\", \"bf6cf81d-06fc-435d-97de-531c17096832\", \"ae9be4d0-0ac6-42b9-9ad2-20375737391c\"], \"total_duration\": 825.0, \"total_sessions\": 3, \"mean_week_duration\": 12.132}}]\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 cities are San Juan, Cairo, Panama City, Santiago + carry out sorting by total time using the app in 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{\"89077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-16 08:01:53.000000+00:00\", \"2021-01-30 20:28:36.000000+00:00\"], \"session_ids\": [\"687f28d0-c6ca-430f-b829-a811a82e7cd5\", \"d51475c2-a7e2-4e4f-9db0-e6bf66457a28\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.585}, \"73610\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-16 23:11:06.000000+00:00\", \"2020-12-02 02:46:00.000000+00:00\"], \"session_ids\": [\"2f8f5847-4dbc-4458-abfa-75f09989a741\", \"c331c7d0-54fe-4bc4-9f87-4ed6214c3cb3\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.533}, \"91156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-02 12:31:13.000000+00:00\", \"2019-04-03 12:35:30.000000+00:00\", \"2019-10-12 19:22:35.000000+00:00\"], \"session_ids\": [\"29a774a0-e96e-46e2-ad93-21c55961dadf\", \"470eae42-84fb-4876-8cf1-cfaeec5d600c\", \"1e3bf62d-8e49-451c-9e45-1e8959614508\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.632}, \"49211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-07-16 08:18:30.000000+00:00\", \"2021-02-16 09:53:46.000000+00:00\"], \"session_ids\": [\"0fb353dd-9aa3-41ec-8b56-a69fb99708f5\", \"d958a681-49e0-45a6-9164-d25f7f580231\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 1.773}, \"19031\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-22 12:12:53.000000+00:00\", \"2021-10-27 12:35:57.000000+00:00\"], \"session_ids\": [\"55cbd4e1-4d0d-4785-95b5-e548bb49c5b6\", \"f417bc94-3152-4a94-9722-c203933968a6\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 19.462}, \"56381\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-03-11 14:19:27.000000+00:00\", \"2021-10-06 19:40:52.000000+00:00\", \"2021-05-09 02:57:36.000000+00:00\", \"2021-04-12 01:21:11.000000+00:00\", \"2019-11-21 12:55:57.000000+00:00\", \"2022-11-30 22:52:46.000000+00:00\"], \"session_ids\": [\"881da76d-516b-4c48-b935-785eb9a5df81\", \"2d86aac9-863c-442f-a476-955be2a55e6a\", \"36fec70c-8fca-4fd1-b0d9-281385ab0543\", \"f02b9a04-2dd4-40d0-aa1a-537cacadb111\", \"476e86ad-22a7-423e-91aa-421d73dc41b6\", \"79667f63-7e76-45b2-acfe-126c19530897\"], \"total_duration\": 1545.0, \"total_sessions\": 6, \"mean_week_duration\": 8.931}, \"8797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-05 00:22:11.000000+00:00\", \"2022-04-29 20:05:17.000000+00:00\", \"2023-04-05 18:32:42.000000+00:00\", \"2023-05-04 18:18:46.000000+00:00\"], \"session_ids\": [\"6530f26b-04b0-4ddd-8945-143d494a7438\", \"0c067084-97ee-42b0-8b54-9b1ba95581be\", \"cfe62f86-5f6a-4831-966d-aeb5ad3f9bb7\", \"5d49f956-4948-4642-91aa-9cfb2ab71817\"], \"total_duration\": 1720.0, \"total_sessions\": 4, \"mean_week_duration\": 20.723}, \"71566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 23:56:59.000000+00:00\", \"2021-04-28 16:00:34.000000+00:00\", \"2019-10-15 15:57:28.000000+00:00\", \"2023-05-25 11:43:42.000000+00:00\"], \"session_ids\": [\"2d8f5329-f352-4cb6-84a6-0082695e5afa\", \"6ad1454c-302b-4971-a15c-2c21605b3f78\", \"52bb9493-0495-4585-8c67-42c0b35a7056\", \"0e00ca67-6e96-4a40-93b5-4b5ea5a8fbab\"], \"total_duration\": 85.0, \"total_sessions\": 4, \"mean_week_duration\": 0.45}, \"92313\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-06 02:36:34.000000+00:00\", \"2020-03-08 07:06:57.000000+00:00\"], \"session_ids\": [\"50c1f5f4-42c9-486f-91ca-48dff29e3a9f\", \"89c360be-2c5c-4bc1-ad85-8323f98938e6\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"93612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-13 18:59:47.000000+00:00\", \"2019-08-08 03:50:52.000000+00:00\"], \"session_ids\": [\"fa794fff-c177-4ccd-afea-00b0a2533075\", \"ee854760-4721-4498-a4f0-0d93b47b931b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.211}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are San Juan, Cairo, Panama City, Santiago"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"San Juan\", \"Cairo\", \"Panama City\", \"Santiago\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"92313\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-06 02:36:34.000000+00:00\", \"2020-03-08 07:06:57.000000+00:00\"], \"session_ids\": [\"50c1f5f4-42c9-486f-91ca-48dff29e3a9f\", \"89c360be-2c5c-4bc1-ad85-8323f98938e6\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}\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[{\"92313\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-06 02:36:34.000000+00:00\", \"2020-03-08 07:06:57.000000+00:00\"], \"session_ids\": [\"50c1f5f4-42c9-486f-91ca-48dff29e3a9f\", \"89c360be-2c5c-4bc1-ad85-8323f98938e6\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}]\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[{\"92313\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-06 02:36:34.000000+00:00\", \"2020-03-08 07:06:57.000000+00:00\"], \"session_ids\": [\"50c1f5f4-42c9-486f-91ca-48dff29e3a9f\", \"89c360be-2c5c-4bc1-ad85-8323f98938e6\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}]\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[{\"92313\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-06 02:36:34.000000+00:00\", \"2020-03-08 07:06:57.000000+00:00\"], \"session_ids\": [\"50c1f5f4-42c9-486f-91ca-48dff29e3a9f\", \"89c360be-2c5c-4bc1-ad85-8323f98938e6\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}]\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 who have duration summation exactly 657 , moreover apply sorting by town_name from the largest to the smallest additionaly keep 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{\"77788\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-27 22:48:25.000000+00:00\", \"2020-08-24 18:38:30.000000+00:00\"], \"session_ids\": [\"8a3c3561-0cb8-4308-b010-2b1a73b230a7\", \"309aebea-cbcf-49a3-8b30-20a149a21229\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 6.471}, \"71505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-16 20:16:55.000000+00:00\", \"2023-01-05 05:13:22.000000+00:00\", \"2021-04-09 14:23:33.000000+00:00\"], \"session_ids\": [\"17301e17-74c6-4731-8565-c04bb574af80\", \"9124bc3c-ef00-453d-94f5-c7d118cbafb8\", \"49e77515-b0b3-47f0-8163-1bad033dd342\"], \"total_duration\": 641.0, \"total_sessions\": 3, \"mean_week_duration\": 7.044}, \"31280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-13 15:25:44.000000+00:00\", \"2021-07-01 05:36:14.000000+00:00\", \"2022-05-03 02:54:37.000000+00:00\", \"2023-03-01 20:51:03.000000+00:00\", \"2023-03-10 01:52:36.000000+00:00\"], \"session_ids\": [\"bf5c9029-6a9b-4ebb-98d7-c73201e351a0\", \"1de51d89-5b85-4665-bf6e-ae38534b6082\", \"cdabd177-0c34-470c-8121-8d5fe86ae6ec\", \"ce5d2b00-396c-43f3-b6f8-1f7e8de9ec7b\", \"af8bf6de-9564-44f1-b94f-feee415f5822\"], \"total_duration\": 3093.0, \"total_sessions\": 5, \"mean_week_duration\": 35.148}, \"68413\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-18 22:01:57.000000+00:00\", \"2020-12-07 06:18:06.000000+00:00\"], \"session_ids\": [\"b452aef4-9198-42ee-9992-df3f791b6cf1\", \"f021b499-e5a9-40c8-adcb-7c1a376474c7\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.242}, \"21401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-26 15:23:12.000000+00:00\", \"2023-04-20 17:50:46.000000+00:00\"], \"session_ids\": [\"cb8f8e20-aa1f-4967-908e-335fa8005432\", \"f547ffe7-864f-4a7a-8171-87fa33428ea5\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.674}, \"34809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-05 06:08:44.000000+00:00\", \"2022-02-19 17:55:56.000000+00:00\"], \"session_ids\": [\"63497e33-5878-4def-be14-4cd25b8d87d5\", \"85209c38-c57f-4de7-af3d-cf323c9a9dab\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 0.767}, \"23040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-08 14:46:06.000000+00:00\", \"2021-12-02 15:07:01.000000+00:00\"], \"session_ids\": [\"b82a9d9c-a23d-4a0a-bf56-3ca56f8cbd0f\", \"71854cd0-b63d-4bc5-9991-0cf7d4687d45\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.72}, \"74080\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-03 02:08:57.000000+00:00\", \"2022-09-24 22:29:18.000000+00:00\", \"2021-11-28 19:14:11.000000+00:00\", \"2023-06-08 00:20:12.000000+00:00\", \"2019-12-10 14:47:06.000000+00:00\"], \"session_ids\": [\"8542e7b5-5638-4ee6-b2ee-d46e2c00055a\", \"3ead5181-1904-430d-b792-99b126f5df3f\", \"ec32cd16-2275-4443-b1ac-07164f98119a\", \"df48b50b-df59-4dd5-aaf9-06559169b28e\", \"ed0f3eb0-f910-4bae-9e0c-d996770d2ac4\"], \"total_duration\": 691.0, \"total_sessions\": 5, \"mean_week_duration\": 3.776}, \"44550\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-28 09:45:06.000000+00:00\", \"2022-02-10 04:34:37.000000+00:00\", \"2022-08-12 15:24:07.000000+00:00\"], \"session_ids\": [\"1c59b1bd-7bc5-437d-81fe-2934b5753abc\", \"b8cd83dd-b3b2-4e39-9127-1c709031b572\", \"66b0de88-e63d-4000-971c-302db8ecd852\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.296}, \"45889\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-19 05:48:16.000000+00:00\", \"2022-08-18 19:32:24.000000+00:00\", \"2023-02-13 04:35:51.000000+00:00\", \"2023-04-19 09:44:37.000000+00:00\", \"2022-08-01 12:41:40.000000+00:00\", \"2023-02-12 23:58:08.000000+00:00\", \"2022-02-21 15:46:38.000000+00:00\", \"2019-01-26 03:59:14.000000+00:00\"], \"session_ids\": [\"fc01c638-2cb8-44ec-9850-9d644e9e2a47\", \"865a7d4a-4a50-4d4e-9fa5-4b992cba6153\", \"af210e4c-f7c1-426d-944b-962d25b22a83\", \"4a3d9780-68a9-4737-a0df-cc1ff0605978\", \"d445d0b1-eec5-492d-ae0c-c0f8fbfd5bbd\", \"67b4b8e8-738c-4be2-ac67-c5f42ca4d991\", \"d47aa412-8f9e-4003-97cd-4dcc33b3e4a0\", \"03f880a9-183a-4328-aa46-a07adede4b02\"], \"total_duration\": 74.0, \"total_sessions\": 8, \"mean_week_duration\": 0.335}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 657"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[657, 3394]]}}}\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": "Please offer data on user who is top user based on total time using the app plus sort by duration summation of sessions per week 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{\"54725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-20 22:35:30.000000+00:00\", \"2022-06-25 06:27:49.000000+00:00\", \"2023-04-14 12:43:46.000000+00:00\"], \"session_ids\": [\"d010c033-5551-4c90-83ea-c0fcdb5e638a\", \"ee5cb436-00b4-47d6-b245-c2f36ebaedc2\", \"ee130534-65a6-4b0c-ba4b-37b5b67e8c83\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.46}, \"19195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-02 14:24:41.000000+00:00\", \"2023-02-23 05:06:23.000000+00:00\", \"2021-06-15 05:15:32.000000+00:00\", \"2020-07-28 08:48:31.000000+00:00\", \"2023-01-15 05:33:52.000000+00:00\", \"2022-09-23 08:24:05.000000+00:00\", \"2023-04-29 21:11:48.000000+00:00\"], \"session_ids\": [\"651bcf54-0187-47eb-a8a3-b4d83eedf5b3\", \"2b424c0f-05d8-45ba-8e04-ed38b1a93216\", \"c8f4d054-a7b2-43ce-a6e0-fa45c9da8898\", \"2a3b0505-829b-4427-8528-2d8473df2d2e\", \"ab39c90c-29a8-435d-a5da-a2bc07538cc5\", \"6f53911c-bb77-4261-8d93-c0bc2789f85d\", \"97e8ef27-c140-49a9-b9e7-04432ea91fef\"], \"total_duration\": 8018.0, \"total_sessions\": 7, \"mean_week_duration\": 55.681}, \"40256\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-12 23:52:34.000000+00:00\", \"2022-03-08 14:13:23.000000+00:00\"], \"session_ids\": [\"d77a430a-45b0-4449-9e0f-fb93bf3cda5f\", \"2d8105a9-ee58-4c9f-8b2a-b881669ff500\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.758}, \"29348\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-07-21 16:11:47.000000+00:00\", \"2020-04-09 19:06:16.000000+00:00\", \"2019-03-17 18:31:44.000000+00:00\", \"2019-07-11 00:48:09.000000+00:00\", \"2020-06-23 02:11:13.000000+00:00\", \"2022-03-24 13:28:19.000000+00:00\", \"2019-07-12 20:59:14.000000+00:00\"], \"session_ids\": [\"f46995c9-1ca2-4b2a-ae2b-ea0e3427762c\", \"82a0b81c-5867-4ee3-b265-0899a39e963a\", \"a91dd7cb-c4c6-4535-b660-6d8dbc18d4ff\", \"f1f81188-8ba8-4a54-a13e-465d0d278ace\", \"32226468-da44-4da4-b915-32f3e7285523\", \"9b9bed6b-6e12-43ef-8c4e-67465f2a798c\", \"0152fa43-0cdc-4d4b-b5e9-ba0b677397e9\"], \"total_duration\": 274.0, \"total_sessions\": 7, \"mean_week_duration\": 1.566}, \"53533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-03-09 06:42:00.000000+00:00\", \"2019-06-30 07:34:05.000000+00:00\", \"2022-12-02 14:53:23.000000+00:00\", \"2021-10-28 07:07:51.000000+00:00\", \"2023-01-20 04:49:03.000000+00:00\", \"2020-03-16 08:50:08.000000+00:00\", \"2023-03-29 02:20:49.000000+00:00\", \"2020-05-08 00:51:18.000000+00:00\", \"2019-01-09 14:56:36.000000+00:00\"], \"session_ids\": [\"72392431-cba4-4310-b28f-62072bc3507b\", \"d260988a-7a2f-4a95-9a6a-8889099aa4bb\", \"025c1fa8-91e1-4eab-8a7a-a49689258946\", \"e66f3f66-dcd9-41c2-aae4-792a6a991b6d\", \"2361a315-0076-41da-8de9-0189f69babc3\", \"6ced603f-b9f1-4e1d-817a-f5f88f68ae8e\", \"a8a3e57d-554a-4007-80cc-b989b43c5047\", \"9bb0849e-79c7-4f14-9da5-741d399aad8f\", \"8175dc0c-46cc-4ad6-bd6c-0b5899c62e16\"], \"total_duration\": 258.0, \"total_sessions\": 9, \"mean_week_duration\": 1.173}, \"9508\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-21 16:11:08.000000+00:00\", \"2022-05-11 06:21:17.000000+00:00\", \"2021-04-27 15:14:54.000000+00:00\", \"2019-02-10 16:16:35.000000+00:00\", \"2023-02-16 04:40:18.000000+00:00\", \"2020-05-12 11:09:41.000000+00:00\", \"2021-12-28 18:12:51.000000+00:00\", \"2023-04-14 02:06:01.000000+00:00\", \"2020-05-16 11:44:40.000000+00:00\"], \"session_ids\": [\"d08a4b25-af12-4ad0-b551-45c8056ec893\", \"6c5cace9-814a-4197-be30-bf02569cea2a\", \"eccb5d6f-f7c1-4dbe-8c77-2180eb1fcaec\", \"51d4a831-a56e-40fc-ba2b-2f9e61d7a641\", \"d9a08588-2f84-4883-a1bb-e3c7f5dc20e4\", \"97890201-281b-44aa-8664-15cf707b710c\", \"1c050cfe-7eb5-4f29-9f4f-96e6428c744f\", \"5cf26e32-8ec8-46a6-9b5f-854a7fb66908\", \"3c640572-3ea6-4f4c-94f5-5c134232adb2\"], \"total_duration\": 243.0, \"total_sessions\": 9, \"mean_week_duration\": 1.115}, \"34524\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-12 19:32:49.000000+00:00\", \"2022-04-18 00:16:27.000000+00:00\"], \"session_ids\": [\"772c3ee4-511c-4845-b5a2-a348c44df975\", \"e8fa736f-082c-4f62-86e9-8d910c236a9f\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 6.12}, \"32868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-01-17 07:55:28.000000+00:00\", \"2019-06-30 17:46:00.000000+00:00\"], \"session_ids\": [\"771f7aac-f7c5-48db-aa9d-66bc91f0a4e1\", \"dc6b5bb8-f3eb-46e1-aa58-5d9204c7918d\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.215}, \"34682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-05 01:52:55.000000+00:00\", \"2020-12-28 22:56:27.000000+00:00\", \"2019-07-02 17:14:57.000000+00:00\", \"2021-07-27 10:27:31.000000+00:00\", \"2021-04-06 05:16:38.000000+00:00\"], \"session_ids\": [\"b32ed626-49b2-4d73-baac-f186feee8e28\", \"003526f7-cbba-495e-84bf-fa46e4ca4a8c\", \"039dccaa-06e2-4ce8-a5ff-1b935cf635e9\", \"3a3f0406-724f-48b1-9c8d-fbc38f895136\", \"b81774ce-6c6f-4730-a86b-86fa7bfa1598\"], \"total_duration\": 623.0, \"total_sessions\": 5, \"mean_week_duration\": 4.829}, \"48503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-04 02:52:35.000000+00:00\", \"2021-01-13 15:21:21.000000+00:00\", \"2020-07-13 03:27:08.000000+00:00\", \"2019-06-09 10:23:55.000000+00:00\", \"2019-11-23 00:48:41.000000+00:00\", \"2022-05-04 21:48:17.000000+00:00\"], \"session_ids\": [\"a90da249-1057-49b5-9396-faaee10e38a7\", \"cdcdf964-1e55-4c1d-bc67-fe65d88fcc02\", \"a2cc94ac-a6b0-44fe-a5b4-ba80962801da\", \"f836c45d-2aa4-431e-8fac-dbfbc17fb6d8\", \"df030aa6-4f86-45e4-bed7-ba46b67e58b8\", \"31b9eb49-4e6f-4515-90ec-ea09cfb5245f\"], \"total_duration\": 4209.0, \"total_sessions\": 6, \"mean_week_duration\": 24.905}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with 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[{\"19195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-02 14:24:41.000000+00:00\", \"2023-02-23 05:06:23.000000+00:00\", \"2021-06-15 05:15:32.000000+00:00\", \"2020-07-28 08:48:31.000000+00:00\", \"2023-01-15 05:33:52.000000+00:00\", \"2022-09-23 08:24:05.000000+00:00\", \"2023-04-29 21:11:48.000000+00:00\"], \"session_ids\": [\"651bcf54-0187-47eb-a8a3-b4d83eedf5b3\", \"2b424c0f-05d8-45ba-8e04-ed38b1a93216\", \"c8f4d054-a7b2-43ce-a6e0-fa45c9da8898\", \"2a3b0505-829b-4427-8528-2d8473df2d2e\", \"ab39c90c-29a8-435d-a5da-a2bc07538cc5\", \"6f53911c-bb77-4261-8d93-c0bc2789f85d\", \"97e8ef27-c140-49a9-b9e7-04432ea91fef\"], \"total_duration\": 8018.0, \"total_sessions\": 7, \"mean_week_duration\": 55.681}}, {\"48503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-04 02:52:35.000000+00:00\", \"2021-01-13 15:21:21.000000+00:00\", \"2020-07-13 03:27:08.000000+00:00\", \"2019-06-09 10:23:55.000000+00:00\", \"2019-11-23 00:48:41.000000+00:00\", \"2022-05-04 21:48:17.000000+00:00\"], \"session_ids\": [\"a90da249-1057-49b5-9396-faaee10e38a7\", \"cdcdf964-1e55-4c1d-bc67-fe65d88fcc02\", \"a2cc94ac-a6b0-44fe-a5b4-ba80962801da\", \"f836c45d-2aa4-431e-8fac-dbfbc17fb6d8\", \"df030aa6-4f86-45e4-bed7-ba46b67e58b8\", \"31b9eb49-4e6f-4515-90ec-ea09cfb5245f\"], \"total_duration\": 4209.0, \"total_sessions\": 6, \"mean_week_duration\": 24.905}}, {\"34682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-05 01:52:55.000000+00:00\", \"2020-12-28 22:56:27.000000+00:00\", \"2019-07-02 17:14:57.000000+00:00\", \"2021-07-27 10:27:31.000000+00:00\", \"2021-04-06 05:16:38.000000+00:00\"], \"session_ids\": [\"b32ed626-49b2-4d73-baac-f186feee8e28\", \"003526f7-cbba-495e-84bf-fa46e4ca4a8c\", \"039dccaa-06e2-4ce8-a5ff-1b935cf635e9\", \"3a3f0406-724f-48b1-9c8d-fbc38f895136\", \"b81774ce-6c6f-4730-a86b-86fa7bfa1598\"], \"total_duration\": 623.0, \"total_sessions\": 5, \"mean_week_duration\": 4.829}}]\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[{\"19195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-02 14:24:41.000000+00:00\", \"2023-02-23 05:06:23.000000+00:00\", \"2021-06-15 05:15:32.000000+00:00\", \"2020-07-28 08:48:31.000000+00:00\", \"2023-01-15 05:33:52.000000+00:00\", \"2022-09-23 08:24:05.000000+00:00\", \"2023-04-29 21:11:48.000000+00:00\"], \"session_ids\": [\"651bcf54-0187-47eb-a8a3-b4d83eedf5b3\", \"2b424c0f-05d8-45ba-8e04-ed38b1a93216\", \"c8f4d054-a7b2-43ce-a6e0-fa45c9da8898\", \"2a3b0505-829b-4427-8528-2d8473df2d2e\", \"ab39c90c-29a8-435d-a5da-a2bc07538cc5\", \"6f53911c-bb77-4261-8d93-c0bc2789f85d\", \"97e8ef27-c140-49a9-b9e7-04432ea91fef\"], \"total_duration\": 8018.0, \"total_sessions\": 7, \"mean_week_duration\": 55.681}}, {\"48503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-04 02:52:35.000000+00:00\", \"2021-01-13 15:21:21.000000+00:00\", \"2020-07-13 03:27:08.000000+00:00\", \"2019-06-09 10:23:55.000000+00:00\", \"2019-11-23 00:48:41.000000+00:00\", \"2022-05-04 21:48:17.000000+00:00\"], \"session_ids\": [\"a90da249-1057-49b5-9396-faaee10e38a7\", \"cdcdf964-1e55-4c1d-bc67-fe65d88fcc02\", \"a2cc94ac-a6b0-44fe-a5b4-ba80962801da\", \"f836c45d-2aa4-431e-8fac-dbfbc17fb6d8\", \"df030aa6-4f86-45e4-bed7-ba46b67e58b8\", \"31b9eb49-4e6f-4515-90ec-ea09cfb5245f\"], \"total_duration\": 4209.0, \"total_sessions\": 6, \"mean_week_duration\": 24.905}}, {\"34682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-05 01:52:55.000000+00:00\", \"2020-12-28 22:56:27.000000+00:00\", \"2019-07-02 17:14:57.000000+00:00\", \"2021-07-27 10:27:31.000000+00:00\", \"2021-04-06 05:16:38.000000+00:00\"], \"session_ids\": [\"b32ed626-49b2-4d73-baac-f186feee8e28\", \"003526f7-cbba-495e-84bf-fa46e4ca4a8c\", \"039dccaa-06e2-4ce8-a5ff-1b935cf635e9\", \"3a3f0406-724f-48b1-9c8d-fbc38f895136\", \"b81774ce-6c6f-4730-a86b-86fa7bfa1598\"], \"total_duration\": 623.0, \"total_sessions\": 5, \"mean_week_duration\": 4.829}}]\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[{\"19195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-02 14:24:41.000000+00:00\", \"2023-02-23 05:06:23.000000+00:00\", \"2021-06-15 05:15:32.000000+00:00\", \"2020-07-28 08:48:31.000000+00:00\", \"2023-01-15 05:33:52.000000+00:00\", \"2022-09-23 08:24:05.000000+00:00\", \"2023-04-29 21:11:48.000000+00:00\"], \"session_ids\": [\"651bcf54-0187-47eb-a8a3-b4d83eedf5b3\", \"2b424c0f-05d8-45ba-8e04-ed38b1a93216\", \"c8f4d054-a7b2-43ce-a6e0-fa45c9da8898\", \"2a3b0505-829b-4427-8528-2d8473df2d2e\", \"ab39c90c-29a8-435d-a5da-a2bc07538cc5\", \"6f53911c-bb77-4261-8d93-c0bc2789f85d\", \"97e8ef27-c140-49a9-b9e7-04432ea91fef\"], \"total_duration\": 8018.0, \"total_sessions\": 7, \"mean_week_duration\": 55.681}}]\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[{\"19195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-02 14:24:41.000000+00:00\", \"2023-02-23 05:06:23.000000+00:00\", \"2021-06-15 05:15:32.000000+00:00\", \"2020-07-28 08:48:31.000000+00:00\", \"2023-01-15 05:33:52.000000+00:00\", \"2022-09-23 08:24:05.000000+00:00\", \"2023-04-29 21:11:48.000000+00:00\"], \"session_ids\": [\"651bcf54-0187-47eb-a8a3-b4d83eedf5b3\", \"2b424c0f-05d8-45ba-8e04-ed38b1a93216\", \"c8f4d054-a7b2-43ce-a6e0-fa45c9da8898\", \"2a3b0505-829b-4427-8528-2d8473df2d2e\", \"ab39c90c-29a8-435d-a5da-a2bc07538cc5\", \"6f53911c-bb77-4261-8d93-c0bc2789f85d\", \"97e8ef27-c140-49a9-b9e7-04432ea91fef\"], \"total_duration\": 8018.0, \"total_sessions\": 7, \"mean_week_duration\": 55.681}}]\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 7 users who hold the top position in site usage time as well as execute sorting by sum of sessions in desc."
}
] |
[
{
"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{\"23102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-12-18 08:53:01.000000+00:00\", \"2021-01-29 10:13:09.000000+00:00\", \"2020-03-23 06:19:02.000000+00:00\"], \"session_ids\": [\"0fca89c6-6d3b-4d24-b2ed-3e4777ec62c2\", \"1eae4c24-cc2e-45ee-ae5e-2f655996eae2\", \"ef7ed0a9-6037-457c-b9c1-1d521db9d0b4\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 2.422}, \"5229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-04 11:07:12.000000+00:00\", \"2019-12-28 09:26:03.000000+00:00\"], \"session_ids\": [\"0d758db8-c2ef-43ba-8fb3-31944b4ec7e1\", \"57677c93-1f1b-4730-8cff-b2d35610f57e\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.236}, \"29506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-12 01:05:43.000000+00:00\", \"2022-11-24 07:47:59.000000+00:00\"], \"session_ids\": [\"6371c1bc-fc8c-4a2b-924c-b4ef498f45af\", \"aba44ac3-18dd-4c16-907d-e2cca4312f9f\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}, \"20166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-05 08:48:11.000000+00:00\", \"2022-02-15 15:13:38.000000+00:00\"], \"session_ids\": [\"34ff4f29-d43e-4a50-b01a-2a8622b348f9\", \"58741c6b-576f-4f25-920f-725cd203d9e5\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 14.143}, \"14183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-04 07:17:15.000000+00:00\", \"2020-11-19 21:02:55.000000+00:00\"], \"session_ids\": [\"a74eb60e-c168-42ca-ae3d-15304aeea8d8\", \"5ff90a01-aaa0-4701-8185-b13f69e370c5\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}, \"6057\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-02 11:11:02.000000+00:00\", \"2019-09-12 20:16:22.000000+00:00\", \"2019-02-15 12:16:31.000000+00:00\", \"2021-08-07 19:40:18.000000+00:00\", \"2021-08-20 17:07:43.000000+00:00\", \"2023-06-14 02:04:30.000000+00:00\"], \"session_ids\": [\"dd07b197-f110-4260-92c0-71a0ea270e89\", \"3fa29c4f-2012-4e4f-839e-b8c2a22abd43\", \"f513039f-650e-48b2-b037-42195d28f9dd\", \"72188f2c-a175-4034-b3ad-8a76606297b1\", \"89c404dd-e4b6-4f66-bd87-3a8970fa9012\", \"ab926b94-be90-4180-8d52-009014124ca7\"], \"total_duration\": 53.0, \"total_sessions\": 6, \"mean_week_duration\": 0.235}, \"13269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-20 23:26:49.000000+00:00\", \"2019-12-11 13:04:51.000000+00:00\", \"2020-10-24 23:35:32.000000+00:00\"], \"session_ids\": [\"48ebe98e-cbb3-4d9a-a7cb-bd520a780057\", \"dd505611-e758-4ead-8d83-cbaf72360510\", \"f4f7cf57-dc59-483e-8965-7d2c88743c96\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 1.402}, \"89505\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-01-31 11:42:19.000000+00:00\", \"2022-10-26 15:03:08.000000+00:00\"], \"session_ids\": [\"99638a4b-a155-47ca-8f72-9b94e782d9a1\", \"585256f4-ef40-4625-8d5e-ec95b18936d5\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}, \"19494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-02 22:07:35.000000+00:00\", \"2019-03-06 21:46:49.000000+00:00\"], \"session_ids\": [\"8bea358c-0489-472b-b2ba-e5d5f51d694f\", \"14ac30e4-fed3-423a-b26e-78228a509fc8\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 3.788}, \"91744\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-03 23:29:19.000000+00:00\", \"2020-12-27 23:38:13.000000+00:00\", \"2021-03-13 07:54:38.000000+00:00\"], \"session_ids\": [\"cc3e80e7-e0a7-489f-8ca6-62af0b4768ba\", \"6af8d0a6-72e2-42c2-a8ae-1618160f312f\", \"6d6dfbb9-70eb-44fc-a2f9-834da5f7b198\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest 7 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 7}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"19494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-02 22:07:35.000000+00:00\", \"2019-03-06 21:46:49.000000+00:00\"], \"session_ids\": [\"8bea358c-0489-472b-b2ba-e5d5f51d694f\", \"14ac30e4-fed3-423a-b26e-78228a509fc8\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 3.788}}, {\"14183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-04 07:17:15.000000+00:00\", \"2020-11-19 21:02:55.000000+00:00\"], \"session_ids\": [\"a74eb60e-c168-42ca-ae3d-15304aeea8d8\", \"5ff90a01-aaa0-4701-8185-b13f69e370c5\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}}, {\"5229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-04 11:07:12.000000+00:00\", \"2019-12-28 09:26:03.000000+00:00\"], \"session_ids\": [\"0d758db8-c2ef-43ba-8fb3-31944b4ec7e1\", \"57677c93-1f1b-4730-8cff-b2d35610f57e\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.236}}, {\"29506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-12 01:05:43.000000+00:00\", \"2022-11-24 07:47:59.000000+00:00\"], \"session_ids\": [\"6371c1bc-fc8c-4a2b-924c-b4ef498f45af\", \"aba44ac3-18dd-4c16-907d-e2cca4312f9f\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"13269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-20 23:26:49.000000+00:00\", \"2019-12-11 13:04:51.000000+00:00\", \"2020-10-24 23:35:32.000000+00:00\"], \"session_ids\": [\"48ebe98e-cbb3-4d9a-a7cb-bd520a780057\", \"dd505611-e758-4ead-8d83-cbaf72360510\", \"f4f7cf57-dc59-483e-8965-7d2c88743c96\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 1.402}}, {\"23102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-12-18 08:53:01.000000+00:00\", \"2021-01-29 10:13:09.000000+00:00\", \"2020-03-23 06:19:02.000000+00:00\"], \"session_ids\": [\"0fca89c6-6d3b-4d24-b2ed-3e4777ec62c2\", \"1eae4c24-cc2e-45ee-ae5e-2f655996eae2\", \"ef7ed0a9-6037-457c-b9c1-1d521db9d0b4\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 2.422}}, {\"20166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-05 08:48:11.000000+00:00\", \"2022-02-15 15:13:38.000000+00:00\"], \"session_ids\": [\"34ff4f29-d43e-4a50-b01a-2a8622b348f9\", \"58741c6b-576f-4f25-920f-725cd203d9e5\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 14.143}}]\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[{\"13269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-20 23:26:49.000000+00:00\", \"2019-12-11 13:04:51.000000+00:00\", \"2020-10-24 23:35:32.000000+00:00\"], \"session_ids\": [\"48ebe98e-cbb3-4d9a-a7cb-bd520a780057\", \"dd505611-e758-4ead-8d83-cbaf72360510\", \"f4f7cf57-dc59-483e-8965-7d2c88743c96\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 1.402}}, {\"23102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-12-18 08:53:01.000000+00:00\", \"2021-01-29 10:13:09.000000+00:00\", \"2020-03-23 06:19:02.000000+00:00\"], \"session_ids\": [\"0fca89c6-6d3b-4d24-b2ed-3e4777ec62c2\", \"1eae4c24-cc2e-45ee-ae5e-2f655996eae2\", \"ef7ed0a9-6037-457c-b9c1-1d521db9d0b4\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 2.422}}, {\"19494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-02 22:07:35.000000+00:00\", \"2019-03-06 21:46:49.000000+00:00\"], \"session_ids\": [\"8bea358c-0489-472b-b2ba-e5d5f51d694f\", \"14ac30e4-fed3-423a-b26e-78228a509fc8\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 3.788}}, {\"14183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-04 07:17:15.000000+00:00\", \"2020-11-19 21:02:55.000000+00:00\"], \"session_ids\": [\"a74eb60e-c168-42ca-ae3d-15304aeea8d8\", \"5ff90a01-aaa0-4701-8185-b13f69e370c5\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}}, {\"5229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-04 11:07:12.000000+00:00\", \"2019-12-28 09:26:03.000000+00:00\"], \"session_ids\": [\"0d758db8-c2ef-43ba-8fb3-31944b4ec7e1\", \"57677c93-1f1b-4730-8cff-b2d35610f57e\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.236}}, {\"29506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-12 01:05:43.000000+00:00\", \"2022-11-24 07:47:59.000000+00:00\"], \"session_ids\": [\"6371c1bc-fc8c-4a2b-924c-b4ef498f45af\", \"aba44ac3-18dd-4c16-907d-e2cca4312f9f\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"20166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-05 08:48:11.000000+00:00\", \"2022-02-15 15:13:38.000000+00:00\"], \"session_ids\": [\"34ff4f29-d43e-4a50-b01a-2a8622b348f9\", \"58741c6b-576f-4f25-920f-725cd203d9e5\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 14.143}}]\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[{\"13269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-20 23:26:49.000000+00:00\", \"2019-12-11 13:04:51.000000+00:00\", \"2020-10-24 23:35:32.000000+00:00\"], \"session_ids\": [\"48ebe98e-cbb3-4d9a-a7cb-bd520a780057\", \"dd505611-e758-4ead-8d83-cbaf72360510\", \"f4f7cf57-dc59-483e-8965-7d2c88743c96\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 1.402}}, {\"23102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-12-18 08:53:01.000000+00:00\", \"2021-01-29 10:13:09.000000+00:00\", \"2020-03-23 06:19:02.000000+00:00\"], \"session_ids\": [\"0fca89c6-6d3b-4d24-b2ed-3e4777ec62c2\", \"1eae4c24-cc2e-45ee-ae5e-2f655996eae2\", \"ef7ed0a9-6037-457c-b9c1-1d521db9d0b4\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 2.422}}, {\"19494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-02 22:07:35.000000+00:00\", \"2019-03-06 21:46:49.000000+00:00\"], \"session_ids\": [\"8bea358c-0489-472b-b2ba-e5d5f51d694f\", \"14ac30e4-fed3-423a-b26e-78228a509fc8\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 3.788}}, {\"14183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-04 07:17:15.000000+00:00\", \"2020-11-19 21:02:55.000000+00:00\"], \"session_ids\": [\"a74eb60e-c168-42ca-ae3d-15304aeea8d8\", \"5ff90a01-aaa0-4701-8185-b13f69e370c5\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}}, {\"5229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-04 11:07:12.000000+00:00\", \"2019-12-28 09:26:03.000000+00:00\"], \"session_ids\": [\"0d758db8-c2ef-43ba-8fb3-31944b4ec7e1\", \"57677c93-1f1b-4730-8cff-b2d35610f57e\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.236}}, {\"29506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-12 01:05:43.000000+00:00\", \"2022-11-24 07:47:59.000000+00:00\"], \"session_ids\": [\"6371c1bc-fc8c-4a2b-924c-b4ef498f45af\", \"aba44ac3-18dd-4c16-907d-e2cca4312f9f\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"20166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-05 08:48:11.000000+00:00\", \"2022-02-15 15:13:38.000000+00:00\"], \"session_ids\": [\"34ff4f29-d43e-4a50-b01a-2a8622b348f9\", \"58741c6b-576f-4f25-920f-725cd203d9e5\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 14.143}}]\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[{\"13269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-20 23:26:49.000000+00:00\", \"2019-12-11 13:04:51.000000+00:00\", \"2020-10-24 23:35:32.000000+00:00\"], \"session_ids\": [\"48ebe98e-cbb3-4d9a-a7cb-bd520a780057\", \"dd505611-e758-4ead-8d83-cbaf72360510\", \"f4f7cf57-dc59-483e-8965-7d2c88743c96\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 1.402}}, {\"23102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-12-18 08:53:01.000000+00:00\", \"2021-01-29 10:13:09.000000+00:00\", \"2020-03-23 06:19:02.000000+00:00\"], \"session_ids\": [\"0fca89c6-6d3b-4d24-b2ed-3e4777ec62c2\", \"1eae4c24-cc2e-45ee-ae5e-2f655996eae2\", \"ef7ed0a9-6037-457c-b9c1-1d521db9d0b4\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 2.422}}, {\"19494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-02 22:07:35.000000+00:00\", \"2019-03-06 21:46:49.000000+00:00\"], \"session_ids\": [\"8bea358c-0489-472b-b2ba-e5d5f51d694f\", \"14ac30e4-fed3-423a-b26e-78228a509fc8\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 3.788}}, {\"14183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-04 07:17:15.000000+00:00\", \"2020-11-19 21:02:55.000000+00:00\"], \"session_ids\": [\"a74eb60e-c168-42ca-ae3d-15304aeea8d8\", \"5ff90a01-aaa0-4701-8185-b13f69e370c5\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}}, {\"5229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-04 11:07:12.000000+00:00\", \"2019-12-28 09:26:03.000000+00:00\"], \"session_ids\": [\"0d758db8-c2ef-43ba-8fb3-31944b4ec7e1\", \"57677c93-1f1b-4730-8cff-b2d35610f57e\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.236}}, {\"29506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-12 01:05:43.000000+00:00\", \"2022-11-24 07:47:59.000000+00:00\"], \"session_ids\": [\"6371c1bc-fc8c-4a2b-924c-b4ef498f45af\", \"aba44ac3-18dd-4c16-907d-e2cca4312f9f\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"20166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-05 08:48:11.000000+00:00\", \"2022-02-15 15:13:38.000000+00:00\"], \"session_ids\": [\"34ff4f29-d43e-4a50-b01a-2a8622b348f9\", \"58741c6b-576f-4f25-920f-725cd203d9e5\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 14.143}}]\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 4 users pieces of information with a sessions summation that is above 4 , and put to use sorting by aver of time using the app per week in ascending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"13095\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-15 21:13:07.000000+00:00\", \"2023-06-15 07:46:12.000000+00:00\", \"2021-08-19 13:41:14.000000+00:00\"], \"session_ids\": [\"ae6584c4-adf7-422e-9070-ea9bc13de065\", \"160fc69f-fa56-4409-9033-77e39f3e1177\", \"42f9fbf7-3493-44c5-b30c-395545e836fb\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.747}, \"79566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-27 10:54:43.000000+00:00\", \"2022-05-16 04:37:46.000000+00:00\", \"2019-10-15 17:26:28.000000+00:00\", \"2021-11-09 14:17:22.000000+00:00\", \"2020-10-01 11:09:07.000000+00:00\"], \"session_ids\": [\"7692a07b-703b-4d23-8655-b23362c0dc74\", \"d5797f3c-2ded-4812-bdc6-3e8272987ec2\", \"6c791cc8-59a9-4ef5-a863-2e0f14a0e1cf\", \"5b227b84-2263-4798-9e38-8e32b4b7fb7b\", \"925fb719-3bcf-4112-a760-b1ab16f39792\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.099}, \"38984\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-29 13:19:28.000000+00:00\", \"2023-02-15 01:32:47.000000+00:00\"], \"session_ids\": [\"b902a122-31b5-4e17-8d89-14fad864d464\", \"28f0cdf0-4379-4e19-9455-2f2bcef6cbc1\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.124}, \"53844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-26 21:39:23.000000+00:00\", \"2020-11-08 06:25:04.000000+00:00\"], \"session_ids\": [\"d32eb68f-6635-4a7b-b28e-afc754fb4f47\", \"5d6d676e-685d-4f7d-b777-dfc988dd0999\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.075}, \"63502\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-02 17:02:27.000000+00:00\", \"2020-06-09 15:00:59.000000+00:00\", \"2021-07-07 13:09:03.000000+00:00\", \"2019-06-25 19:49:49.000000+00:00\", \"2021-08-11 23:49:07.000000+00:00\"], \"session_ids\": [\"e1bac1e2-e0c9-4a2a-ac8a-80bc1dc90b39\", \"39db07dd-a3fa-47ec-8f80-68430f2b81b6\", \"5e010da2-0857-4610-8350-6d7d852f562b\", \"bfeaeded-5f64-49df-93e3-6575769de51c\", \"cdee3757-c972-49d2-b412-efb525263b8e\"], \"total_duration\": 455.0, \"total_sessions\": 5, \"mean_week_duration\": 4.062}, \"38800\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-06-18 22:51:46.000000+00:00\", \"2020-03-16 02:48:21.000000+00:00\", \"2019-03-14 09:20:20.000000+00:00\"], \"session_ids\": [\"8a6c6434-6fb0-46c9-90ab-c3a2c2d29a6f\", \"25f25ba5-1de7-4807-9457-e10470902166\", \"e919644b-4d1b-47e0-be02-ec4f60be5520\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.227}, \"30163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-11 00:46:05.000000+00:00\", \"2019-04-25 10:52:29.000000+00:00\"], \"session_ids\": [\"7d3dcf05-3b44-4bff-b2c7-e51811a1e63c\", \"b8b1006c-3470-40de-81d3-111dc2307f77\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.789}, \"90002\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-17 13:44:25.000000+00:00\", \"2023-05-09 09:58:51.000000+00:00\"], \"session_ids\": [\"35fb3598-4a23-4b17-8190-f69f05a478a0\", \"fb491fff-a351-4f56-94fe-0b823a9a3cbf\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 7.884}, \"94166\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-06-02 19:02:20.000000+00:00\", \"2021-04-13 09:36:08.000000+00:00\", \"2020-06-10 07:44:28.000000+00:00\", \"2019-02-08 02:16:07.000000+00:00\"], \"session_ids\": [\"ee300d59-fe0e-4e6e-97c2-a6ad0f10bf14\", \"e751bac8-a1d5-47f0-a12e-4346a09d3dd1\", \"94aa06e0-bfcf-4a30-8244-fa1552312282\", \"d51660b0-5e81-4674-99a2-6b8857558856\"], \"total_duration\": 372.0, \"total_sessions\": 4, \"mean_week_duration\": 1.653}, \"63402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-02 20:22:21.000000+00:00\", \"2021-09-23 18:16:13.000000+00:00\", \"2019-07-21 22:12:02.000000+00:00\", \"2020-10-21 22:24:05.000000+00:00\", \"2020-03-05 06:23:31.000000+00:00\"], \"session_ids\": [\"e9597299-e5af-433b-8b37-2e5ba8458c74\", \"ec63f4da-eac3-4ab5-846c-3506644f1dd7\", \"41e2e9a7-9230-4dcc-8fec-c591b318c08f\", \"6338fba4-00da-480d-ab10-e083361de2df\", \"589f45ca-2ff5-4ae2-a7f0-37912694f0d4\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.483}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose 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, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"79566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-27 10:54:43.000000+00:00\", \"2022-05-16 04:37:46.000000+00:00\", \"2019-10-15 17:26:28.000000+00:00\", \"2021-11-09 14:17:22.000000+00:00\", \"2020-10-01 11:09:07.000000+00:00\"], \"session_ids\": [\"7692a07b-703b-4d23-8655-b23362c0dc74\", \"d5797f3c-2ded-4812-bdc6-3e8272987ec2\", \"6c791cc8-59a9-4ef5-a863-2e0f14a0e1cf\", \"5b227b84-2263-4798-9e38-8e32b4b7fb7b\", \"925fb719-3bcf-4112-a760-b1ab16f39792\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.099}, \"63502\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-02 17:02:27.000000+00:00\", \"2020-06-09 15:00:59.000000+00:00\", \"2021-07-07 13:09:03.000000+00:00\", \"2019-06-25 19:49:49.000000+00:00\", \"2021-08-11 23:49:07.000000+00:00\"], \"session_ids\": [\"e1bac1e2-e0c9-4a2a-ac8a-80bc1dc90b39\", \"39db07dd-a3fa-47ec-8f80-68430f2b81b6\", \"5e010da2-0857-4610-8350-6d7d852f562b\", \"bfeaeded-5f64-49df-93e3-6575769de51c\", \"cdee3757-c972-49d2-b412-efb525263b8e\"], \"total_duration\": 455.0, \"total_sessions\": 5, \"mean_week_duration\": 4.062}, \"94166\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-06-02 19:02:20.000000+00:00\", \"2021-04-13 09:36:08.000000+00:00\", \"2020-06-10 07:44:28.000000+00:00\", \"2019-02-08 02:16:07.000000+00:00\"], \"session_ids\": [\"ee300d59-fe0e-4e6e-97c2-a6ad0f10bf14\", \"e751bac8-a1d5-47f0-a12e-4346a09d3dd1\", \"94aa06e0-bfcf-4a30-8244-fa1552312282\", \"d51660b0-5e81-4674-99a2-6b8857558856\"], \"total_duration\": 372.0, \"total_sessions\": 4, \"mean_week_duration\": 1.653}, \"63402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-02 20:22:21.000000+00:00\", \"2021-09-23 18:16:13.000000+00:00\", \"2019-07-21 22:12:02.000000+00:00\", \"2020-10-21 22:24:05.000000+00:00\", \"2020-03-05 06:23:31.000000+00:00\"], \"session_ids\": [\"e9597299-e5af-433b-8b37-2e5ba8458c74\", \"ec63f4da-eac3-4ab5-846c-3506644f1dd7\", \"41e2e9a7-9230-4dcc-8fec-c591b318c08f\", \"6338fba4-00da-480d-ab10-e083361de2df\", \"589f45ca-2ff5-4ae2-a7f0-37912694f0d4\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.483}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"63402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-02 20:22:21.000000+00:00\", \"2021-09-23 18:16:13.000000+00:00\", \"2019-07-21 22:12:02.000000+00:00\", \"2020-10-21 22:24:05.000000+00:00\", \"2020-03-05 06:23:31.000000+00:00\"], \"session_ids\": [\"e9597299-e5af-433b-8b37-2e5ba8458c74\", \"ec63f4da-eac3-4ab5-846c-3506644f1dd7\", \"41e2e9a7-9230-4dcc-8fec-c591b318c08f\", \"6338fba4-00da-480d-ab10-e083361de2df\", \"589f45ca-2ff5-4ae2-a7f0-37912694f0d4\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.483}}, {\"79566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-27 10:54:43.000000+00:00\", \"2022-05-16 04:37:46.000000+00:00\", \"2019-10-15 17:26:28.000000+00:00\", \"2021-11-09 14:17:22.000000+00:00\", \"2020-10-01 11:09:07.000000+00:00\"], \"session_ids\": [\"7692a07b-703b-4d23-8655-b23362c0dc74\", \"d5797f3c-2ded-4812-bdc6-3e8272987ec2\", \"6c791cc8-59a9-4ef5-a863-2e0f14a0e1cf\", \"5b227b84-2263-4798-9e38-8e32b4b7fb7b\", \"925fb719-3bcf-4112-a760-b1ab16f39792\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.099}}, {\"94166\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-06-02 19:02:20.000000+00:00\", \"2021-04-13 09:36:08.000000+00:00\", \"2020-06-10 07:44:28.000000+00:00\", \"2019-02-08 02:16:07.000000+00:00\"], \"session_ids\": [\"ee300d59-fe0e-4e6e-97c2-a6ad0f10bf14\", \"e751bac8-a1d5-47f0-a12e-4346a09d3dd1\", \"94aa06e0-bfcf-4a30-8244-fa1552312282\", \"d51660b0-5e81-4674-99a2-6b8857558856\"], \"total_duration\": 372.0, \"total_sessions\": 4, \"mean_week_duration\": 1.653}}, {\"63502\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-02 17:02:27.000000+00:00\", \"2020-06-09 15:00:59.000000+00:00\", \"2021-07-07 13:09:03.000000+00:00\", \"2019-06-25 19:49:49.000000+00:00\", \"2021-08-11 23:49:07.000000+00:00\"], \"session_ids\": [\"e1bac1e2-e0c9-4a2a-ac8a-80bc1dc90b39\", \"39db07dd-a3fa-47ec-8f80-68430f2b81b6\", \"5e010da2-0857-4610-8350-6d7d852f562b\", \"bfeaeded-5f64-49df-93e3-6575769de51c\", \"cdee3757-c972-49d2-b412-efb525263b8e\"], \"total_duration\": 455.0, \"total_sessions\": 5, \"mean_week_duration\": 4.062}}]\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[{\"63402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-02 20:22:21.000000+00:00\", \"2021-09-23 18:16:13.000000+00:00\", \"2019-07-21 22:12:02.000000+00:00\", \"2020-10-21 22:24:05.000000+00:00\", \"2020-03-05 06:23:31.000000+00:00\"], \"session_ids\": [\"e9597299-e5af-433b-8b37-2e5ba8458c74\", \"ec63f4da-eac3-4ab5-846c-3506644f1dd7\", \"41e2e9a7-9230-4dcc-8fec-c591b318c08f\", \"6338fba4-00da-480d-ab10-e083361de2df\", \"589f45ca-2ff5-4ae2-a7f0-37912694f0d4\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.483}}, {\"79566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-27 10:54:43.000000+00:00\", \"2022-05-16 04:37:46.000000+00:00\", \"2019-10-15 17:26:28.000000+00:00\", \"2021-11-09 14:17:22.000000+00:00\", \"2020-10-01 11:09:07.000000+00:00\"], \"session_ids\": [\"7692a07b-703b-4d23-8655-b23362c0dc74\", \"d5797f3c-2ded-4812-bdc6-3e8272987ec2\", \"6c791cc8-59a9-4ef5-a863-2e0f14a0e1cf\", \"5b227b84-2263-4798-9e38-8e32b4b7fb7b\", \"925fb719-3bcf-4112-a760-b1ab16f39792\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.099}}, {\"94166\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-06-02 19:02:20.000000+00:00\", \"2021-04-13 09:36:08.000000+00:00\", \"2020-06-10 07:44:28.000000+00:00\", \"2019-02-08 02:16:07.000000+00:00\"], \"session_ids\": [\"ee300d59-fe0e-4e6e-97c2-a6ad0f10bf14\", \"e751bac8-a1d5-47f0-a12e-4346a09d3dd1\", \"94aa06e0-bfcf-4a30-8244-fa1552312282\", \"d51660b0-5e81-4674-99a2-6b8857558856\"], \"total_duration\": 372.0, \"total_sessions\": 4, \"mean_week_duration\": 1.653}}, {\"63502\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-02 17:02:27.000000+00:00\", \"2020-06-09 15:00:59.000000+00:00\", \"2021-07-07 13:09:03.000000+00:00\", \"2019-06-25 19:49:49.000000+00:00\", \"2021-08-11 23:49:07.000000+00:00\"], \"session_ids\": [\"e1bac1e2-e0c9-4a2a-ac8a-80bc1dc90b39\", \"39db07dd-a3fa-47ec-8f80-68430f2b81b6\", \"5e010da2-0857-4610-8350-6d7d852f562b\", \"bfeaeded-5f64-49df-93e3-6575769de51c\", \"cdee3757-c972-49d2-b412-efb525263b8e\"], \"total_duration\": 455.0, \"total_sessions\": 5, \"mean_week_duration\": 4.062}}]\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[{\"63402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-02 20:22:21.000000+00:00\", \"2021-09-23 18:16:13.000000+00:00\", \"2019-07-21 22:12:02.000000+00:00\", \"2020-10-21 22:24:05.000000+00:00\", \"2020-03-05 06:23:31.000000+00:00\"], \"session_ids\": [\"e9597299-e5af-433b-8b37-2e5ba8458c74\", \"ec63f4da-eac3-4ab5-846c-3506644f1dd7\", \"41e2e9a7-9230-4dcc-8fec-c591b318c08f\", \"6338fba4-00da-480d-ab10-e083361de2df\", \"589f45ca-2ff5-4ae2-a7f0-37912694f0d4\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.483}}, {\"79566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-27 10:54:43.000000+00:00\", \"2022-05-16 04:37:46.000000+00:00\", \"2019-10-15 17:26:28.000000+00:00\", \"2021-11-09 14:17:22.000000+00:00\", \"2020-10-01 11:09:07.000000+00:00\"], \"session_ids\": [\"7692a07b-703b-4d23-8655-b23362c0dc74\", \"d5797f3c-2ded-4812-bdc6-3e8272987ec2\", \"6c791cc8-59a9-4ef5-a863-2e0f14a0e1cf\", \"5b227b84-2263-4798-9e38-8e32b4b7fb7b\", \"925fb719-3bcf-4112-a760-b1ab16f39792\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.099}}, {\"94166\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-06-02 19:02:20.000000+00:00\", \"2021-04-13 09:36:08.000000+00:00\", \"2020-06-10 07:44:28.000000+00:00\", \"2019-02-08 02:16:07.000000+00:00\"], \"session_ids\": [\"ee300d59-fe0e-4e6e-97c2-a6ad0f10bf14\", \"e751bac8-a1d5-47f0-a12e-4346a09d3dd1\", \"94aa06e0-bfcf-4a30-8244-fa1552312282\", \"d51660b0-5e81-4674-99a2-6b8857558856\"], \"total_duration\": 372.0, \"total_sessions\": 4, \"mean_week_duration\": 1.653}}, {\"63502\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-02 17:02:27.000000+00:00\", \"2020-06-09 15:00:59.000000+00:00\", \"2021-07-07 13:09:03.000000+00:00\", \"2019-06-25 19:49:49.000000+00:00\", \"2021-08-11 23:49:07.000000+00:00\"], \"session_ids\": [\"e1bac1e2-e0c9-4a2a-ac8a-80bc1dc90b39\", \"39db07dd-a3fa-47ec-8f80-68430f2b81b6\", \"5e010da2-0857-4610-8350-6d7d852f562b\", \"bfeaeded-5f64-49df-93e3-6575769de51c\", \"cdee3757-c972-49d2-b412-efb525263b8e\"], \"total_duration\": 455.0, \"total_sessions\": 5, \"mean_week_duration\": 4.062}}]\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 who have the largest value of count of sessions in addition carry out sorting by city name 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{\"78488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-16 17:28:32.000000+00:00\", \"2023-02-19 14:52:29.000000+00:00\"], \"session_ids\": [\"257775f6-b38f-412b-acc4-d231abf4c26c\", \"a7cdf7d4-596e-4d23-9aec-592613555e97\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.516}, \"74352\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-19 20:26:07.000000+00:00\", \"2019-01-21 07:12:33.000000+00:00\"], \"session_ids\": [\"4d231395-e405-4d3b-a65a-c60318c6e405\", \"9e93f089-8010-4e75-b759-891b66ee7e6a\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"74231\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-24 01:35:53.000000+00:00\", \"2021-01-04 17:20:43.000000+00:00\"], \"session_ids\": [\"8584a58c-81e3-45dc-ae0c-bc7e6082bf00\", \"dd6d77b6-f6b7-4788-8e3c-8ea0a9fe0869\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"63101\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-16 01:03:56.000000+00:00\", \"2022-09-09 01:48:43.000000+00:00\"], \"session_ids\": [\"cd2744bf-c626-4d0f-b941-8297fe4e2667\", \"9a0add7c-b7ab-42a7-bbdc-e1f156e1c0ac\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.471}, \"20345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-04 18:57:45.000000+00:00\", \"2020-01-29 06:43:05.000000+00:00\", \"2019-11-23 14:10:26.000000+00:00\"], \"session_ids\": [\"089ed148-5859-42d5-a87d-55ebdd581463\", \"012ba05c-06ac-41a7-a425-111a0152f6da\", \"fab2e7f9-fcb6-4511-bf84-eba5f07e6d09\"], \"total_duration\": 910.0, \"total_sessions\": 3, \"mean_week_duration\": 47.895}, \"69752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 9, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-22 08:28:35.000000+00:00\", \"2023-03-03 23:20:17.000000+00:00\"], \"session_ids\": [\"a43faa39-b272-4fd4-af9e-051b3d739f0e\", \"e389fc2c-abd9-4033-9527-cf3ce4f1d0f7\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.152}, \"62164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-10 23:35:17.000000+00:00\", \"2021-05-08 22:43:37.000000+00:00\", \"2023-03-01 00:29:31.000000+00:00\", \"2022-06-02 03:08:51.000000+00:00\", \"2022-03-15 21:07:13.000000+00:00\", \"2022-03-06 04:55:31.000000+00:00\", \"2019-08-06 02:10:29.000000+00:00\", \"2023-01-05 02:18:58.000000+00:00\"], \"session_ids\": [\"fd4e370a-9275-4cbb-96ba-2727abc6b90c\", \"e935907b-19e3-4959-9bc8-dfe6889b6d95\", \"84f46f5a-10a4-4a7d-8387-639523f2338a\", \"4f5846ce-a768-4ffe-a3b1-88c2682e3b9f\", \"14e0f48a-ab21-430c-9d4c-1eb09b05dd22\", \"4101b20d-64dc-4e79-9c56-7a364b7483fd\", \"df27de13-b611-482e-b721-2b09db7eab53\", \"db0cdc3f-8736-48d6-a175-d397c54fd0df\"], \"total_duration\": 9514.0, \"total_sessions\": 8, \"mean_week_duration\": 51.151}, \"25842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-03 20:12:57.000000+00:00\", \"2019-01-26 01:21:10.000000+00:00\"], \"session_ids\": [\"e54be360-db2d-450e-b32a-9bf613826878\", \"be018fed-94bb-41d3-85bb-cbdd1bf2c2da\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.353}, \"1339\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-30 06:04:36.000000+00:00\", \"2019-11-26 19:02:39.000000+00:00\", \"2022-08-25 07:02:24.000000+00:00\", \"2021-04-26 19:27:58.000000+00:00\"], \"session_ids\": [\"34a0aa6e-b01e-4313-9aa6-1d30be26aeb3\", \"0fdc7fbc-b30b-4ef9-b3d0-1599f44ffa04\", \"3ae7d75f-936f-488f-b58b-dade328a704b\", \"c8a88854-5244-4144-816f-01ec0b47d3f6\"], \"total_duration\": 495.0, \"total_sessions\": 4, \"mean_week_duration\": 2.982}, \"17729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-19 19:52:14.000000+00:00\", \"2021-09-15 22:26:12.000000+00:00\", \"2022-06-06 22:44:56.000000+00:00\"], \"session_ids\": [\"d279ca66-3208-402b-9eb0-bf9a8183eb34\", \"42059e2f-e27d-4261-805e-d3082a581ce4\", \"91a2514f-534f-498e-86a9-7f0032affbb7\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 6.203}}\n```\n"
}
] |
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