conversations
list |
|---|
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"62180\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-08 23:45:32.000000+00:00\", \"2021-03-04 03:50:40.000000+00:00\"], \"session_ids\": [\"7fd0bef2-4899-49a4-a0f1-9e686d292f88\", \"3efa1165-5627-4f13-8a82-33db86fa6c14\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.825}}, {\"50927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-03 07:08:48.000000+00:00\", \"2022-02-19 14:21:00.000000+00:00\"], \"session_ids\": [\"a63542cb-8d3a-4eb3-8ed9-f56c1f0e2bce\", \"e504fe41-3e59-41a6-9ec4-4d0c433ec57e\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.911}}, {\"6221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-23 11:54:37.000000+00:00\", \"2021-11-05 06:49:09.000000+00:00\"], \"session_ids\": [\"59a0862a-5d15-4b82-a2b4-69b494f17a8c\", \"9255779f-5b6c-4f45-af4b-1547af7979fa\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"21291\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-06 16:43:06.000000+00:00\", \"2022-08-31 02:05:12.000000+00:00\", \"2021-09-13 04:12:30.000000+00:00\", \"2021-05-09 16:45:54.000000+00:00\"], \"session_ids\": [\"3e21253c-0ae1-4e85-a1ee-7c8b0c2bab8f\", \"44188498-a3be-4dde-a163-beabab189fe3\", \"1005d169-24da-4d65-8f57-9c8d4456c384\", \"6d0dab51-1b31-4172-88f3-1f5e013c6f95\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}}]\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[{\"62180\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-08 23:45:32.000000+00:00\", \"2021-03-04 03:50:40.000000+00:00\"], \"session_ids\": [\"7fd0bef2-4899-49a4-a0f1-9e686d292f88\", \"3efa1165-5627-4f13-8a82-33db86fa6c14\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.825}}, {\"50927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-03 07:08:48.000000+00:00\", \"2022-02-19 14:21:00.000000+00:00\"], \"session_ids\": [\"a63542cb-8d3a-4eb3-8ed9-f56c1f0e2bce\", \"e504fe41-3e59-41a6-9ec4-4d0c433ec57e\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.911}}, {\"6221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-23 11:54:37.000000+00:00\", \"2021-11-05 06:49:09.000000+00:00\"], \"session_ids\": [\"59a0862a-5d15-4b82-a2b4-69b494f17a8c\", \"9255779f-5b6c-4f45-af4b-1547af7979fa\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"21291\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-06 16:43:06.000000+00:00\", \"2022-08-31 02:05:12.000000+00:00\", \"2021-09-13 04:12:30.000000+00:00\", \"2021-05-09 16:45:54.000000+00:00\"], \"session_ids\": [\"3e21253c-0ae1-4e85-a1ee-7c8b0c2bab8f\", \"44188498-a3be-4dde-a163-beabab189fe3\", \"1005d169-24da-4d65-8f57-9c8d4456c384\", \"6d0dab51-1b31-4172-88f3-1f5e013c6f95\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about user who has site usage time strictly bigger than 2231 + sort by time in app in ascending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-29 18:24:48.000000+00:00\", \"2019-02-10 13:45:17.000000+00:00\"], \"session_ids\": [\"24e15c73-e4b2-4f1a-a961-d53e8f71e972\", \"8ed347fa-9871-46db-a70b-6f21c72cee4d\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 1.996}, \"73809\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-26 06:20:08.000000+00:00\", \"2020-12-05 14:59:35.000000+00:00\"], \"session_ids\": [\"dae21ca3-fbe5-4c16-955b-9e1eadec3de4\", \"e977c76f-824e-4c9b-b1b9-f4649d80b13b\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.137}, \"25596\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-26 15:23:53.000000+00:00\", \"2019-05-28 10:43:45.000000+00:00\", \"2022-06-25 18:52:04.000000+00:00\", \"2023-06-16 20:42:35.000000+00:00\", \"2020-12-17 13:01:26.000000+00:00\", \"2019-08-09 13:14:53.000000+00:00\", \"2020-02-12 13:54:40.000000+00:00\", \"2020-11-04 22:40:27.000000+00:00\", \"2022-11-06 21:15:16.000000+00:00\", \"2022-06-12 05:00:39.000000+00:00\", \"2020-06-05 15:24:47.000000+00:00\"], \"session_ids\": [\"43da67a9-7658-47a5-88c6-3f2699a04036\", \"4128af20-927b-462b-b2d4-b836517dda93\", \"f28513d9-c653-4443-bd56-0ff6b54ca596\", \"2633dcf7-5be6-462b-80a3-d42f99a57b70\", \"7c8751e1-1701-4b7c-9390-1a91fd512d52\", \"de3959e3-367f-49ba-ad01-55cfaa72ba37\", \"c2d2a28b-a0c5-4837-a8f8-5bcf011215b3\", \"caf0c6f7-2688-4998-8bf3-4920101fa7e2\", \"26d36dcb-477b-4f91-b420-906c12394f93\", \"2d34850c-cb1d-444d-a2e8-61a4dddf8227\", \"f4aaddb2-f9a3-48da-a53e-8f031ede690e\"], \"total_duration\": 20165.0, \"total_sessions\": 11, \"mean_week_duration\": 95.118}, \"74676\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-07-08 00:41:40.000000+00:00\", \"2021-12-12 01:04:02.000000+00:00\"], \"session_ids\": [\"8e9f0ddb-bc3d-43c2-a022-b175a1fc898d\", \"b35ccd0c-25f0-4ce1-afb1-ec204a1c3370\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"18123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-09 09:52:12.000000+00:00\", \"2021-10-19 05:32:44.000000+00:00\", \"2019-07-11 12:09:14.000000+00:00\", \"2021-04-28 17:53:44.000000+00:00\", \"2019-08-27 02:04:03.000000+00:00\"], \"session_ids\": [\"6a99395a-55f3-4903-831b-0a4d8240be82\", \"bef1aed4-20cc-4c47-8dee-14b2eb93ebc4\", \"1d52e1d3-f244-4305-a827-66e99aa4c308\", \"3f0bb612-bc44-4965-97a6-c4b17db4f0af\", \"1bf3a116-2659-45a3-a79a-70e423f908e7\"], \"total_duration\": 516.0, \"total_sessions\": 5, \"mean_week_duration\": 3.486}, \"57170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-08 17:55:50.000000+00:00\", \"2020-09-18 17:56:11.000000+00:00\"], \"session_ids\": [\"3074a563-cec4-41f9-bbdd-ca15999ec3b8\", \"3c2c4f1a-1d97-439a-b832-b03040d68785\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"18831\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-02 22:33:33.000000+00:00\", \"2021-06-10 09:02:19.000000+00:00\"], \"session_ids\": [\"27ebbc3a-0515-43e0-803e-ac3631029ca9\", \"763cddc4-338d-4667-824b-79d6dc268ed2\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 4.581}, \"44870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-13 17:18:23.000000+00:00\", \"2020-02-04 08:04:26.000000+00:00\"], \"session_ids\": [\"f603f25b-61de-4072-9579-dbcee178e496\", \"6536c187-fa1d-4f27-8180-c0bf28d30517\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.482}, \"80118\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-23 02:00:34.000000+00:00\", \"2023-04-14 01:53:45.000000+00:00\", \"2022-10-30 09:45:56.000000+00:00\", \"2020-06-15 01:06:51.000000+00:00\", \"2020-02-07 06:21:58.000000+00:00\", \"2021-05-18 11:12:36.000000+00:00\", \"2021-02-15 15:58:17.000000+00:00\"], \"session_ids\": [\"0f5c6499-231f-48d9-a52d-ceb7b35aac8c\", \"c17e5836-ed91-4df9-ba84-d9964769d7e3\", \"65c7cd82-0d43-4f0f-b9d4-c8019acbb67d\", \"e76bc963-9503-48c5-b677-53ad09d92c3f\", \"40a3d059-7496-4965-8798-63a05beb27db\", \"2d104215-8324-4868-81e1-16c1678150cc\", \"b858a11e-8196-4af9-afc8-e91481f805fe\"], \"total_duration\": 101.0, \"total_sessions\": 7, \"mean_week_duration\": 0.608}, \"24556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-22 05:53:07.000000+00:00\", \"2021-05-26 13:45:04.000000+00:00\", \"2021-04-26 11:29:02.000000+00:00\"], \"session_ids\": [\"6e578913-6ff4-4e3b-96bf-e4cd109d449a\", \"3de39641-6b74-49dc-a9a2-c84ac13e31da\", \"5c153f39-229c-4603-9ed8-f4a07bab0c76\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 95.6}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 2231"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[2231, 3968]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"25596\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-26 15:23:53.000000+00:00\", \"2019-05-28 10:43:45.000000+00:00\", \"2022-06-25 18:52:04.000000+00:00\", \"2023-06-16 20:42:35.000000+00:00\", \"2020-12-17 13:01:26.000000+00:00\", \"2019-08-09 13:14:53.000000+00:00\", \"2020-02-12 13:54:40.000000+00:00\", \"2020-11-04 22:40:27.000000+00:00\", \"2022-11-06 21:15:16.000000+00:00\", \"2022-06-12 05:00:39.000000+00:00\", \"2020-06-05 15:24:47.000000+00:00\"], \"session_ids\": [\"43da67a9-7658-47a5-88c6-3f2699a04036\", \"4128af20-927b-462b-b2d4-b836517dda93\", \"f28513d9-c653-4443-bd56-0ff6b54ca596\", \"2633dcf7-5be6-462b-80a3-d42f99a57b70\", \"7c8751e1-1701-4b7c-9390-1a91fd512d52\", \"de3959e3-367f-49ba-ad01-55cfaa72ba37\", \"c2d2a28b-a0c5-4837-a8f8-5bcf011215b3\", \"caf0c6f7-2688-4998-8bf3-4920101fa7e2\", \"26d36dcb-477b-4f91-b420-906c12394f93\", \"2d34850c-cb1d-444d-a2e8-61a4dddf8227\", \"f4aaddb2-f9a3-48da-a53e-8f031ede690e\"], \"total_duration\": 20165.0, \"total_sessions\": 11, \"mean_week_duration\": 95.118}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25596\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-26 15:23:53.000000+00:00\", \"2019-05-28 10:43:45.000000+00:00\", \"2022-06-25 18:52:04.000000+00:00\", \"2023-06-16 20:42:35.000000+00:00\", \"2020-12-17 13:01:26.000000+00:00\", \"2019-08-09 13:14:53.000000+00:00\", \"2020-02-12 13:54:40.000000+00:00\", \"2020-11-04 22:40:27.000000+00:00\", \"2022-11-06 21:15:16.000000+00:00\", \"2022-06-12 05:00:39.000000+00:00\", \"2020-06-05 15:24:47.000000+00:00\"], \"session_ids\": [\"43da67a9-7658-47a5-88c6-3f2699a04036\", \"4128af20-927b-462b-b2d4-b836517dda93\", \"f28513d9-c653-4443-bd56-0ff6b54ca596\", \"2633dcf7-5be6-462b-80a3-d42f99a57b70\", \"7c8751e1-1701-4b7c-9390-1a91fd512d52\", \"de3959e3-367f-49ba-ad01-55cfaa72ba37\", \"c2d2a28b-a0c5-4837-a8f8-5bcf011215b3\", \"caf0c6f7-2688-4998-8bf3-4920101fa7e2\", \"26d36dcb-477b-4f91-b420-906c12394f93\", \"2d34850c-cb1d-444d-a2e8-61a4dddf8227\", \"f4aaddb2-f9a3-48da-a53e-8f031ede690e\"], \"total_duration\": 20165.0, \"total_sessions\": 11, \"mean_week_duration\": 95.118}}]\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[{\"25596\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-26 15:23:53.000000+00:00\", \"2019-05-28 10:43:45.000000+00:00\", \"2022-06-25 18:52:04.000000+00:00\", \"2023-06-16 20:42:35.000000+00:00\", \"2020-12-17 13:01:26.000000+00:00\", \"2019-08-09 13:14:53.000000+00:00\", \"2020-02-12 13:54:40.000000+00:00\", \"2020-11-04 22:40:27.000000+00:00\", \"2022-11-06 21:15:16.000000+00:00\", \"2022-06-12 05:00:39.000000+00:00\", \"2020-06-05 15:24:47.000000+00:00\"], \"session_ids\": [\"43da67a9-7658-47a5-88c6-3f2699a04036\", \"4128af20-927b-462b-b2d4-b836517dda93\", \"f28513d9-c653-4443-bd56-0ff6b54ca596\", \"2633dcf7-5be6-462b-80a3-d42f99a57b70\", \"7c8751e1-1701-4b7c-9390-1a91fd512d52\", \"de3959e3-367f-49ba-ad01-55cfaa72ba37\", \"c2d2a28b-a0c5-4837-a8f8-5bcf011215b3\", \"caf0c6f7-2688-4998-8bf3-4920101fa7e2\", \"26d36dcb-477b-4f91-b420-906c12394f93\", \"2d34850c-cb1d-444d-a2e8-61a4dddf8227\", \"f4aaddb2-f9a3-48da-a53e-8f031ede690e\"], \"total_duration\": 20165.0, \"total_sessions\": 11, \"mean_week_duration\": 95.118}}]\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[{\"25596\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-26 15:23:53.000000+00:00\", \"2019-05-28 10:43:45.000000+00:00\", \"2022-06-25 18:52:04.000000+00:00\", \"2023-06-16 20:42:35.000000+00:00\", \"2020-12-17 13:01:26.000000+00:00\", \"2019-08-09 13:14:53.000000+00:00\", \"2020-02-12 13:54:40.000000+00:00\", \"2020-11-04 22:40:27.000000+00:00\", \"2022-11-06 21:15:16.000000+00:00\", \"2022-06-12 05:00:39.000000+00:00\", \"2020-06-05 15:24:47.000000+00:00\"], \"session_ids\": [\"43da67a9-7658-47a5-88c6-3f2699a04036\", \"4128af20-927b-462b-b2d4-b836517dda93\", \"f28513d9-c653-4443-bd56-0ff6b54ca596\", \"2633dcf7-5be6-462b-80a3-d42f99a57b70\", \"7c8751e1-1701-4b7c-9390-1a91fd512d52\", \"de3959e3-367f-49ba-ad01-55cfaa72ba37\", \"c2d2a28b-a0c5-4837-a8f8-5bcf011215b3\", \"caf0c6f7-2688-4998-8bf3-4920101fa7e2\", \"26d36dcb-477b-4f91-b420-906c12394f93\", \"2d34850c-cb1d-444d-a2e8-61a4dddf8227\", \"f4aaddb2-f9a3-48da-a53e-8f031ede690e\"], \"total_duration\": 20165.0, \"total_sessions\": 11, \"mean_week_duration\": 95.118}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about user who has the lowest all sessions quantity also put to use sorting by city naming risingly , keep only 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"99836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-19 20:36:54.000000+00:00\", \"2021-01-27 02:02:24.000000+00:00\"], \"session_ids\": [\"e18bf1d3-16eb-4c0a-8f23-6bdeea89c54a\", \"a6099070-b9e2-4b86-8299-113f86684e8e\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 36.25}, \"66560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-22 16:52:52.000000+00:00\", \"2021-12-07 02:26:26.000000+00:00\", \"2020-05-15 23:14:34.000000+00:00\", \"2023-03-21 08:03:47.000000+00:00\", \"2022-07-16 15:24:50.000000+00:00\"], \"session_ids\": [\"bfef6d28-1b45-4b67-a73f-fa1d1a620920\", \"488f8c12-c147-4ad6-ac24-af95f254f512\", \"08fd834a-c718-444f-9e5c-133eaf8f5aef\", \"0b596932-3805-44b4-9290-f81b8ad0273d\", \"17b2efde-f14a-4d72-b2c8-fce863dfb7b1\"], \"total_duration\": 1016.0, \"total_sessions\": 5, \"mean_week_duration\": 6.819}, \"67217\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-19 21:19:14.000000+00:00\", \"2022-10-28 18:33:13.000000+00:00\"], \"session_ids\": [\"a8dfffef-1288-4639-af7b-12a1557bce53\", \"03ba5419-ac81-4ff8-a04c-5aa5b811bfcf\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.895}, \"67278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-06 13:49:43.000000+00:00\", \"2019-04-22 14:54:54.000000+00:00\"], \"session_ids\": [\"1d23e0e9-3616-427f-bbc7-8f4be6c55883\", \"6c8a3009-3912-4e1f-b3b4-bb8b9e42884e\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.196}, \"71618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-22 21:04:12.000000+00:00\", \"2019-12-04 01:33:10.000000+00:00\", \"2019-05-18 07:03:27.000000+00:00\", \"2022-06-18 17:25:22.000000+00:00\"], \"session_ids\": [\"ec3279e1-08df-4bc1-90e0-3d19974f04ad\", \"cd95469b-efe0-4389-bfe1-2af89c30cd84\", \"dac78dd5-928a-4975-9ad0-a54a77075d1c\", \"a18f33bc-2879-4d2a-af54-f4130f3d7aca\"], \"total_duration\": 385.0, \"total_sessions\": 4, \"mean_week_duration\": 1.878}, \"70504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-03-07 11:00:59.000000+00:00\", \"2020-01-29 03:37:26.000000+00:00\"], \"session_ids\": [\"6f244d60-acdb-447f-9869-0417c8de2fca\", \"b1cafdce-2968-4884-9f15-8fd5e2567bc4\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 8.085}, \"20161\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-08-08 08:53:24.000000+00:00\", \"2020-05-10 10:25:40.000000+00:00\"], \"session_ids\": [\"480f2776-fa6e-4984-b769-cf7f3af9e0e7\", \"9442f54b-79de-42f3-bb97-5cae4f2d89d5\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.815}, \"76584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-20 15:23:04.000000+00:00\", \"2022-06-17 04:20:46.000000+00:00\"], \"session_ids\": [\"ba78d204-9531-43e3-8bf0-115eac0c4055\", \"9d38937b-e252-4111-ab03-600ccdecb0ab\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 4.286}, \"76807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-22 09:30:56.000000+00:00\", \"2021-06-15 15:56:41.000000+00:00\"], \"session_ids\": [\"ec2edb85-4a77-4387-a7d8-a2a5089cc40d\", \"c6ce4b30-245f-48af-a65b-8805df5c3bf9\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 4.12}, \"19693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-10 00:33:06.000000+00:00\", \"2020-07-21 17:35:42.000000+00:00\"], \"session_ids\": [\"91ef0bb5-f70e-4282-b9cd-98cc84c6f3d4\", \"10fa4da7-b7d3-430a-9b00-03b517008136\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 2.958}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 1 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"99836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-19 20:36:54.000000+00:00\", \"2021-01-27 02:02:24.000000+00:00\"], \"session_ids\": [\"e18bf1d3-16eb-4c0a-8f23-6bdeea89c54a\", \"a6099070-b9e2-4b86-8299-113f86684e8e\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 36.25}}, {\"67217\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-19 21:19:14.000000+00:00\", \"2022-10-28 18:33:13.000000+00:00\"], \"session_ids\": [\"a8dfffef-1288-4639-af7b-12a1557bce53\", \"03ba5419-ac81-4ff8-a04c-5aa5b811bfcf\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.895}}, {\"67278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-06 13:49:43.000000+00:00\", \"2019-04-22 14:54:54.000000+00:00\"], \"session_ids\": [\"1d23e0e9-3616-427f-bbc7-8f4be6c55883\", \"6c8a3009-3912-4e1f-b3b4-bb8b9e42884e\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.196}}]\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[{\"67278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-06 13:49:43.000000+00:00\", \"2019-04-22 14:54:54.000000+00:00\"], \"session_ids\": [\"1d23e0e9-3616-427f-bbc7-8f4be6c55883\", \"6c8a3009-3912-4e1f-b3b4-bb8b9e42884e\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.196}}, {\"99836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-19 20:36:54.000000+00:00\", \"2021-01-27 02:02:24.000000+00:00\"], \"session_ids\": [\"e18bf1d3-16eb-4c0a-8f23-6bdeea89c54a\", \"a6099070-b9e2-4b86-8299-113f86684e8e\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 36.25}}, {\"67217\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-19 21:19:14.000000+00:00\", \"2022-10-28 18:33:13.000000+00:00\"], \"session_ids\": [\"a8dfffef-1288-4639-af7b-12a1557bce53\", \"03ba5419-ac81-4ff8-a04c-5aa5b811bfcf\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.895}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"67278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-06 13:49:43.000000+00:00\", \"2019-04-22 14:54:54.000000+00:00\"], \"session_ids\": [\"1d23e0e9-3616-427f-bbc7-8f4be6c55883\", \"6c8a3009-3912-4e1f-b3b4-bb8b9e42884e\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.196}}, {\"99836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-19 20:36:54.000000+00:00\", \"2021-01-27 02:02:24.000000+00:00\"], \"session_ids\": [\"e18bf1d3-16eb-4c0a-8f23-6bdeea89c54a\", \"a6099070-b9e2-4b86-8299-113f86684e8e\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 36.25}}, {\"67217\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-19 21:19:14.000000+00:00\", \"2022-10-28 18:33:13.000000+00:00\"], \"session_ids\": [\"a8dfffef-1288-4639-af7b-12a1557bce53\", \"03ba5419-ac81-4ff8-a04c-5aa5b811bfcf\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.895}}]\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[{\"67278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-06 13:49:43.000000+00:00\", \"2019-04-22 14:54:54.000000+00:00\"], \"session_ids\": [\"1d23e0e9-3616-427f-bbc7-8f4be6c55883\", \"6c8a3009-3912-4e1f-b3b4-bb8b9e42884e\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.196}}, {\"99836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-19 20:36:54.000000+00:00\", \"2021-01-27 02:02:24.000000+00:00\"], \"session_ids\": [\"e18bf1d3-16eb-4c0a-8f23-6bdeea89c54a\", \"a6099070-b9e2-4b86-8299-113f86684e8e\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 36.25}}, {\"67217\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-19 21:19:14.000000+00:00\", \"2022-10-28 18:33:13.000000+00:00\"], \"session_ids\": [\"a8dfffef-1288-4639-af7b-12a1557bce53\", \"03ba5419-ac81-4ff8-a04c-5aa5b811bfcf\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.895}}]\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 4 users who have total duration amount greater than 1470 and less than 4112 (both not including) + do sorting by all sessions quantity from the smallest value to the largest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"69078\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-26 09:49:54.000000+00:00\", \"2019-12-31 12:57:37.000000+00:00\", \"2021-08-01 16:49:33.000000+00:00\", \"2023-03-22 21:25:34.000000+00:00\", \"2020-07-01 09:26:57.000000+00:00\", \"2021-09-29 02:39:12.000000+00:00\"], \"session_ids\": [\"77d03d8b-596d-4db1-8bbf-509191067f44\", \"668315f9-1866-4173-a569-b0ccf81995a7\", \"2df23dde-b6a6-4554-95fc-dddf79963c87\", \"420b7012-e6c6-44c6-b0c7-6204913c637a\", \"ef92e0df-8023-4c32-86c3-0fa83715bf76\", \"27310011-2027-4998-bbb5-198e785369aa\"], \"total_duration\": 1045.0, \"total_sessions\": 6, \"mean_week_duration\": 6.183}, \"88193\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-04-11 03:44:01.000000+00:00\", \"2023-05-12 13:15:45.000000+00:00\"], \"session_ids\": [\"246abe22-ffe3-4ec4-a4cd-e168d76f12e5\", \"c59b33f2-719a-4b77-abcc-fa51df58538f\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 63.2}, \"32660\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-23 04:56:43.000000+00:00\", \"2021-03-20 16:13:55.000000+00:00\"], \"session_ids\": [\"1d35d16d-d31d-49a7-ae3b-3f0fb919a0bf\", \"091075c5-fbc7-464c-8b9a-a5a7e9ff67ae\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 3.437}, \"36429\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-24 02:29:49.000000+00:00\", \"2019-09-02 04:42:45.000000+00:00\", \"2021-07-05 19:37:55.000000+00:00\", \"2022-09-06 07:56:04.000000+00:00\", \"2019-09-21 10:06:33.000000+00:00\", \"2021-07-11 06:03:18.000000+00:00\", \"2019-06-09 10:54:01.000000+00:00\"], \"session_ids\": [\"75c9f531-83ac-4149-8ac1-5c3f2249fac0\", \"6f9f6eda-0299-4b98-a8f9-e79cba225424\", \"fdecff7e-dc48-45dd-814d-8b04b46532a2\", \"91fb8789-f2ca-43aa-8795-1a4998c9ba22\", \"1c7398a6-144b-42e1-aafa-a6c8e48c1d38\", \"469e6a18-7e93-415b-af30-cb70dacc2a35\", \"30cbcc61-dee9-42b6-96bf-f6a4f08608b7\"], \"total_duration\": 886.0, \"total_sessions\": 7, \"mean_week_duration\": 5.151}, \"59028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-16 23:54:52.000000+00:00\", \"2020-09-20 19:41:26.000000+00:00\", \"2022-02-22 18:21:19.000000+00:00\", \"2019-09-29 03:25:45.000000+00:00\", \"2021-10-20 13:34:57.000000+00:00\", \"2022-09-04 08:10:45.000000+00:00\"], \"session_ids\": [\"2d1f2ee1-b52a-4034-aa3b-bb863524a77f\", \"8065704c-4100-4ec1-a587-e456059eceed\", \"176dfc3f-64ce-4344-97da-bdbf83d0ba7d\", \"5ce62284-75f6-4e54-a5f4-485071b23bbd\", \"45b78efe-8d21-4b12-8fae-4a0db6ffacd0\", \"6b894128-a5d3-4566-ad52-f505a92e40c4\"], \"total_duration\": 5939.0, \"total_sessions\": 6, \"mean_week_duration\": 35.351}, \"90567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-27 13:49:26.000000+00:00\", \"2019-10-10 06:05:56.000000+00:00\"], \"session_ids\": [\"7448ce26-1083-4f28-ae18-fda01d15e15d\", \"42cb022c-842d-4d15-891c-76f4771c563d\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 2.139}, \"14074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-19 08:07:41.000000+00:00\", \"2022-07-27 13:33:02.000000+00:00\"], \"session_ids\": [\"116f55a0-5d7f-4b0a-bf15-fab3c6f5c6ef\", \"0c2c8d47-9290-4ab9-810a-b3e92d1bfb99\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 1.794}, \"24598\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-30 10:00:28.000000+00:00\", \"2020-11-21 11:13:28.000000+00:00\", \"2020-12-13 14:38:01.000000+00:00\"], \"session_ids\": [\"e513abc7-39aa-488c-9c5d-1bbe38c20b35\", \"036863a4-79fa-43ad-841d-5e01ced50a73\", \"74105928-6803-4f4b-bb4a-2a800f811868\"], \"total_duration\": 147.0, \"total_sessions\": 3, \"mean_week_duration\": 3.196}, \"34448\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-26 22:41:39.000000+00:00\", \"2020-07-27 13:43:09.000000+00:00\", \"2021-01-07 19:03:06.000000+00:00\"], \"session_ids\": [\"bcf41c93-d806-49fc-b7c1-57ac2f2c8cca\", \"3af687bf-c32b-4853-9f81-e27d42840546\", \"ca0eaa7f-4332-4a76-bbcd-d5b37a44e949\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 6.788}, \"36126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-18 16:24:55.000000+00:00\", \"2022-02-18 09:42:56.000000+00:00\"], \"session_ids\": [\"6630e9e8-8762-4a8f-b385-ee8ea861f330\", \"7f726468-832e-4716-947e-fd85751ff53c\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.908}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 1470 and are less than 4112"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1470, 4112]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about 2 users with a count of sessions that is below 2 + perform sorting by time using the app form the highest value to the lowest value additionaly remain only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"47929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-21 17:39:44.000000+00:00\", \"2021-06-30 06:29:30.000000+00:00\"], \"session_ids\": [\"cb046560-8ca3-41b5-afc3-62e89d3f8704\", \"6a4c7d92-3600-4dfc-b2ed-b5dba210cd45\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 15.125}, \"56808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-19 15:48:08.000000+00:00\", \"2021-07-22 10:00:43.000000+00:00\"], \"session_ids\": [\"57d7e524-7cac-414f-8996-9a31362e524e\", \"37dbe83f-9d8e-4b5c-afd0-1751dd0418fd\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.636}, \"33743\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-02-06 04:35:48.000000+00:00\", \"2023-05-26 09:11:06.000000+00:00\", \"2022-07-29 13:15:31.000000+00:00\"], \"session_ids\": [\"097c093b-4a45-48df-b90a-642449a090c0\", \"4f614276-7a45-4505-978a-4b9874331e22\", \"28433fad-4b02-474b-bcce-9bbbb0853ebb\"], \"total_duration\": 615.0, \"total_sessions\": 3, \"mean_week_duration\": 9.044}, \"49492\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-11-27 04:27:29.000000+00:00\", \"2019-02-04 01:26:47.000000+00:00\"], \"session_ids\": [\"84b23e10-839f-4969-a655-421e410bf8df\", \"ffd0c7ab-9a44-451b-8700-222ef2b9bbda\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.495}, \"67317\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-11 11:23:56.000000+00:00\", \"2022-11-03 10:48:28.000000+00:00\", \"2022-06-16 14:30:41.000000+00:00\"], \"session_ids\": [\"990d2978-7465-4f1f-8ede-704f9596f665\", \"23396baf-526a-43e7-8fbd-716c57a8ebca\", \"c32d5bad-5f3a-4828-b8e7-38122bafbe56\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 11.302}, \"20033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-08 18:30:19.000000+00:00\", \"2022-10-11 04:13:53.000000+00:00\", \"2023-03-23 08:21:36.000000+00:00\"], \"session_ids\": [\"63506d29-c643-44aa-b016-9c4edf6c77b9\", \"5d800e74-a9df-43a5-9e63-2d751ab23013\", \"5a690ac9-e92f-44bc-90e1-6fa59e2220b8\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.459}, \"52071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-13 21:06:09.000000+00:00\", \"2021-07-15 03:35:01.000000+00:00\", \"2022-11-01 06:25:18.000000+00:00\", \"2021-01-10 18:04:10.000000+00:00\"], \"session_ids\": [\"7963210c-e647-41e5-9e30-9a1b7989b326\", \"93017c6a-2108-48e6-aaaa-c6ea5b6ebca4\", \"bdcbcdc0-fb41-4fa8-8bb6-668ab308c689\", \"e552dbf9-cf1c-43ed-9f02-cdaad03faab8\"], \"total_duration\": 1418.0, \"total_sessions\": 4, \"mean_week_duration\": 9.391}, \"82308\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-04 17:25:06.000000+00:00\", \"2022-02-15 20:56:41.000000+00:00\", \"2019-12-19 18:22:15.000000+00:00\"], \"session_ids\": [\"cf82d60c-4521-4fae-9d30-9a4553f85761\", \"f3bd3126-0778-4920-81a8-a7d808a09504\", \"25e540a5-e446-4f4a-a437-30e2ddc1a329\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 1.088}, \"61022\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-06 02:00:18.000000+00:00\", \"2023-05-13 00:47:15.000000+00:00\", \"2023-01-21 05:21:07.000000+00:00\", \"2021-11-17 19:10:27.000000+00:00\", \"2020-04-14 16:44:25.000000+00:00\", \"2020-05-04 19:20:05.000000+00:00\"], \"session_ids\": [\"8bbc37c9-3098-4e83-bd17-a43727483369\", \"07f3174e-979f-4251-965e-3a2eaa625e76\", \"6b48fa7e-c738-4ac0-a684-c9880721c40e\", \"0531dde5-a6d9-4a6c-9f2a-ad0a61200a9c\", \"bd0a65bc-5bd2-44a6-b1ba-62c6f76d80ac\", \"8a4ec07a-7151-411c-b5c3-4dbcc26dcb82\"], \"total_duration\": 827.0, \"total_sessions\": 6, \"mean_week_duration\": 5.137}, \"13621\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-23 16:04:28.000000+00:00\", \"2023-06-01 18:07:15.000000+00:00\", \"2022-05-28 08:52:52.000000+00:00\", \"2022-03-04 09:30:48.000000+00:00\", \"2022-12-17 02:32:17.000000+00:00\", \"2020-10-01 22:44:53.000000+00:00\", \"2023-02-25 02:05:25.000000+00:00\", \"2020-06-22 00:59:02.000000+00:00\"], \"session_ids\": [\"3f11669f-50fd-4cbc-846f-0093e466e779\", \"980d8589-f3cc-4e3c-813e-70e441328f4d\", \"bfe0df39-fb16-41e6-93ea-61490466cda4\", \"5df47891-0375-4e49-b610-d423656b2a07\", \"882448bf-49bc-4138-b06c-b0e0ca2011ea\", \"8f14e77e-518e-4427-992f-6ffab92f9780\", \"a1bc0b5b-8196-42f7-8f42-8483b33f6e86\", \"314ecc96-df92-4496-8ffe-e1b8a1f2e56c\"], \"total_duration\": 2913.0, \"total_sessions\": 8, \"mean_week_duration\": 18.916}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"47929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-21 17:39:44.000000+00:00\", \"2021-06-30 06:29:30.000000+00:00\"], \"session_ids\": [\"cb046560-8ca3-41b5-afc3-62e89d3f8704\", \"6a4c7d92-3600-4dfc-b2ed-b5dba210cd45\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 15.125}, \"56808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-19 15:48:08.000000+00:00\", \"2021-07-22 10:00:43.000000+00:00\"], \"session_ids\": [\"57d7e524-7cac-414f-8996-9a31362e524e\", \"37dbe83f-9d8e-4b5c-afd0-1751dd0418fd\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.636}, \"49492\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-11-27 04:27:29.000000+00:00\", \"2019-02-04 01:26:47.000000+00:00\"], \"session_ids\": [\"84b23e10-839f-4969-a655-421e410bf8df\", \"ffd0c7ab-9a44-451b-8700-222ef2b9bbda\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.495}}\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[{\"47929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-21 17:39:44.000000+00:00\", \"2021-06-30 06:29:30.000000+00:00\"], \"session_ids\": [\"cb046560-8ca3-41b5-afc3-62e89d3f8704\", \"6a4c7d92-3600-4dfc-b2ed-b5dba210cd45\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 15.125}}, {\"56808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-19 15:48:08.000000+00:00\", \"2021-07-22 10:00:43.000000+00:00\"], \"session_ids\": [\"57d7e524-7cac-414f-8996-9a31362e524e\", \"37dbe83f-9d8e-4b5c-afd0-1751dd0418fd\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.636}}, {\"49492\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-11-27 04:27:29.000000+00:00\", \"2019-02-04 01:26:47.000000+00:00\"], \"session_ids\": [\"84b23e10-839f-4969-a655-421e410bf8df\", \"ffd0c7ab-9a44-451b-8700-222ef2b9bbda\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.495}}]\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[{\"47929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-21 17:39:44.000000+00:00\", \"2021-06-30 06:29:30.000000+00:00\"], \"session_ids\": [\"cb046560-8ca3-41b5-afc3-62e89d3f8704\", \"6a4c7d92-3600-4dfc-b2ed-b5dba210cd45\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 15.125}}, {\"56808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-19 15:48:08.000000+00:00\", \"2021-07-22 10:00:43.000000+00:00\"], \"session_ids\": [\"57d7e524-7cac-414f-8996-9a31362e524e\", \"37dbe83f-9d8e-4b5c-afd0-1751dd0418fd\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.636}}]\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[{\"47929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-21 17:39:44.000000+00:00\", \"2021-06-30 06:29:30.000000+00:00\"], \"session_ids\": [\"cb046560-8ca3-41b5-afc3-62e89d3f8704\", \"6a4c7d92-3600-4dfc-b2ed-b5dba210cd45\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 15.125}}, {\"56808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-19 15:48:08.000000+00:00\", \"2021-07-22 10:00:43.000000+00:00\"], \"session_ids\": [\"57d7e524-7cac-414f-8996-9a31362e524e\", \"37dbe83f-9d8e-4b5c-afd0-1751dd0418fd\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.636}}]\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 4 users who are living in cities Warsaw, Santo Domingo, Rio de Janeiro, Bangkok, Dubai, Quito + put to use sorting by sessions count descending additionaly provide me only with 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"42632\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-07 23:51:12.000000+00:00\", \"2021-12-26 23:49:26.000000+00:00\", \"2023-01-14 23:48:07.000000+00:00\"], \"session_ids\": [\"aa37eab9-baa1-43de-a68c-18086906a4eb\", \"94d3fdba-82f4-44f3-b5ee-d7625afebbb8\", \"c52c0cda-6378-4524-9026-2f71d9b4ea25\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.386}, \"49728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-28 14:16:35.000000+00:00\", \"2022-09-09 13:58:40.000000+00:00\"], \"session_ids\": [\"109b2490-d27e-4471-9fe3-0d05a9a981e5\", \"7afd77cb-26cd-4c0b-be1e-8a5748462641\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 3.811}, \"47443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-28 15:17:40.000000+00:00\", \"2020-03-03 20:17:50.000000+00:00\", \"2020-05-08 13:41:46.000000+00:00\", \"2021-05-29 22:27:27.000000+00:00\", \"2019-09-02 13:59:40.000000+00:00\", \"2020-10-04 09:12:18.000000+00:00\", \"2020-10-18 00:49:23.000000+00:00\", \"2021-05-05 03:14:31.000000+00:00\", \"2022-10-26 16:53:59.000000+00:00\", \"2020-12-22 20:01:51.000000+00:00\"], \"session_ids\": [\"0e3eaef1-e22b-4665-9c6f-6e04dcc3828e\", \"a6ba23ac-d431-43fe-a073-66dca7ef6a3e\", \"449ee539-140b-4ff7-ae31-795cd4156125\", \"d2cc4616-45ee-4c0b-95f2-2636a86338a5\", \"cbba4e0a-7c38-4f9c-8072-27a501a9226e\", \"d99ca9c1-1a0d-4f22-b2a9-b5b10295ea5d\", \"b0caaca2-2c5a-407d-98e2-3d50c1ec9262\", \"a9221b8a-457c-47d3-8e98-264d2063ed83\", \"1763ae56-18fc-44a8-b096-fab18bc2811b\", \"7c8edd34-ce9e-4ca4-83f5-efcf5ecea10d\"], \"total_duration\": 5459.0, \"total_sessions\": 10, \"mean_week_duration\": 33.085}, \"70979\": {\"keyflows\": {\"Sign In Flow\": 4, \"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\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-05-16 19:21:21.000000+00:00\", \"2021-11-06 20:47:05.000000+00:00\"], \"session_ids\": [\"9b096658-44fb-4ded-902a-7b8f7b018a45\", \"a70b6886-54ab-40c3-b114-65d85694663d\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 5.091}, \"45430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-26 18:38:52.000000+00:00\", \"2019-11-08 00:02:02.000000+00:00\", \"2019-09-18 04:43:36.000000+00:00\", \"2020-07-15 23:20:14.000000+00:00\"], \"session_ids\": [\"0099f0e9-f954-4380-ba6b-fc8a7c65eb2f\", \"053e2624-0804-449f-bbe4-a070580c13f2\", \"95832b33-2008-44fb-98c4-2fe893076101\", \"3ad8b068-302d-414c-b5a7-9cfc96a4bd69\"], \"total_duration\": 780.0, \"total_sessions\": 4, \"mean_week_duration\": 11.304}, \"5906\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-27 20:32:12.000000+00:00\", \"2020-11-17 04:34:25.000000+00:00\", \"2021-02-03 01:38:53.000000+00:00\", \"2021-03-08 04:52:45.000000+00:00\"], \"session_ids\": [\"f5231362-9293-406c-ba0f-a79757cc9824\", \"5d710d24-28c9-481e-a190-19a42d504f68\", \"d37737e7-ec4e-4477-9a52-df08583c4e6f\", \"8d671010-a52e-405d-923d-a1b8c4ade36b\"], \"total_duration\": 1122.0, \"total_sessions\": 4, \"mean_week_duration\": 30.324}, \"21235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-08 15:43:30.000000+00:00\", \"2020-02-11 05:32:42.000000+00:00\"], \"session_ids\": [\"470a9d5a-5908-4c77-9e25-134029988843\", \"4f33c5f4-7e34-4899-9caf-81fcd6df19d3\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}, \"17234\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-11 06:13:23.000000+00:00\", \"2022-10-06 00:45:14.000000+00:00\"], \"session_ids\": [\"997048c0-276b-4e14-8fd3-250aa9d6cb7e\", \"45e5c6b1-5734-433d-bd84-e3958c4a632c\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 10.833}, \"73086\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-15 04:48:09.000000+00:00\", \"2019-03-22 12:16:41.000000+00:00\"], \"session_ids\": [\"21c1ecc3-6331-4730-80f0-6319a07fd4d2\", \"ffbe9d50-38c6-43a2-9908-411544e96c3e\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}, \"94005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-14 04:26:14.000000+00:00\", \"2021-05-02 19:37:10.000000+00:00\"], \"session_ids\": [\"0a4afcf9-e54a-4a4c-bc21-2c96642f0f85\", \"7ebd6a5e-6ef9-469b-b8e1-e3944900c61f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 5.467}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Warsaw, Santo Domingo, Rio de Janeiro, Bangkok, Dubai, Quito"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Warsaw\", \"Santo Domingo\", \"Rio de Janeiro\", \"Bangkok\", \"Dubai\", \"Quito\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"45430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-26 18:38:52.000000+00:00\", \"2019-11-08 00:02:02.000000+00:00\", \"2019-09-18 04:43:36.000000+00:00\", \"2020-07-15 23:20:14.000000+00:00\"], \"session_ids\": [\"0099f0e9-f954-4380-ba6b-fc8a7c65eb2f\", \"053e2624-0804-449f-bbe4-a070580c13f2\", \"95832b33-2008-44fb-98c4-2fe893076101\", \"3ad8b068-302d-414c-b5a7-9cfc96a4bd69\"], \"total_duration\": 780.0, \"total_sessions\": 4, \"mean_week_duration\": 11.304}, \"21235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-08 15:43:30.000000+00:00\", \"2020-02-11 05:32:42.000000+00:00\"], \"session_ids\": [\"470a9d5a-5908-4c77-9e25-134029988843\", \"4f33c5f4-7e34-4899-9caf-81fcd6df19d3\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}, \"94005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-14 04:26:14.000000+00:00\", \"2021-05-02 19:37:10.000000+00:00\"], \"session_ids\": [\"0a4afcf9-e54a-4a4c-bc21-2c96642f0f85\", \"7ebd6a5e-6ef9-469b-b8e1-e3944900c61f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 5.467}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"45430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-26 18:38:52.000000+00:00\", \"2019-11-08 00:02:02.000000+00:00\", \"2019-09-18 04:43:36.000000+00:00\", \"2020-07-15 23:20:14.000000+00:00\"], \"session_ids\": [\"0099f0e9-f954-4380-ba6b-fc8a7c65eb2f\", \"053e2624-0804-449f-bbe4-a070580c13f2\", \"95832b33-2008-44fb-98c4-2fe893076101\", \"3ad8b068-302d-414c-b5a7-9cfc96a4bd69\"], \"total_duration\": 780.0, \"total_sessions\": 4, \"mean_week_duration\": 11.304}}, {\"21235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-08 15:43:30.000000+00:00\", \"2020-02-11 05:32:42.000000+00:00\"], \"session_ids\": [\"470a9d5a-5908-4c77-9e25-134029988843\", \"4f33c5f4-7e34-4899-9caf-81fcd6df19d3\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}}, {\"94005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-14 04:26:14.000000+00:00\", \"2021-05-02 19:37:10.000000+00:00\"], \"session_ids\": [\"0a4afcf9-e54a-4a4c-bc21-2c96642f0f85\", \"7ebd6a5e-6ef9-469b-b8e1-e3944900c61f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 5.467}}]\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[{\"45430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-26 18:38:52.000000+00:00\", \"2019-11-08 00:02:02.000000+00:00\", \"2019-09-18 04:43:36.000000+00:00\", \"2020-07-15 23:20:14.000000+00:00\"], \"session_ids\": [\"0099f0e9-f954-4380-ba6b-fc8a7c65eb2f\", \"053e2624-0804-449f-bbe4-a070580c13f2\", \"95832b33-2008-44fb-98c4-2fe893076101\", \"3ad8b068-302d-414c-b5a7-9cfc96a4bd69\"], \"total_duration\": 780.0, \"total_sessions\": 4, \"mean_week_duration\": 11.304}}, {\"21235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-08 15:43:30.000000+00:00\", \"2020-02-11 05:32:42.000000+00:00\"], \"session_ids\": [\"470a9d5a-5908-4c77-9e25-134029988843\", \"4f33c5f4-7e34-4899-9caf-81fcd6df19d3\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}}]\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[{\"45430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-26 18:38:52.000000+00:00\", \"2019-11-08 00:02:02.000000+00:00\", \"2019-09-18 04:43:36.000000+00:00\", \"2020-07-15 23:20:14.000000+00:00\"], \"session_ids\": [\"0099f0e9-f954-4380-ba6b-fc8a7c65eb2f\", \"053e2624-0804-449f-bbe4-a070580c13f2\", \"95832b33-2008-44fb-98c4-2fe893076101\", \"3ad8b068-302d-414c-b5a7-9cfc96a4bd69\"], \"total_duration\": 780.0, \"total_sessions\": 4, \"mean_week_duration\": 11.304}}, {\"21235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-08 15:43:30.000000+00:00\", \"2020-02-11 05:32:42.000000+00:00\"], \"session_ids\": [\"470a9d5a-5908-4c77-9e25-134029988843\", \"4f33c5f4-7e34-4899-9caf-81fcd6df19d3\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}}]\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 with a time in app per week that is above 46 and below 19 and in addition put to use sorting by total sessions in ascending order and in addition get rid of all entries, except 3."
}
] |
[
{
"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{\"3881\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-30 14:23:36.000000+00:00\", \"2022-04-30 08:08:17.000000+00:00\", \"2020-10-03 05:30:41.000000+00:00\", \"2019-10-24 11:46:49.000000+00:00\"], \"session_ids\": [\"e14cd6d3-b9c3-443e-8914-dec65f721f51\", \"9928adaa-f47b-42f1-8f88-e7502e833668\", \"083c3f55-c191-4454-af73-11032f4a7c70\", \"cf767a6c-e511-4c83-b485-98492f0cf529\"], \"total_duration\": 197.0, \"total_sessions\": 4, \"mean_week_duration\": 1.048}, \"31281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 11:10:56.000000+00:00\", \"2020-02-01 06:36:40.000000+00:00\", \"2020-04-04 13:06:12.000000+00:00\", \"2020-09-05 20:32:39.000000+00:00\", \"2022-08-25 06:27:54.000000+00:00\", \"2019-05-09 13:47:42.000000+00:00\", \"2020-01-30 14:10:57.000000+00:00\", \"2020-12-22 01:44:43.000000+00:00\", \"2019-06-10 16:44:31.000000+00:00\"], \"session_ids\": [\"28e16ca5-f52b-41e1-b572-2359d74eb6e2\", \"9dde35e3-9c64-4630-aaba-b6d03955cb73\", \"78dbb7b6-85ad-4112-93f2-c1f03d50d090\", \"19db35af-39ea-4dc9-93b4-5bde03e4d51f\", \"f6bb9712-87ea-4e0e-a10b-2c02a2dead0b\", \"0938e82f-1615-4f41-a87e-34c79277c265\", \"e4a7e549-2bbd-450f-9df2-b5b36b405b44\", \"b0a4e81b-5f25-496e-b299-18fac14889d7\", \"516c6fb5-407d-43dc-842e-ebba77111ad6\"], \"total_duration\": 26264.0, \"total_sessions\": 9, \"mean_week_duration\": 152.698}, \"52246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-16 07:02:28.000000+00:00\", \"2019-04-27 12:23:38.000000+00:00\"], \"session_ids\": [\"42f78ddb-04ce-481a-8bcd-05c3f9b14ed3\", \"cefe3524-7ac9-4856-a398-94b3db71ce53\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.106}, \"26376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-03 12:35:43.000000+00:00\", \"2022-10-17 02:59:52.000000+00:00\", \"2020-12-12 12:05:13.000000+00:00\"], \"session_ids\": [\"fcf7f8c4-bcdd-4313-b09c-b09133c5d460\", \"f43d16b2-0dce-4373-a95c-967d3ba86018\", \"7f27a6e9-a9a7-4505-bd25-70cb7a9e86e6\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 2.351}, \"26958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-21 23:39:22.000000+00:00\", \"2021-10-31 23:01:47.000000+00:00\", \"2020-04-17 00:11:47.000000+00:00\", \"2023-01-23 21:50:52.000000+00:00\", \"2022-12-06 00:24:01.000000+00:00\", \"2020-02-11 15:27:41.000000+00:00\"], \"session_ids\": [\"7e84553d-f0f5-4059-88ac-fdabcba9e0c1\", \"a4b5d097-af1b-43fb-ab72-71de963c7e24\", \"7008588e-c12c-4fec-9919-4fc01234c9d5\", \"e922bb8f-228d-4ad0-9368-1831fc75070a\", \"c86d560b-5b07-4569-ba01-4dedcedd2fa7\", \"da4100a5-60b3-4624-aaea-0f2cb64387a3\"], \"total_duration\": 1282.0, \"total_sessions\": 6, \"mean_week_duration\": 6.677}, \"27401\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-19 05:51:35.000000+00:00\", \"2021-07-10 15:43:48.000000+00:00\", \"2019-11-16 06:00:51.000000+00:00\"], \"session_ids\": [\"275dda67-adf7-4ee0-9cd9-4cd2084013a4\", \"4d6be0a0-1d29-4a4a-bb80-d1a09bda0d70\", \"c651aefe-c5cf-4bdf-8bee-4fe7601df710\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 4.43}, \"29244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-29 06:14:39.000000+00:00\", \"2021-12-27 09:54:13.000000+00:00\", \"2021-03-07 01:30:44.000000+00:00\"], \"session_ids\": [\"20cf84cc-fa39-4ec8-ab0c-133f53d33a51\", \"2f9c5f91-5fd3-4dd9-8e03-dab26d33f83e\", \"23657ba2-3d13-4583-b177-d433854aa4a1\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 5.81}, \"67101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-11 14:16:34.000000+00:00\", \"2021-12-04 00:44:02.000000+00:00\"], \"session_ids\": [\"14d21deb-240a-47d2-9073-dfef0e5a3959\", \"c9c2dda6-3a13-472f-a2b9-47908307d885\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.45}, \"4778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-02-11 09:56:02.000000+00:00\", \"2022-07-26 18:38:21.000000+00:00\", \"2020-10-15 00:03:26.000000+00:00\"], \"session_ids\": [\"4a015431-b4c3-41de-a342-3d3fb7fa1727\", \"e2de6c5a-7560-4aa2-9383-02e247a55c56\", \"dcde3fb8-aec2-4e4f-8efd-00a005d9fb92\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 9.075}, \"53148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-28 15:17:40.000000+00:00\", \"2020-07-12 10:05:44.000000+00:00\"], \"session_ids\": [\"b49f197f-daed-4103-bca9-6724f25d3c2d\", \"a7467ffa-e380-4f2a-99be-563bd92eea86\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.804}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 19 and are equal or greater than 46"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 46]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"3881\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-30 14:23:36.000000+00:00\", \"2022-04-30 08:08:17.000000+00:00\", \"2020-10-03 05:30:41.000000+00:00\", \"2019-10-24 11:46:49.000000+00:00\"], \"session_ids\": [\"e14cd6d3-b9c3-443e-8914-dec65f721f51\", \"9928adaa-f47b-42f1-8f88-e7502e833668\", \"083c3f55-c191-4454-af73-11032f4a7c70\", \"cf767a6c-e511-4c83-b485-98492f0cf529\"], \"total_duration\": 197.0, \"total_sessions\": 4, \"mean_week_duration\": 1.048}, \"52246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-16 07:02:28.000000+00:00\", \"2019-04-27 12:23:38.000000+00:00\"], \"session_ids\": [\"42f78ddb-04ce-481a-8bcd-05c3f9b14ed3\", \"cefe3524-7ac9-4856-a398-94b3db71ce53\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.106}, \"26376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-03 12:35:43.000000+00:00\", \"2022-10-17 02:59:52.000000+00:00\", \"2020-12-12 12:05:13.000000+00:00\"], \"session_ids\": [\"fcf7f8c4-bcdd-4313-b09c-b09133c5d460\", \"f43d16b2-0dce-4373-a95c-967d3ba86018\", \"7f27a6e9-a9a7-4505-bd25-70cb7a9e86e6\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 2.351}, \"26958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-21 23:39:22.000000+00:00\", \"2021-10-31 23:01:47.000000+00:00\", \"2020-04-17 00:11:47.000000+00:00\", \"2023-01-23 21:50:52.000000+00:00\", \"2022-12-06 00:24:01.000000+00:00\", \"2020-02-11 15:27:41.000000+00:00\"], \"session_ids\": [\"7e84553d-f0f5-4059-88ac-fdabcba9e0c1\", \"a4b5d097-af1b-43fb-ab72-71de963c7e24\", \"7008588e-c12c-4fec-9919-4fc01234c9d5\", \"e922bb8f-228d-4ad0-9368-1831fc75070a\", \"c86d560b-5b07-4569-ba01-4dedcedd2fa7\", \"da4100a5-60b3-4624-aaea-0f2cb64387a3\"], \"total_duration\": 1282.0, \"total_sessions\": 6, \"mean_week_duration\": 6.677}, \"27401\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-19 05:51:35.000000+00:00\", \"2021-07-10 15:43:48.000000+00:00\", \"2019-11-16 06:00:51.000000+00:00\"], \"session_ids\": [\"275dda67-adf7-4ee0-9cd9-4cd2084013a4\", \"4d6be0a0-1d29-4a4a-bb80-d1a09bda0d70\", \"c651aefe-c5cf-4bdf-8bee-4fe7601df710\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 4.43}, \"29244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-29 06:14:39.000000+00:00\", \"2021-12-27 09:54:13.000000+00:00\", \"2021-03-07 01:30:44.000000+00:00\"], \"session_ids\": [\"20cf84cc-fa39-4ec8-ab0c-133f53d33a51\", \"2f9c5f91-5fd3-4dd9-8e03-dab26d33f83e\", \"23657ba2-3d13-4583-b177-d433854aa4a1\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 5.81}, \"67101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-11 14:16:34.000000+00:00\", \"2021-12-04 00:44:02.000000+00:00\"], \"session_ids\": [\"14d21deb-240a-47d2-9073-dfef0e5a3959\", \"c9c2dda6-3a13-472f-a2b9-47908307d885\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.45}, \"4778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-02-11 09:56:02.000000+00:00\", \"2022-07-26 18:38:21.000000+00:00\", \"2020-10-15 00:03:26.000000+00:00\"], \"session_ids\": [\"4a015431-b4c3-41de-a342-3d3fb7fa1727\", \"e2de6c5a-7560-4aa2-9383-02e247a55c56\", \"dcde3fb8-aec2-4e4f-8efd-00a005d9fb92\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 9.075}, \"53148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-28 15:17:40.000000+00:00\", \"2020-07-12 10:05:44.000000+00:00\"], \"session_ids\": [\"b49f197f-daed-4103-bca9-6724f25d3c2d\", \"a7467ffa-e380-4f2a-99be-563bd92eea86\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.804}, \"31281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 11:10:56.000000+00:00\", \"2020-02-01 06:36:40.000000+00:00\", \"2020-04-04 13:06:12.000000+00:00\", \"2020-09-05 20:32:39.000000+00:00\", \"2022-08-25 06:27:54.000000+00:00\", \"2019-05-09 13:47:42.000000+00:00\", \"2020-01-30 14:10:57.000000+00:00\", \"2020-12-22 01:44:43.000000+00:00\", \"2019-06-10 16:44:31.000000+00:00\"], \"session_ids\": [\"28e16ca5-f52b-41e1-b572-2359d74eb6e2\", \"9dde35e3-9c64-4630-aaba-b6d03955cb73\", \"78dbb7b6-85ad-4112-93f2-c1f03d50d090\", \"19db35af-39ea-4dc9-93b4-5bde03e4d51f\", \"f6bb9712-87ea-4e0e-a10b-2c02a2dead0b\", \"0938e82f-1615-4f41-a87e-34c79277c265\", \"e4a7e549-2bbd-450f-9df2-b5b36b405b44\", \"b0a4e81b-5f25-496e-b299-18fac14889d7\", \"516c6fb5-407d-43dc-842e-ebba77111ad6\"], \"total_duration\": 26264.0, \"total_sessions\": 9, \"mean_week_duration\": 152.698}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"52246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-16 07:02:28.000000+00:00\", \"2019-04-27 12:23:38.000000+00:00\"], \"session_ids\": [\"42f78ddb-04ce-481a-8bcd-05c3f9b14ed3\", \"cefe3524-7ac9-4856-a398-94b3db71ce53\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.106}}, {\"67101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-11 14:16:34.000000+00:00\", \"2021-12-04 00:44:02.000000+00:00\"], \"session_ids\": [\"14d21deb-240a-47d2-9073-dfef0e5a3959\", \"c9c2dda6-3a13-472f-a2b9-47908307d885\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.45}}, {\"53148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-28 15:17:40.000000+00:00\", \"2020-07-12 10:05:44.000000+00:00\"], \"session_ids\": [\"b49f197f-daed-4103-bca9-6724f25d3c2d\", \"a7467ffa-e380-4f2a-99be-563bd92eea86\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.804}}, {\"26376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-03 12:35:43.000000+00:00\", \"2022-10-17 02:59:52.000000+00:00\", \"2020-12-12 12:05:13.000000+00:00\"], \"session_ids\": [\"fcf7f8c4-bcdd-4313-b09c-b09133c5d460\", \"f43d16b2-0dce-4373-a95c-967d3ba86018\", \"7f27a6e9-a9a7-4505-bd25-70cb7a9e86e6\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 2.351}}, {\"27401\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-19 05:51:35.000000+00:00\", \"2021-07-10 15:43:48.000000+00:00\", \"2019-11-16 06:00:51.000000+00:00\"], \"session_ids\": [\"275dda67-adf7-4ee0-9cd9-4cd2084013a4\", \"4d6be0a0-1d29-4a4a-bb80-d1a09bda0d70\", \"c651aefe-c5cf-4bdf-8bee-4fe7601df710\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 4.43}}, {\"29244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-29 06:14:39.000000+00:00\", \"2021-12-27 09:54:13.000000+00:00\", \"2021-03-07 01:30:44.000000+00:00\"], \"session_ids\": [\"20cf84cc-fa39-4ec8-ab0c-133f53d33a51\", \"2f9c5f91-5fd3-4dd9-8e03-dab26d33f83e\", \"23657ba2-3d13-4583-b177-d433854aa4a1\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 5.81}}, {\"4778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-02-11 09:56:02.000000+00:00\", \"2022-07-26 18:38:21.000000+00:00\", \"2020-10-15 00:03:26.000000+00:00\"], \"session_ids\": [\"4a015431-b4c3-41de-a342-3d3fb7fa1727\", \"e2de6c5a-7560-4aa2-9383-02e247a55c56\", \"dcde3fb8-aec2-4e4f-8efd-00a005d9fb92\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 9.075}}, {\"3881\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-30 14:23:36.000000+00:00\", \"2022-04-30 08:08:17.000000+00:00\", \"2020-10-03 05:30:41.000000+00:00\", \"2019-10-24 11:46:49.000000+00:00\"], \"session_ids\": [\"e14cd6d3-b9c3-443e-8914-dec65f721f51\", \"9928adaa-f47b-42f1-8f88-e7502e833668\", \"083c3f55-c191-4454-af73-11032f4a7c70\", \"cf767a6c-e511-4c83-b485-98492f0cf529\"], \"total_duration\": 197.0, \"total_sessions\": 4, \"mean_week_duration\": 1.048}}, {\"26958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-21 23:39:22.000000+00:00\", \"2021-10-31 23:01:47.000000+00:00\", \"2020-04-17 00:11:47.000000+00:00\", \"2023-01-23 21:50:52.000000+00:00\", \"2022-12-06 00:24:01.000000+00:00\", \"2020-02-11 15:27:41.000000+00:00\"], \"session_ids\": [\"7e84553d-f0f5-4059-88ac-fdabcba9e0c1\", \"a4b5d097-af1b-43fb-ab72-71de963c7e24\", \"7008588e-c12c-4fec-9919-4fc01234c9d5\", \"e922bb8f-228d-4ad0-9368-1831fc75070a\", \"c86d560b-5b07-4569-ba01-4dedcedd2fa7\", \"da4100a5-60b3-4624-aaea-0f2cb64387a3\"], \"total_duration\": 1282.0, \"total_sessions\": 6, \"mean_week_duration\": 6.677}}, {\"31281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 11:10:56.000000+00:00\", \"2020-02-01 06:36:40.000000+00:00\", \"2020-04-04 13:06:12.000000+00:00\", \"2020-09-05 20:32:39.000000+00:00\", \"2022-08-25 06:27:54.000000+00:00\", \"2019-05-09 13:47:42.000000+00:00\", \"2020-01-30 14:10:57.000000+00:00\", \"2020-12-22 01:44:43.000000+00:00\", \"2019-06-10 16:44:31.000000+00:00\"], \"session_ids\": [\"28e16ca5-f52b-41e1-b572-2359d74eb6e2\", \"9dde35e3-9c64-4630-aaba-b6d03955cb73\", \"78dbb7b6-85ad-4112-93f2-c1f03d50d090\", \"19db35af-39ea-4dc9-93b4-5bde03e4d51f\", \"f6bb9712-87ea-4e0e-a10b-2c02a2dead0b\", \"0938e82f-1615-4f41-a87e-34c79277c265\", \"e4a7e549-2bbd-450f-9df2-b5b36b405b44\", \"b0a4e81b-5f25-496e-b299-18fac14889d7\", \"516c6fb5-407d-43dc-842e-ebba77111ad6\"], \"total_duration\": 26264.0, \"total_sessions\": 9, \"mean_week_duration\": 152.698}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"52246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-16 07:02:28.000000+00:00\", \"2019-04-27 12:23:38.000000+00:00\"], \"session_ids\": [\"42f78ddb-04ce-481a-8bcd-05c3f9b14ed3\", \"cefe3524-7ac9-4856-a398-94b3db71ce53\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.106}}, {\"67101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-11 14:16:34.000000+00:00\", \"2021-12-04 00:44:02.000000+00:00\"], \"session_ids\": [\"14d21deb-240a-47d2-9073-dfef0e5a3959\", \"c9c2dda6-3a13-472f-a2b9-47908307d885\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.45}}, {\"53148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-28 15:17:40.000000+00:00\", \"2020-07-12 10:05:44.000000+00:00\"], \"session_ids\": [\"b49f197f-daed-4103-bca9-6724f25d3c2d\", \"a7467ffa-e380-4f2a-99be-563bd92eea86\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.804}}]\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[{\"52246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-16 07:02:28.000000+00:00\", \"2019-04-27 12:23:38.000000+00:00\"], \"session_ids\": [\"42f78ddb-04ce-481a-8bcd-05c3f9b14ed3\", \"cefe3524-7ac9-4856-a398-94b3db71ce53\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.106}}, {\"67101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-11 14:16:34.000000+00:00\", \"2021-12-04 00:44:02.000000+00:00\"], \"session_ids\": [\"14d21deb-240a-47d2-9073-dfef0e5a3959\", \"c9c2dda6-3a13-472f-a2b9-47908307d885\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.45}}, {\"53148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-28 15:17:40.000000+00:00\", \"2020-07-12 10:05:44.000000+00:00\"], \"session_ids\": [\"b49f197f-daed-4103-bca9-6724f25d3c2d\", \"a7467ffa-e380-4f2a-99be-563bd92eea86\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.804}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on user whose aver of time using the app per week is less than 36 and greater than 5 , and sort by number of sessions form the lowest to the highest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90462\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-01 11:36:08.000000+00:00\", \"2023-01-07 04:40:28.000000+00:00\"], \"session_ids\": [\"4fcb87c1-0304-4d8f-8250-21dc4b6b0ad9\", \"fdd357d8-e5be-4365-a1bc-8ad7dc5016cd\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.511}, \"76423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-05 19:42:36.000000+00:00\", \"2020-09-28 16:32:35.000000+00:00\", \"2022-07-03 21:44:54.000000+00:00\", \"2020-01-16 14:26:02.000000+00:00\"], \"session_ids\": [\"03fdae7c-7c84-4157-8a19-2aa260b48ea5\", \"27db5f2f-b39f-4bdd-8113-a20209e49e62\", \"050ee269-7a51-463f-a2f1-b87460a6c29a\", \"21f05e06-65e2-41c0-b111-79e810f55c97\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 13.137}, \"90982\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-07 17:22:37.000000+00:00\", \"2021-01-16 14:11:16.000000+00:00\"], \"session_ids\": [\"3ce8641b-f632-4778-8262-bfc0c5c7c617\", \"57d78ac8-a9dc-495c-8c57-8a8cf810d12f\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 4.571}, \"30567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-03 21:17:44.000000+00:00\", \"2019-04-18 06:20:02.000000+00:00\", \"2019-12-29 15:27:37.000000+00:00\", \"2019-09-01 21:07:22.000000+00:00\", \"2023-03-09 09:06:30.000000+00:00\"], \"session_ids\": [\"b0aec971-12ab-4bcd-8a70-c3144b51b2eb\", \"fabdb692-3b94-46a7-a0b7-83765541542b\", \"d1ed48e2-bb2f-4cfb-b26b-0a78d3ccba28\", \"b2aab725-c766-44a4-af00-8c49d88251db\", \"566f4514-81a6-4feb-ad9b-41cdd0f31f2d\"], \"total_duration\": 3161.0, \"total_sessions\": 5, \"mean_week_duration\": 14.634}, \"29904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-14 13:51:51.000000+00:00\", \"2019-07-18 21:08:32.000000+00:00\"], \"session_ids\": [\"4ebee4ea-e129-4706-9496-425d509ab968\", \"0334cd4f-ded5-4d5c-affb-90d211b0eee4\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 3.074}, \"27034\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-27 05:03:55.000000+00:00\", \"2022-04-07 16:23:24.000000+00:00\", \"2023-05-13 12:57:50.000000+00:00\", \"2021-12-01 16:46:49.000000+00:00\", \"2022-08-29 13:47:36.000000+00:00\", \"2021-03-05 20:17:28.000000+00:00\", \"2019-04-18 07:14:19.000000+00:00\", \"2022-03-26 07:55:56.000000+00:00\", \"2020-09-06 16:13:17.000000+00:00\", \"2020-02-18 15:09:27.000000+00:00\", \"2020-09-06 09:26:43.000000+00:00\"], \"session_ids\": [\"aba3b731-bf65-4007-a361-5ab61739990d\", \"d98f01ad-4e16-40d5-af75-5bc15d505d2f\", \"8a476426-c7ac-4eb6-b2bc-0f98e242f109\", \"b79476b3-507f-442d-9558-5a695a25602c\", \"18f69361-b2d4-43d8-8c3e-d90dd2b99e24\", \"a8133a29-e4d5-4864-b8eb-4f365b9339cb\", \"30a85754-5fdb-4781-ab85-48ba122f460c\", \"0154e60b-1db0-4fc9-b92d-fc4be16ed061\", \"9db57eab-fe45-4fed-a30f-ec5c7e96f9aa\", \"7cc957d5-15c4-4576-a31b-5172ae70e276\", \"660cdc31-18b8-451d-ade3-d1e30aa8ecf8\"], \"total_duration\": 59727.0, \"total_sessions\": 11, \"mean_week_duration\": 280.408}, \"38872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-12 00:19:29.000000+00:00\", \"2023-05-25 04:00:14.000000+00:00\"], \"session_ids\": [\"e4ca9a6b-97f3-47c5-a7f8-7a550d4b5497\", \"14e76087-1568-4ff8-ae2b-c01798f4e5da\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.704}, \"43398\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-05 09:49:09.000000+00:00\", \"2023-01-17 09:14:53.000000+00:00\"], \"session_ids\": [\"44d6b349-1816-4494-b00c-984d011db47c\", \"8c89f8e6-dcfb-4606-8baa-cd465277188c\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 5.963}, \"36360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-29 08:19:14.000000+00:00\", \"2021-02-05 01:16:31.000000+00:00\", \"2020-09-07 20:25:05.000000+00:00\", \"2022-10-29 15:01:22.000000+00:00\", \"2021-06-06 10:47:21.000000+00:00\", \"2022-05-01 23:13:30.000000+00:00\"], \"session_ids\": [\"fa4431ab-549e-4c71-9d5a-bd3d0bb1512a\", \"68734751-0228-4179-95d4-e8ba04a8f665\", \"a9740046-858b-4cfd-a510-532e35aec3c4\", \"76670ecc-b33c-4cb5-9144-7f4059d9bd50\", \"5dd7f387-4860-413e-9bde-967b4fe59219\", \"4dddd242-4abb-4ed8-a3a5-4a19ff4f80a0\"], \"total_duration\": 2891.0, \"total_sessions\": 6, \"mean_week_duration\": 21.575}, \"92688\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-23 10:47:03.000000+00:00\", \"2022-09-26 13:32:59.000000+00:00\", \"2019-09-14 05:52:43.000000+00:00\", \"2021-11-27 04:47:48.000000+00:00\", \"2019-03-15 15:07:19.000000+00:00\", \"2019-03-02 07:22:59.000000+00:00\", \"2022-06-06 14:20:26.000000+00:00\", \"2023-04-19 09:47:04.000000+00:00\"], \"session_ids\": [\"991a1328-e1da-4975-87f5-038858381d46\", \"351dab0a-bca1-4e1c-b914-c0b8b8ae8394\", \"bab225bb-b241-4ede-a66a-621cd9399aba\", \"6356f8d1-6e74-4135-8024-832101c91b70\", \"9194f3fd-b5b9-43ed-a898-98aa6da2f369\", \"5c326c47-d928-4d29-9959-9c42e7068b80\", \"cfb7c202-0b4c-41c0-8511-ab5b5c384521\", \"58733775-60fd-48f4-9509-bc64b7d3b899\"], \"total_duration\": 11511.0, \"total_sessions\": 8, \"mean_week_duration\": 53.292}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 5 and are equal or less than 36"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 36]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"76423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-05 19:42:36.000000+00:00\", \"2020-09-28 16:32:35.000000+00:00\", \"2022-07-03 21:44:54.000000+00:00\", \"2020-01-16 14:26:02.000000+00:00\"], \"session_ids\": [\"03fdae7c-7c84-4157-8a19-2aa260b48ea5\", \"27db5f2f-b39f-4bdd-8113-a20209e49e62\", \"050ee269-7a51-463f-a2f1-b87460a6c29a\", \"21f05e06-65e2-41c0-b111-79e810f55c97\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 13.137}, \"30567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-03 21:17:44.000000+00:00\", \"2019-04-18 06:20:02.000000+00:00\", \"2019-12-29 15:27:37.000000+00:00\", \"2019-09-01 21:07:22.000000+00:00\", \"2023-03-09 09:06:30.000000+00:00\"], \"session_ids\": [\"b0aec971-12ab-4bcd-8a70-c3144b51b2eb\", \"fabdb692-3b94-46a7-a0b7-83765541542b\", \"d1ed48e2-bb2f-4cfb-b26b-0a78d3ccba28\", \"b2aab725-c766-44a4-af00-8c49d88251db\", \"566f4514-81a6-4feb-ad9b-41cdd0f31f2d\"], \"total_duration\": 3161.0, \"total_sessions\": 5, \"mean_week_duration\": 14.634}, \"43398\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-05 09:49:09.000000+00:00\", \"2023-01-17 09:14:53.000000+00:00\"], \"session_ids\": [\"44d6b349-1816-4494-b00c-984d011db47c\", \"8c89f8e6-dcfb-4606-8baa-cd465277188c\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 5.963}, \"36360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-29 08:19:14.000000+00:00\", \"2021-02-05 01:16:31.000000+00:00\", \"2020-09-07 20:25:05.000000+00:00\", \"2022-10-29 15:01:22.000000+00:00\", \"2021-06-06 10:47:21.000000+00:00\", \"2022-05-01 23:13:30.000000+00:00\"], \"session_ids\": [\"fa4431ab-549e-4c71-9d5a-bd3d0bb1512a\", \"68734751-0228-4179-95d4-e8ba04a8f665\", \"a9740046-858b-4cfd-a510-532e35aec3c4\", \"76670ecc-b33c-4cb5-9144-7f4059d9bd50\", \"5dd7f387-4860-413e-9bde-967b4fe59219\", \"4dddd242-4abb-4ed8-a3a5-4a19ff4f80a0\"], \"total_duration\": 2891.0, \"total_sessions\": 6, \"mean_week_duration\": 21.575}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"43398\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-05 09:49:09.000000+00:00\", \"2023-01-17 09:14:53.000000+00:00\"], \"session_ids\": [\"44d6b349-1816-4494-b00c-984d011db47c\", \"8c89f8e6-dcfb-4606-8baa-cd465277188c\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 5.963}}, {\"76423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-05 19:42:36.000000+00:00\", \"2020-09-28 16:32:35.000000+00:00\", \"2022-07-03 21:44:54.000000+00:00\", \"2020-01-16 14:26:02.000000+00:00\"], \"session_ids\": [\"03fdae7c-7c84-4157-8a19-2aa260b48ea5\", \"27db5f2f-b39f-4bdd-8113-a20209e49e62\", \"050ee269-7a51-463f-a2f1-b87460a6c29a\", \"21f05e06-65e2-41c0-b111-79e810f55c97\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 13.137}}, {\"30567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-03 21:17:44.000000+00:00\", \"2019-04-18 06:20:02.000000+00:00\", \"2019-12-29 15:27:37.000000+00:00\", \"2019-09-01 21:07:22.000000+00:00\", \"2023-03-09 09:06:30.000000+00:00\"], \"session_ids\": [\"b0aec971-12ab-4bcd-8a70-c3144b51b2eb\", \"fabdb692-3b94-46a7-a0b7-83765541542b\", \"d1ed48e2-bb2f-4cfb-b26b-0a78d3ccba28\", \"b2aab725-c766-44a4-af00-8c49d88251db\", \"566f4514-81a6-4feb-ad9b-41cdd0f31f2d\"], \"total_duration\": 3161.0, \"total_sessions\": 5, \"mean_week_duration\": 14.634}}, {\"36360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-29 08:19:14.000000+00:00\", \"2021-02-05 01:16:31.000000+00:00\", \"2020-09-07 20:25:05.000000+00:00\", \"2022-10-29 15:01:22.000000+00:00\", \"2021-06-06 10:47:21.000000+00:00\", \"2022-05-01 23:13:30.000000+00:00\"], \"session_ids\": [\"fa4431ab-549e-4c71-9d5a-bd3d0bb1512a\", \"68734751-0228-4179-95d4-e8ba04a8f665\", \"a9740046-858b-4cfd-a510-532e35aec3c4\", \"76670ecc-b33c-4cb5-9144-7f4059d9bd50\", \"5dd7f387-4860-413e-9bde-967b4fe59219\", \"4dddd242-4abb-4ed8-a3a5-4a19ff4f80a0\"], \"total_duration\": 2891.0, \"total_sessions\": 6, \"mean_week_duration\": 21.575}}]\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[{\"43398\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-05 09:49:09.000000+00:00\", \"2023-01-17 09:14:53.000000+00:00\"], \"session_ids\": [\"44d6b349-1816-4494-b00c-984d011db47c\", \"8c89f8e6-dcfb-4606-8baa-cd465277188c\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 5.963}}]\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[{\"43398\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-05 09:49:09.000000+00:00\", \"2023-01-17 09:14:53.000000+00:00\"], \"session_ids\": [\"44d6b349-1816-4494-b00c-984d011db47c\", \"8c89f8e6-dcfb-4606-8baa-cd465277188c\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 5.963}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 4 users whose time in app is bigger than 1778 and smaller than 2845 (both not including) as well as execute sorting by median of duration of sessions per week risingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87676\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-04 05:23:24.000000+00:00\", \"2021-02-14 17:14:24.000000+00:00\"], \"session_ids\": [\"e841ddcb-1026-4f5c-bebb-5281d73a84d1\", \"1fc4a1e9-7f6f-4bd2-875b-59cb23aa9c58\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.586}, \"34713\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-19 15:55:56.000000+00:00\", \"2022-08-04 22:53:37.000000+00:00\", \"2020-05-10 19:25:58.000000+00:00\", \"2023-05-10 23:37:16.000000+00:00\"], \"session_ids\": [\"24baf84a-03b9-43c0-83a2-e950efa0f1fa\", \"fd2516f5-06fc-48be-9d17-91511082dd0b\", \"4a46f97d-2fef-4369-883d-3f89b01a9a92\", \"c01a7971-7f12-411e-9bd4-d2ad5f388357\"], \"total_duration\": 1596.0, \"total_sessions\": 4, \"mean_week_duration\": 7.355}, \"82054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-24 02:28:40.000000+00:00\", \"2019-05-18 16:22:04.000000+00:00\", \"2021-12-15 01:45:32.000000+00:00\"], \"session_ids\": [\"9c53231d-1e88-487a-a1fa-36f4f932f94e\", \"c425d880-d6b0-46a1-abb3-3672451fc9a1\", \"120a850a-28af-429d-9b87-36a081a9c6e6\"], \"total_duration\": 439.0, \"total_sessions\": 3, \"mean_week_duration\": 3.252}, \"41740\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-15 05:42:00.000000+00:00\", \"2022-01-13 07:32:00.000000+00:00\"], \"session_ids\": [\"c106fe0f-8074-4616-a5b0-c089497977a3\", \"3c9f66e3-da0b-4a09-a466-c5bc697945a1\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 8.136}, \"27031\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-28 04:31:23.000000+00:00\", \"2019-12-26 17:39:44.000000+00:00\"], \"session_ids\": [\"00a737ab-db7b-414b-ac59-18b386fb60d1\", \"5e497f4b-5682-4dfb-a0d2-d7e03ea9f1ae\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}, \"3123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-23 20:49:25.000000+00:00\", \"2019-04-25 00:57:12.000000+00:00\", \"2023-02-10 01:55:02.000000+00:00\"], \"session_ids\": [\"c3885685-dd03-4ae4-8bff-9be40460e385\", \"00ad0178-a2e4-43a2-9622-f988a4f39be7\", \"d4d43b55-dd95-4114-8cb7-2ba5e94be795\"], \"total_duration\": 992.0, \"total_sessions\": 3, \"mean_week_duration\": 4.985}, \"80862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-09-03 04:07:14.000000+00:00\", \"2020-06-15 20:45:56.000000+00:00\", \"2020-01-20 22:46:03.000000+00:00\", \"2020-06-20 18:29:05.000000+00:00\"], \"session_ids\": [\"3558a3b0-2703-4047-b83e-1a2c799df110\", \"e195648a-9a20-4fe4-b9aa-4f2b20b37d87\", \"1dd4b05d-ec3e-456b-a297-5157fce13cc9\", \"00f49bf7-d4cc-42a3-afde-10735868294e\"], \"total_duration\": 1323.0, \"total_sessions\": 4, \"mean_week_duration\": 40.091}, \"44073\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-06-05 07:37:09.000000+00:00\", \"2020-01-31 17:41:32.000000+00:00\"], \"session_ids\": [\"3400f550-8b91-402f-b061-37cbe9185296\", \"b27fc5d1-bf62-4fd9-9d22-ba5105dd3a6a\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 1.657}, \"70978\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-08 13:52:52.000000+00:00\", \"2022-02-15 08:02:11.000000+00:00\", \"2023-01-30 15:07:49.000000+00:00\", \"2019-01-05 13:37:33.000000+00:00\"], \"session_ids\": [\"623210ff-9154-4c81-b086-412d2800f953\", \"b54975e2-730d-40b5-9571-3610c3a5bb87\", \"84816b7b-783e-416f-8a18-cf8d15118f30\", \"7df143a6-0892-483b-9721-0ab8861bbc9c\"], \"total_duration\": 2174.0, \"total_sessions\": 4, \"mean_week_duration\": 10.207}, \"47506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-06 09:56:34.000000+00:00\", \"2021-01-30 02:06:21.000000+00:00\"], \"session_ids\": [\"8f84d5be-2d46-4521-afa2-cc08a4679e4c\", \"6c85eddf-5140-40be-931e-4623c2347327\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.117}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are greater than 1778 and are less than 2845"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1778, 2845]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"70978\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-08 13:52:52.000000+00:00\", \"2022-02-15 08:02:11.000000+00:00\", \"2023-01-30 15:07:49.000000+00:00\", \"2019-01-05 13:37:33.000000+00:00\"], \"session_ids\": [\"623210ff-9154-4c81-b086-412d2800f953\", \"b54975e2-730d-40b5-9571-3610c3a5bb87\", \"84816b7b-783e-416f-8a18-cf8d15118f30\", \"7df143a6-0892-483b-9721-0ab8861bbc9c\"], \"total_duration\": 2174.0, \"total_sessions\": 4, \"mean_week_duration\": 10.207}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"70978\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-08 13:52:52.000000+00:00\", \"2022-02-15 08:02:11.000000+00:00\", \"2023-01-30 15:07:49.000000+00:00\", \"2019-01-05 13:37:33.000000+00:00\"], \"session_ids\": [\"623210ff-9154-4c81-b086-412d2800f953\", \"b54975e2-730d-40b5-9571-3610c3a5bb87\", \"84816b7b-783e-416f-8a18-cf8d15118f30\", \"7df143a6-0892-483b-9721-0ab8861bbc9c\"], \"total_duration\": 2174.0, \"total_sessions\": 4, \"mean_week_duration\": 10.207}}]\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[{\"70978\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-08 13:52:52.000000+00:00\", \"2022-02-15 08:02:11.000000+00:00\", \"2023-01-30 15:07:49.000000+00:00\", \"2019-01-05 13:37:33.000000+00:00\"], \"session_ids\": [\"623210ff-9154-4c81-b086-412d2800f953\", \"b54975e2-730d-40b5-9571-3610c3a5bb87\", \"84816b7b-783e-416f-8a18-cf8d15118f30\", \"7df143a6-0892-483b-9721-0ab8861bbc9c\"], \"total_duration\": 2174.0, \"total_sessions\": 4, \"mean_week_duration\": 10.207}}]\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[{\"70978\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-08 13:52:52.000000+00:00\", \"2022-02-15 08:02:11.000000+00:00\", \"2023-01-30 15:07:49.000000+00:00\", \"2019-01-05 13:37:33.000000+00:00\"], \"session_ids\": [\"623210ff-9154-4c81-b086-412d2800f953\", \"b54975e2-730d-40b5-9571-3610c3a5bb87\", \"84816b7b-783e-416f-8a18-cf8d15118f30\", \"7df143a6-0892-483b-9721-0ab8861bbc9c\"], \"total_duration\": 2174.0, \"total_sessions\": 4, \"mean_week_duration\": 10.207}}]\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 5 users who have average week duration greater than 6 (not including) , and execute sorting by sum of duration 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{\"26872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-12 02:33:13.000000+00:00\", \"2021-06-01 15:19:06.000000+00:00\"], \"session_ids\": [\"5f97410d-1db3-4328-a6d2-02565d68f851\", \"bcde127d-af2d-46c3-bf82-136597a930e1\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 3.868}, \"10928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-02 14:08:33.000000+00:00\", \"2023-04-21 04:44:36.000000+00:00\", \"2019-09-02 16:33:27.000000+00:00\", \"2022-08-28 19:13:51.000000+00:00\"], \"session_ids\": [\"d9b4a7a5-6049-4015-9dfc-aabbc3e46516\", \"5885744d-9fc5-4af5-ac6f-9af0c0259762\", \"4ce00c23-3b76-42b8-a70f-b5b743b90fc3\", \"a5e121d3-bd35-424b-8e9d-b7d9e6e7b027\"], \"total_duration\": 1331.0, \"total_sessions\": 4, \"mean_week_duration\": 6.05}, \"33719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-06 15:46:24.000000+00:00\", \"2021-07-10 00:36:53.000000+00:00\"], \"session_ids\": [\"183ff1ef-b5fa-4781-a8c8-903872551d90\", \"fe88ac3d-52f7-4869-9587-298d29d90754\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"64786\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-09 22:44:28.000000+00:00\", \"2020-07-24 14:23:31.000000+00:00\"], \"session_ids\": [\"4748e4ce-814a-4274-9e57-26f8354d25ec\", \"e7077a3a-6d84-439a-9304-28bfafd0f794\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 2.35}, \"31163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-24 03:37:13.000000+00:00\", \"2021-03-23 10:28:18.000000+00:00\", \"2019-07-04 08:00:13.000000+00:00\", \"2020-08-11 08:50:29.000000+00:00\"], \"session_ids\": [\"99c8a76f-0092-4480-82c5-9b60515b0147\", \"20fbfcb3-4865-4db0-a9f5-a043e539c266\", \"8c90950f-877d-4f18-9035-0b8897c52418\", \"78f712f3-9bb1-472b-ba7d-0a5dedffaea5\"], \"total_duration\": 613.0, \"total_sessions\": 4, \"mean_week_duration\": 3.627}, \"23123\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-02 21:39:24.000000+00:00\", \"2022-09-21 06:16:17.000000+00:00\"], \"session_ids\": [\"cb0d62f3-428d-4eb1-b557-a4428dfd8327\", \"1fcaa0d6-79e1-42a8-a07d-9c170058f279\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 1.573}, \"70971\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-09 18:44:46.000000+00:00\", \"2020-05-14 20:02:08.000000+00:00\", \"2021-03-30 03:38:45.000000+00:00\", \"2023-06-12 18:46:22.000000+00:00\", \"2021-04-04 19:49:11.000000+00:00\", \"2021-06-23 00:28:32.000000+00:00\", \"2021-02-02 05:07:25.000000+00:00\", \"2019-01-25 23:57:38.000000+00:00\"], \"session_ids\": [\"ca3f2533-62ba-4ad1-9ccf-b0e6feb307f7\", \"b1c4172e-e75a-4a12-a9e7-40bb91b66249\", \"65fd4254-7a36-4900-98e8-64bc2d35b3b4\", \"9b147ff7-b690-4e0a-bf88-eb61ad39f011\", \"b33c559d-0982-4074-b957-3913152997de\", \"750fb379-c232-497b-932e-bcf8d9670553\", \"01d5545a-e329-4ccf-8e2a-945f18efede0\", \"17cff0c0-efac-4b79-9306-8601ae2fb14d\"], \"total_duration\": 728.0, \"total_sessions\": 8, \"mean_week_duration\": 3.179}, \"2036\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-24 20:16:00.000000+00:00\", \"2023-03-26 10:15:07.000000+00:00\", \"2021-12-31 01:30:13.000000+00:00\", \"2021-07-02 17:19:55.000000+00:00\", \"2019-04-09 22:05:59.000000+00:00\", \"2022-12-14 15:29:42.000000+00:00\", \"2021-08-03 23:36:59.000000+00:00\", \"2020-11-15 06:43:38.000000+00:00\", \"2019-08-01 11:09:34.000000+00:00\", \"2020-01-24 00:22:46.000000+00:00\"], \"session_ids\": [\"f91344b4-df37-4b50-835e-6f86e505ea87\", \"ebdfac80-3d2d-4cc2-9d32-6d8cfe63b3f7\", \"ce442ada-fc00-4e99-8d31-23d5bffc9f50\", \"5e2e483e-e6c9-46b7-ab08-0b1dce29eec0\", \"d2fa5380-7e42-4bf0-9f07-de18f19fc9d2\", \"0f656715-98ee-4a2e-b051-a2b88025bab8\", \"6a071778-45d1-4eda-8484-85f9af446828\", \"be269f87-fb62-4680-8b75-57aa50248333\", \"e6853420-8257-4a29-b679-5aac9556843d\", \"a556c20d-e861-4d65-a7d5-d35ff77d47f1\"], \"total_duration\": 553.0, \"total_sessions\": 10, \"mean_week_duration\": 2.621}, \"6885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-04 21:02:16.000000+00:00\", \"2020-04-08 05:20:04.000000+00:00\", \"2023-04-16 22:09:54.000000+00:00\", \"2019-06-22 00:21:44.000000+00:00\", \"2022-02-11 20:18:51.000000+00:00\", \"2022-03-31 08:52:16.000000+00:00\", \"2020-03-11 23:40:15.000000+00:00\", \"2019-02-06 20:16:20.000000+00:00\"], \"session_ids\": [\"e60d811b-4c0c-4b62-8591-452085899ea6\", \"827c90ac-8a40-439b-b263-1e6a0f067375\", \"524cbfc1-75b8-44ec-ab5e-c99950c2a393\", \"7866f9c9-0341-4dc9-b814-c298dae424a4\", \"4853f664-7d72-4ecc-9d69-ae728f411272\", \"1a10b4a0-9220-4af6-a580-0e6d65dcfd1d\", \"208ca0df-c05f-42b4-98e2-ff768f75e9f9\", \"7d65e3c1-209b-4bb1-8c16-55ea5e30c654\"], \"total_duration\": 2692.0, \"total_sessions\": 8, \"mean_week_duration\": 12.292}, \"27346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-18 09:23:12.000000+00:00\", \"2019-03-26 07:50:31.000000+00:00\"], \"session_ids\": [\"0f6f17b0-e46c-44d2-8190-716a2f65f479\", \"4ea3f595-e6b9-4963-b3cd-02cc0a4d1c98\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.023}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 31]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"10928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-02 14:08:33.000000+00:00\", \"2023-04-21 04:44:36.000000+00:00\", \"2019-09-02 16:33:27.000000+00:00\", \"2022-08-28 19:13:51.000000+00:00\"], \"session_ids\": [\"d9b4a7a5-6049-4015-9dfc-aabbc3e46516\", \"5885744d-9fc5-4af5-ac6f-9af0c0259762\", \"4ce00c23-3b76-42b8-a70f-b5b743b90fc3\", \"a5e121d3-bd35-424b-8e9d-b7d9e6e7b027\"], \"total_duration\": 1331.0, \"total_sessions\": 4, \"mean_week_duration\": 6.05}, \"6885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-04 21:02:16.000000+00:00\", \"2020-04-08 05:20:04.000000+00:00\", \"2023-04-16 22:09:54.000000+00:00\", \"2019-06-22 00:21:44.000000+00:00\", \"2022-02-11 20:18:51.000000+00:00\", \"2022-03-31 08:52:16.000000+00:00\", \"2020-03-11 23:40:15.000000+00:00\", \"2019-02-06 20:16:20.000000+00:00\"], \"session_ids\": [\"e60d811b-4c0c-4b62-8591-452085899ea6\", \"827c90ac-8a40-439b-b263-1e6a0f067375\", \"524cbfc1-75b8-44ec-ab5e-c99950c2a393\", \"7866f9c9-0341-4dc9-b814-c298dae424a4\", \"4853f664-7d72-4ecc-9d69-ae728f411272\", \"1a10b4a0-9220-4af6-a580-0e6d65dcfd1d\", \"208ca0df-c05f-42b4-98e2-ff768f75e9f9\", \"7d65e3c1-209b-4bb1-8c16-55ea5e30c654\"], \"total_duration\": 2692.0, \"total_sessions\": 8, \"mean_week_duration\": 12.292}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"6885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-04 21:02:16.000000+00:00\", \"2020-04-08 05:20:04.000000+00:00\", \"2023-04-16 22:09:54.000000+00:00\", \"2019-06-22 00:21:44.000000+00:00\", \"2022-02-11 20:18:51.000000+00:00\", \"2022-03-31 08:52:16.000000+00:00\", \"2020-03-11 23:40:15.000000+00:00\", \"2019-02-06 20:16:20.000000+00:00\"], \"session_ids\": [\"e60d811b-4c0c-4b62-8591-452085899ea6\", \"827c90ac-8a40-439b-b263-1e6a0f067375\", \"524cbfc1-75b8-44ec-ab5e-c99950c2a393\", \"7866f9c9-0341-4dc9-b814-c298dae424a4\", \"4853f664-7d72-4ecc-9d69-ae728f411272\", \"1a10b4a0-9220-4af6-a580-0e6d65dcfd1d\", \"208ca0df-c05f-42b4-98e2-ff768f75e9f9\", \"7d65e3c1-209b-4bb1-8c16-55ea5e30c654\"], \"total_duration\": 2692.0, \"total_sessions\": 8, \"mean_week_duration\": 12.292}}, {\"10928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-02 14:08:33.000000+00:00\", \"2023-04-21 04:44:36.000000+00:00\", \"2019-09-02 16:33:27.000000+00:00\", \"2022-08-28 19:13:51.000000+00:00\"], \"session_ids\": [\"d9b4a7a5-6049-4015-9dfc-aabbc3e46516\", \"5885744d-9fc5-4af5-ac6f-9af0c0259762\", \"4ce00c23-3b76-42b8-a70f-b5b743b90fc3\", \"a5e121d3-bd35-424b-8e9d-b7d9e6e7b027\"], \"total_duration\": 1331.0, \"total_sessions\": 4, \"mean_week_duration\": 6.05}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"6885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-04 21:02:16.000000+00:00\", \"2020-04-08 05:20:04.000000+00:00\", \"2023-04-16 22:09:54.000000+00:00\", \"2019-06-22 00:21:44.000000+00:00\", \"2022-02-11 20:18:51.000000+00:00\", \"2022-03-31 08:52:16.000000+00:00\", \"2020-03-11 23:40:15.000000+00:00\", \"2019-02-06 20:16:20.000000+00:00\"], \"session_ids\": [\"e60d811b-4c0c-4b62-8591-452085899ea6\", \"827c90ac-8a40-439b-b263-1e6a0f067375\", \"524cbfc1-75b8-44ec-ab5e-c99950c2a393\", \"7866f9c9-0341-4dc9-b814-c298dae424a4\", \"4853f664-7d72-4ecc-9d69-ae728f411272\", \"1a10b4a0-9220-4af6-a580-0e6d65dcfd1d\", \"208ca0df-c05f-42b4-98e2-ff768f75e9f9\", \"7d65e3c1-209b-4bb1-8c16-55ea5e30c654\"], \"total_duration\": 2692.0, \"total_sessions\": 8, \"mean_week_duration\": 12.292}}, {\"10928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-02 14:08:33.000000+00:00\", \"2023-04-21 04:44:36.000000+00:00\", \"2019-09-02 16:33:27.000000+00:00\", \"2022-08-28 19:13:51.000000+00:00\"], \"session_ids\": [\"d9b4a7a5-6049-4015-9dfc-aabbc3e46516\", \"5885744d-9fc5-4af5-ac6f-9af0c0259762\", \"4ce00c23-3b76-42b8-a70f-b5b743b90fc3\", \"a5e121d3-bd35-424b-8e9d-b7d9e6e7b027\"], \"total_duration\": 1331.0, \"total_sessions\": 4, \"mean_week_duration\": 6.05}}]\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[{\"6885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-04 21:02:16.000000+00:00\", \"2020-04-08 05:20:04.000000+00:00\", \"2023-04-16 22:09:54.000000+00:00\", \"2019-06-22 00:21:44.000000+00:00\", \"2022-02-11 20:18:51.000000+00:00\", \"2022-03-31 08:52:16.000000+00:00\", \"2020-03-11 23:40:15.000000+00:00\", \"2019-02-06 20:16:20.000000+00:00\"], \"session_ids\": [\"e60d811b-4c0c-4b62-8591-452085899ea6\", \"827c90ac-8a40-439b-b263-1e6a0f067375\", \"524cbfc1-75b8-44ec-ab5e-c99950c2a393\", \"7866f9c9-0341-4dc9-b814-c298dae424a4\", \"4853f664-7d72-4ecc-9d69-ae728f411272\", \"1a10b4a0-9220-4af6-a580-0e6d65dcfd1d\", \"208ca0df-c05f-42b4-98e2-ff768f75e9f9\", \"7d65e3c1-209b-4bb1-8c16-55ea5e30c654\"], \"total_duration\": 2692.0, \"total_sessions\": 8, \"mean_week_duration\": 12.292}}, {\"10928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-02 14:08:33.000000+00:00\", \"2023-04-21 04:44:36.000000+00:00\", \"2019-09-02 16:33:27.000000+00:00\", \"2022-08-28 19:13:51.000000+00:00\"], \"session_ids\": [\"d9b4a7a5-6049-4015-9dfc-aabbc3e46516\", \"5885744d-9fc5-4af5-ac6f-9af0c0259762\", \"4ce00c23-3b76-42b8-a70f-b5b743b90fc3\", \"a5e121d3-bd35-424b-8e9d-b7d9e6e7b027\"], \"total_duration\": 1331.0, \"total_sessions\": 4, \"mean_week_duration\": 6.05}}]\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 whose total sessions exceeds 8 while staying below 2, exclusively 2 and 8 , moreover sort by total sessions asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"92099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-10 07:56:16.000000+00:00\", \"2019-09-06 03:31:36.000000+00:00\"], \"session_ids\": [\"39405d6c-8b11-48b7-a0a6-5780512e705a\", \"1063b843-2dc7-4c55-84c4-f42abec0c583\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}, \"89258\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-20 03:48:55.000000+00:00\", \"2021-12-12 07:58:16.000000+00:00\"], \"session_ids\": [\"ec91a22d-d51d-49b6-a6c2-e58cb04d59f0\", \"4a38eff4-397a-4443-84d7-ae2d23b458e2\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.119}, \"2532\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-08 08:36:33.000000+00:00\", \"2023-04-15 02:33:05.000000+00:00\"], \"session_ids\": [\"40b58e02-d757-43ba-95f0-621fcf5eb0b2\", \"99d7c73c-aece-4d07-84a1-63c3bb2bc815\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 41.833}, \"26935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-10 21:01:12.000000+00:00\", \"2022-10-23 17:28:26.000000+00:00\"], \"session_ids\": [\"b7091d92-3769-4e54-8a47-e934cc823517\", \"eab0fe9e-01d1-4f3a-9af7-c085a7b12b8f\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.417}, \"73242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-11 02:54:03.000000+00:00\", \"2020-10-30 10:32:14.000000+00:00\", \"2020-12-26 13:10:57.000000+00:00\", \"2019-05-01 08:45:11.000000+00:00\", \"2019-01-28 23:59:09.000000+00:00\", \"2019-05-04 00:19:23.000000+00:00\", \"2019-09-29 14:08:06.000000+00:00\", \"2019-08-17 18:47:29.000000+00:00\", \"2023-04-30 06:57:57.000000+00:00\", \"2023-03-30 08:38:16.000000+00:00\", \"2023-04-08 01:21:16.000000+00:00\"], \"session_ids\": [\"a085d60d-ba60-4b87-84aa-f843aa8548bf\", \"647c25ba-fe19-4868-8f49-332ea7cefe7b\", \"c1196a04-26cb-4a6f-8e6b-76c9a9bf5e6b\", \"e2f189fb-1977-47aa-800c-be003ff87812\", \"d3665661-e94a-4308-aedd-61cc5c172a1d\", \"95d79564-b9ec-4671-badc-ff4fda669813\", \"2706814f-cfc9-4c68-a104-649a92bee120\", \"059d28d7-4fe4-443a-8d3a-e494e9fe6701\", \"685791ca-d870-40e2-b00a-3eb284ab7e15\", \"ed9ebeb9-b127-46da-a8b0-71f5eb0ad6cb\", \"b1c54165-5885-4ba6-996d-f9b7c3813705\"], \"total_duration\": 29666.0, \"total_sessions\": 11, \"mean_week_duration\": 133.631}, \"97749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-01 10:26:17.000000+00:00\", \"2020-05-15 14:20:16.000000+00:00\"], \"session_ids\": [\"0a4820fd-9757-477c-ba7d-fbdd7933a234\", \"14ea7032-8c04-49a8-bcae-f6d0bf782f03\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 4.306}, \"33740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-23 21:32:21.000000+00:00\", \"2023-03-27 16:23:05.000000+00:00\"], \"session_ids\": [\"bcc39af6-18c3-475f-920b-35f0a6222444\", \"31c8cd30-4a6a-47fb-b957-a4b605b5b271\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}, \"23551\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-07 05:59:16.000000+00:00\", \"2019-11-05 17:31:25.000000+00:00\", \"2021-05-03 04:15:33.000000+00:00\", \"2022-04-08 13:34:54.000000+00:00\"], \"session_ids\": [\"927ef5cb-6602-4649-8897-14bc9e3fcba7\", \"f0becee5-0f2c-4283-82a3-194e2e865885\", \"6df629f2-5e9e-41b6-bab1-1e965cfd735d\", \"e24c23a3-0d2e-4dfe-b5fc-5e1c892764f2\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.787}, \"25007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-09-06 23:56:14.000000+00:00\", \"2020-01-26 22:50:33.000000+00:00\"], \"session_ids\": [\"b9bc2e3a-6c1d-4692-99a8-c70e1a2d2919\", \"1ebc2698-7d4a-41e2-b5b7-01509d470f72\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 2.19}, \"48374\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-17 07:44:50.000000+00:00\", \"2022-05-30 23:05:18.000000+00:00\"], \"session_ids\": [\"3a5fce97-9c9d-45a7-92e0-74ecc99bb074\", \"7bf2b99e-5fe7-4a60-ad32-1701ad9ee3c5\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.387}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 2 and are greater than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-11 02:54:03.000000+00:00\", \"2020-10-30 10:32:14.000000+00:00\", \"2020-12-26 13:10:57.000000+00:00\", \"2019-05-01 08:45:11.000000+00:00\", \"2019-01-28 23:59:09.000000+00:00\", \"2019-05-04 00:19:23.000000+00:00\", \"2019-09-29 14:08:06.000000+00:00\", \"2019-08-17 18:47:29.000000+00:00\", \"2023-04-30 06:57:57.000000+00:00\", \"2023-03-30 08:38:16.000000+00:00\", \"2023-04-08 01:21:16.000000+00:00\"], \"session_ids\": [\"a085d60d-ba60-4b87-84aa-f843aa8548bf\", \"647c25ba-fe19-4868-8f49-332ea7cefe7b\", \"c1196a04-26cb-4a6f-8e6b-76c9a9bf5e6b\", \"e2f189fb-1977-47aa-800c-be003ff87812\", \"d3665661-e94a-4308-aedd-61cc5c172a1d\", \"95d79564-b9ec-4671-badc-ff4fda669813\", \"2706814f-cfc9-4c68-a104-649a92bee120\", \"059d28d7-4fe4-443a-8d3a-e494e9fe6701\", \"685791ca-d870-40e2-b00a-3eb284ab7e15\", \"ed9ebeb9-b127-46da-a8b0-71f5eb0ad6cb\", \"b1c54165-5885-4ba6-996d-f9b7c3813705\"], \"total_duration\": 29666.0, \"total_sessions\": 11, \"mean_week_duration\": 133.631}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"73242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-11 02:54:03.000000+00:00\", \"2020-10-30 10:32:14.000000+00:00\", \"2020-12-26 13:10:57.000000+00:00\", \"2019-05-01 08:45:11.000000+00:00\", \"2019-01-28 23:59:09.000000+00:00\", \"2019-05-04 00:19:23.000000+00:00\", \"2019-09-29 14:08:06.000000+00:00\", \"2019-08-17 18:47:29.000000+00:00\", \"2023-04-30 06:57:57.000000+00:00\", \"2023-03-30 08:38:16.000000+00:00\", \"2023-04-08 01:21:16.000000+00:00\"], \"session_ids\": [\"a085d60d-ba60-4b87-84aa-f843aa8548bf\", \"647c25ba-fe19-4868-8f49-332ea7cefe7b\", \"c1196a04-26cb-4a6f-8e6b-76c9a9bf5e6b\", \"e2f189fb-1977-47aa-800c-be003ff87812\", \"d3665661-e94a-4308-aedd-61cc5c172a1d\", \"95d79564-b9ec-4671-badc-ff4fda669813\", \"2706814f-cfc9-4c68-a104-649a92bee120\", \"059d28d7-4fe4-443a-8d3a-e494e9fe6701\", \"685791ca-d870-40e2-b00a-3eb284ab7e15\", \"ed9ebeb9-b127-46da-a8b0-71f5eb0ad6cb\", \"b1c54165-5885-4ba6-996d-f9b7c3813705\"], \"total_duration\": 29666.0, \"total_sessions\": 11, \"mean_week_duration\": 133.631}}]\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[{\"73242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-11 02:54:03.000000+00:00\", \"2020-10-30 10:32:14.000000+00:00\", \"2020-12-26 13:10:57.000000+00:00\", \"2019-05-01 08:45:11.000000+00:00\", \"2019-01-28 23:59:09.000000+00:00\", \"2019-05-04 00:19:23.000000+00:00\", \"2019-09-29 14:08:06.000000+00:00\", \"2019-08-17 18:47:29.000000+00:00\", \"2023-04-30 06:57:57.000000+00:00\", \"2023-03-30 08:38:16.000000+00:00\", \"2023-04-08 01:21:16.000000+00:00\"], \"session_ids\": [\"a085d60d-ba60-4b87-84aa-f843aa8548bf\", \"647c25ba-fe19-4868-8f49-332ea7cefe7b\", \"c1196a04-26cb-4a6f-8e6b-76c9a9bf5e6b\", \"e2f189fb-1977-47aa-800c-be003ff87812\", \"d3665661-e94a-4308-aedd-61cc5c172a1d\", \"95d79564-b9ec-4671-badc-ff4fda669813\", \"2706814f-cfc9-4c68-a104-649a92bee120\", \"059d28d7-4fe4-443a-8d3a-e494e9fe6701\", \"685791ca-d870-40e2-b00a-3eb284ab7e15\", \"ed9ebeb9-b127-46da-a8b0-71f5eb0ad6cb\", \"b1c54165-5885-4ba6-996d-f9b7c3813705\"], \"total_duration\": 29666.0, \"total_sessions\": 11, \"mean_week_duration\": 133.631}}]\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[{\"73242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-11 02:54:03.000000+00:00\", \"2020-10-30 10:32:14.000000+00:00\", \"2020-12-26 13:10:57.000000+00:00\", \"2019-05-01 08:45:11.000000+00:00\", \"2019-01-28 23:59:09.000000+00:00\", \"2019-05-04 00:19:23.000000+00:00\", \"2019-09-29 14:08:06.000000+00:00\", \"2019-08-17 18:47:29.000000+00:00\", \"2023-04-30 06:57:57.000000+00:00\", \"2023-03-30 08:38:16.000000+00:00\", \"2023-04-08 01:21:16.000000+00:00\"], \"session_ids\": [\"a085d60d-ba60-4b87-84aa-f843aa8548bf\", \"647c25ba-fe19-4868-8f49-332ea7cefe7b\", \"c1196a04-26cb-4a6f-8e6b-76c9a9bf5e6b\", \"e2f189fb-1977-47aa-800c-be003ff87812\", \"d3665661-e94a-4308-aedd-61cc5c172a1d\", \"95d79564-b9ec-4671-badc-ff4fda669813\", \"2706814f-cfc9-4c68-a104-649a92bee120\", \"059d28d7-4fe4-443a-8d3a-e494e9fe6701\", \"685791ca-d870-40e2-b00a-3eb284ab7e15\", \"ed9ebeb9-b127-46da-a8b0-71f5eb0ad6cb\", \"b1c54165-5885-4ba6-996d-f9b7c3813705\"], \"total_duration\": 29666.0, \"total_sessions\": 11, \"mean_week_duration\": 133.631}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 7 users pieces of information whose mean week duration is bigger than 21 inclusive and in addition implement sorting by city_name from the largest to the smallest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-07-01 05:39:39.000000+00:00\", \"2022-01-21 23:44:00.000000+00:00\"], \"session_ids\": [\"182cc185-14bd-48cb-ba34-b0e126b92fa5\", \"eb78c346-4402-4107-ba8d-328ff9b8f9ae\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 4.098}, \"4384\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-08 23:43:54.000000+00:00\", \"2023-01-27 14:27:00.000000+00:00\", \"2021-01-09 18:32:28.000000+00:00\"], \"session_ids\": [\"4a63cb41-136b-4e38-9b12-437e859f9245\", \"5805c1d8-0940-42cc-8ba1-6772ae1b0bb8\", \"5a0ddd98-c8f7-434a-8e91-dbc7a51d6845\"], \"total_duration\": 574.0, \"total_sessions\": 3, \"mean_week_duration\": 4.948}, \"2799\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-11-01 19:46:55.000000+00:00\", \"2020-10-23 08:52:07.000000+00:00\"], \"session_ids\": [\"0c4cf1fe-7697-4b0b-a8c4-61efaf10aee3\", \"386d6a64-4f59-4b4b-a472-a4fea1c6a3cf\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}, \"42381\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-01-28 09:32:08.000000+00:00\", \"2019-11-19 12:57:26.000000+00:00\", \"2023-01-08 04:30:11.000000+00:00\", \"2019-01-17 03:44:00.000000+00:00\", \"2020-11-05 17:27:33.000000+00:00\"], \"session_ids\": [\"5f6bff70-afe7-4e68-b4f3-feba9ca6be6f\", \"727787c2-b773-4d1b-8aa9-7e0a1be21cae\", \"006bcf0c-9932-48c3-ab91-75b0a34caa0f\", \"df6b647f-96f1-41a4-8798-fc32f89d4030\", \"df4b902a-6640-43b2-8027-b4951f91c03f\"], \"total_duration\": 66.0, \"total_sessions\": 5, \"mean_week_duration\": 0.317}, \"90727\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-08-31 00:33:17.000000+00:00\", \"2022-04-10 23:59:33.000000+00:00\", \"2021-06-18 00:28:18.000000+00:00\", \"2023-03-06 02:34:41.000000+00:00\", \"2020-08-28 08:50:40.000000+00:00\", \"2019-06-19 19:09:54.000000+00:00\", \"2019-02-02 10:55:36.000000+00:00\", \"2019-04-26 14:55:37.000000+00:00\", \"2019-09-27 03:04:07.000000+00:00\"], \"session_ids\": [\"40af3919-5aef-4193-9539-f9f4f836e466\", \"809b6398-f078-4646-a515-1deaf2d3efe8\", \"db690dcc-9580-4e22-aa21-c8b2d4eb2844\", \"fdb7342c-1598-4eaa-9f06-0fbbba7d8306\", \"4d3d8f67-dadd-4719-8de8-2f3088c65237\", \"2e8dc2ed-4e10-4c81-8878-d566cb2da2bf\", \"46ebeebb-2704-4017-9644-466b21ab9106\", \"5bb8c582-4671-4835-8a7d-c15156b8502d\", \"9648999e-37bc-47ce-b2b9-9a969d0d8617\"], \"total_duration\": 398.0, \"total_sessions\": 9, \"mean_week_duration\": 1.86}, \"44033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-22 07:40:57.000000+00:00\", \"2023-03-06 08:40:28.000000+00:00\", \"2021-07-01 23:01:15.000000+00:00\", \"2019-01-07 04:49:57.000000+00:00\", \"2019-01-17 16:58:11.000000+00:00\", \"2021-01-01 20:16:28.000000+00:00\", \"2021-05-05 19:41:16.000000+00:00\"], \"session_ids\": [\"861e1341-e2c3-4018-92f0-4132853c569a\", \"18091cb9-e71b-45a7-9ca7-f1ba15ca4a59\", \"71b5fe85-e53c-438f-84b2-8930423772f9\", \"75023b46-131a-4725-a1af-4f798f629db4\", \"9feeef11-c49f-448b-bbbe-9890961671be\", \"9eb630e1-cf3b-4b2a-af19-5c45a1770145\", \"bd9486fe-f5f3-4908-a1e2-517dd489d559\"], \"total_duration\": 88.0, \"total_sessions\": 7, \"mean_week_duration\": 0.406}, \"73145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-12-12 01:57:10.000000+00:00\", \"2021-08-15 17:25:53.000000+00:00\"], \"session_ids\": [\"42defe65-17f8-492f-a4fd-47666253b729\", \"6930b936-0da3-4430-a89e-9bdf61a4714a\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 2.246}, \"74050\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-03-24 22:49:27.000000+00:00\", \"2021-07-18 18:21:51.000000+00:00\", \"2021-09-30 20:35:00.000000+00:00\"], \"session_ids\": [\"7c766dd6-fbbe-4992-922e-aab42a4d1a7e\", \"58fb51db-f050-4f8e-ad48-f9aca46939f2\", \"eadfeb1b-4b8a-49b0-8225-76bd06bbd23f\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 2.087}, \"84343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-04 05:39:33.000000+00:00\", \"2022-01-01 11:32:16.000000+00:00\"], \"session_ids\": [\"6eedf0cd-0fe8-4299-bf60-6a5f4018dc06\", \"a906f546-50ab-4d08-b49c-b906bf3ed9f4\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.615}, \"81402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-01 15:03:23.000000+00:00\", \"2023-06-30 10:01:07.000000+00:00\"], \"session_ids\": [\"8577bf70-8559-4c48-8774-c499fa5a6870\", \"fc0523de-23b1-4867-934b-32f90ccefb0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 37.25}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 21"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 44]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"81402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-01 15:03:23.000000+00:00\", \"2023-06-30 10:01:07.000000+00:00\"], \"session_ids\": [\"8577bf70-8559-4c48-8774-c499fa5a6870\", \"fc0523de-23b1-4867-934b-32f90ccefb0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 37.25}}\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[{\"81402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-01 15:03:23.000000+00:00\", \"2023-06-30 10:01:07.000000+00:00\"], \"session_ids\": [\"8577bf70-8559-4c48-8774-c499fa5a6870\", \"fc0523de-23b1-4867-934b-32f90ccefb0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 37.25}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"81402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-01 15:03:23.000000+00:00\", \"2023-06-30 10:01:07.000000+00:00\"], \"session_ids\": [\"8577bf70-8559-4c48-8774-c499fa5a6870\", \"fc0523de-23b1-4867-934b-32f90ccefb0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 37.25}}]\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[{\"81402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-01 15:03:23.000000+00:00\", \"2023-06-30 10:01:07.000000+00:00\"], \"session_ids\": [\"8577bf70-8559-4c48-8774-c499fa5a6870\", \"fc0523de-23b1-4867-934b-32f90ccefb0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 37.25}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 5 users who have site usage time smaller than 674 and bigger than 4108 (not including) , moreover sort by overall total sessions in descending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5286\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-10 12:16:06.000000+00:00\", \"2022-06-02 15:25:27.000000+00:00\", \"2019-09-21 19:49:21.000000+00:00\", \"2020-01-28 22:09:55.000000+00:00\", \"2021-10-04 17:59:11.000000+00:00\"], \"session_ids\": [\"903e67b3-73f4-44f5-a98a-04a1f8c196e5\", \"29cb4faf-3088-478a-9b31-38c8a9b513d5\", \"7ba324e4-0219-4eaa-aa4b-095d49cc0d0a\", \"34a339e9-b9f1-4d06-92e2-bed35b13f64a\", \"f2fee69b-8677-4091-b955-a8278cdd7b25\"], \"total_duration\": 201.0, \"total_sessions\": 5, \"mean_week_duration\": 1.426}, \"55646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-03 14:24:56.000000+00:00\", \"2020-08-12 15:50:04.000000+00:00\"], \"session_ids\": [\"022cea9a-51ce-47bb-b19a-30bdcf424fd7\", \"2b50f41d-0b26-4ba8-bb1c-c9d989881a4f\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.48}, \"96600\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 10:31:05.000000+00:00\", \"2023-05-02 08:53:24.000000+00:00\"], \"session_ids\": [\"c4532eec-537a-4348-9e75-d2a7f1f15fc5\", \"dd4e859c-9471-4e2c-b837-1c489cf3c980\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}, \"38726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-05-22 19:11:48.000000+00:00\", \"2023-02-12 05:39:32.000000+00:00\", \"2023-01-25 20:54:29.000000+00:00\"], \"session_ids\": [\"1a5b47df-3800-4cf8-ba00-6abed3a6318b\", \"d5fc0770-25ca-4d67-ab75-661fdb69d312\", \"fa04ae90-fd05-43fc-a22e-c0a69e58eaf0\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 13.816}, \"27661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 06:50:45.000000+00:00\", \"2021-09-01 20:46:30.000000+00:00\"], \"session_ids\": [\"cd36c3e5-d9c6-4bda-a195-ba95e16806df\", \"16086895-a8d1-4d88-bb15-32079f4567b6\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}, \"99179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-10-22 21:37:39.000000+00:00\", \"2021-10-18 20:21:57.000000+00:00\"], \"session_ids\": [\"2d9488d7-5f97-40cd-90d6-76e1d8d73d75\", \"b948d5ee-fb23-4f13-a2ea-310b1b18c81f\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 448.0}, \"93441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-09 18:17:26.000000+00:00\", \"2022-10-04 12:47:51.000000+00:00\", \"2022-06-28 18:06:43.000000+00:00\"], \"session_ids\": [\"18e9ac1a-d4af-4ebb-8634-be0463bdb514\", \"e42b859c-dd02-48c6-876c-7cfe01346924\", \"29267ad4-9ec9-4185-a32a-e737fe7c888d\"], \"total_duration\": 345.0, \"total_sessions\": 3, \"mean_week_duration\": 2.212}, \"90872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-24 07:05:54.000000+00:00\", \"2019-10-25 21:56:39.000000+00:00\", \"2020-10-27 09:02:22.000000+00:00\", \"2021-09-11 16:46:36.000000+00:00\", \"2022-02-28 02:07:22.000000+00:00\", \"2020-08-11 04:36:13.000000+00:00\", \"2022-10-04 01:42:40.000000+00:00\"], \"session_ids\": [\"21d734eb-9885-4398-9236-12ac283c3bc7\", \"46b5e234-3722-4306-9f66-b17e458f0046\", \"7e35631b-8dd9-4f33-aae5-c2ce2f1a19e7\", \"c4450b16-9e6d-415c-888e-f0e560add86f\", \"5e5ab1f7-daf3-4843-b563-671aafa79681\", \"9b250b4f-30a7-4593-a00d-16d37f89d612\", \"0296fb7a-ca08-4373-aa90-bae046bf388f\"], \"total_duration\": 5633.0, \"total_sessions\": 7, \"mean_week_duration\": 36.578}, \"46606\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-18 10:05:44.000000+00:00\", \"2020-05-26 09:39:19.000000+00:00\"], \"session_ids\": [\"e84ec86e-0b6a-4a4e-8e23-ccd663c76a2b\", \"91408f76-32b4-4200-bfc7-a03a1ee62033\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.704}, \"54807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-27 15:03:43.000000+00:00\", \"2022-01-20 01:02:33.000000+00:00\"], \"session_ids\": [\"4f6845b8-77bd-48eb-bd71-d92ff9b066ea\", \"5f5959fa-36ba-468c-b5d1-7b8d2d5b3b65\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 4.8}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or less than 674 and are greater than 4108"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[674, 4108]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5286\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-10 12:16:06.000000+00:00\", \"2022-06-02 15:25:27.000000+00:00\", \"2019-09-21 19:49:21.000000+00:00\", \"2020-01-28 22:09:55.000000+00:00\", \"2021-10-04 17:59:11.000000+00:00\"], \"session_ids\": [\"903e67b3-73f4-44f5-a98a-04a1f8c196e5\", \"29cb4faf-3088-478a-9b31-38c8a9b513d5\", \"7ba324e4-0219-4eaa-aa4b-095d49cc0d0a\", \"34a339e9-b9f1-4d06-92e2-bed35b13f64a\", \"f2fee69b-8677-4091-b955-a8278cdd7b25\"], \"total_duration\": 201.0, \"total_sessions\": 5, \"mean_week_duration\": 1.426}, \"55646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-03 14:24:56.000000+00:00\", \"2020-08-12 15:50:04.000000+00:00\"], \"session_ids\": [\"022cea9a-51ce-47bb-b19a-30bdcf424fd7\", \"2b50f41d-0b26-4ba8-bb1c-c9d989881a4f\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.48}, \"96600\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 10:31:05.000000+00:00\", \"2023-05-02 08:53:24.000000+00:00\"], \"session_ids\": [\"c4532eec-537a-4348-9e75-d2a7f1f15fc5\", \"dd4e859c-9471-4e2c-b837-1c489cf3c980\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}, \"38726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-05-22 19:11:48.000000+00:00\", \"2023-02-12 05:39:32.000000+00:00\", \"2023-01-25 20:54:29.000000+00:00\"], \"session_ids\": [\"1a5b47df-3800-4cf8-ba00-6abed3a6318b\", \"d5fc0770-25ca-4d67-ab75-661fdb69d312\", \"fa04ae90-fd05-43fc-a22e-c0a69e58eaf0\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 13.816}, \"27661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 06:50:45.000000+00:00\", \"2021-09-01 20:46:30.000000+00:00\"], \"session_ids\": [\"cd36c3e5-d9c6-4bda-a195-ba95e16806df\", \"16086895-a8d1-4d88-bb15-32079f4567b6\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}, \"99179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-10-22 21:37:39.000000+00:00\", \"2021-10-18 20:21:57.000000+00:00\"], \"session_ids\": [\"2d9488d7-5f97-40cd-90d6-76e1d8d73d75\", \"b948d5ee-fb23-4f13-a2ea-310b1b18c81f\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 448.0}, \"93441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-09 18:17:26.000000+00:00\", \"2022-10-04 12:47:51.000000+00:00\", \"2022-06-28 18:06:43.000000+00:00\"], \"session_ids\": [\"18e9ac1a-d4af-4ebb-8634-be0463bdb514\", \"e42b859c-dd02-48c6-876c-7cfe01346924\", \"29267ad4-9ec9-4185-a32a-e737fe7c888d\"], \"total_duration\": 345.0, \"total_sessions\": 3, \"mean_week_duration\": 2.212}, \"46606\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-18 10:05:44.000000+00:00\", \"2020-05-26 09:39:19.000000+00:00\"], \"session_ids\": [\"e84ec86e-0b6a-4a4e-8e23-ccd663c76a2b\", \"91408f76-32b4-4200-bfc7-a03a1ee62033\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.704}, \"54807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-27 15:03:43.000000+00:00\", \"2022-01-20 01:02:33.000000+00:00\"], \"session_ids\": [\"4f6845b8-77bd-48eb-bd71-d92ff9b066ea\", \"5f5959fa-36ba-468c-b5d1-7b8d2d5b3b65\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 4.8}, \"90872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-24 07:05:54.000000+00:00\", \"2019-10-25 21:56:39.000000+00:00\", \"2020-10-27 09:02:22.000000+00:00\", \"2021-09-11 16:46:36.000000+00:00\", \"2022-02-28 02:07:22.000000+00:00\", \"2020-08-11 04:36:13.000000+00:00\", \"2022-10-04 01:42:40.000000+00:00\"], \"session_ids\": [\"21d734eb-9885-4398-9236-12ac283c3bc7\", \"46b5e234-3722-4306-9f66-b17e458f0046\", \"7e35631b-8dd9-4f33-aae5-c2ce2f1a19e7\", \"c4450b16-9e6d-415c-888e-f0e560add86f\", \"5e5ab1f7-daf3-4843-b563-671aafa79681\", \"9b250b4f-30a7-4593-a00d-16d37f89d612\", \"0296fb7a-ca08-4373-aa90-bae046bf388f\"], \"total_duration\": 5633.0, \"total_sessions\": 7, \"mean_week_duration\": 36.578}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-24 07:05:54.000000+00:00\", \"2019-10-25 21:56:39.000000+00:00\", \"2020-10-27 09:02:22.000000+00:00\", \"2021-09-11 16:46:36.000000+00:00\", \"2022-02-28 02:07:22.000000+00:00\", \"2020-08-11 04:36:13.000000+00:00\", \"2022-10-04 01:42:40.000000+00:00\"], \"session_ids\": [\"21d734eb-9885-4398-9236-12ac283c3bc7\", \"46b5e234-3722-4306-9f66-b17e458f0046\", \"7e35631b-8dd9-4f33-aae5-c2ce2f1a19e7\", \"c4450b16-9e6d-415c-888e-f0e560add86f\", \"5e5ab1f7-daf3-4843-b563-671aafa79681\", \"9b250b4f-30a7-4593-a00d-16d37f89d612\", \"0296fb7a-ca08-4373-aa90-bae046bf388f\"], \"total_duration\": 5633.0, \"total_sessions\": 7, \"mean_week_duration\": 36.578}}, {\"5286\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-10 12:16:06.000000+00:00\", \"2022-06-02 15:25:27.000000+00:00\", \"2019-09-21 19:49:21.000000+00:00\", \"2020-01-28 22:09:55.000000+00:00\", \"2021-10-04 17:59:11.000000+00:00\"], \"session_ids\": [\"903e67b3-73f4-44f5-a98a-04a1f8c196e5\", \"29cb4faf-3088-478a-9b31-38c8a9b513d5\", \"7ba324e4-0219-4eaa-aa4b-095d49cc0d0a\", \"34a339e9-b9f1-4d06-92e2-bed35b13f64a\", \"f2fee69b-8677-4091-b955-a8278cdd7b25\"], \"total_duration\": 201.0, \"total_sessions\": 5, \"mean_week_duration\": 1.426}}, {\"38726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-05-22 19:11:48.000000+00:00\", \"2023-02-12 05:39:32.000000+00:00\", \"2023-01-25 20:54:29.000000+00:00\"], \"session_ids\": [\"1a5b47df-3800-4cf8-ba00-6abed3a6318b\", \"d5fc0770-25ca-4d67-ab75-661fdb69d312\", \"fa04ae90-fd05-43fc-a22e-c0a69e58eaf0\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 13.816}}, {\"93441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-09 18:17:26.000000+00:00\", \"2022-10-04 12:47:51.000000+00:00\", \"2022-06-28 18:06:43.000000+00:00\"], \"session_ids\": [\"18e9ac1a-d4af-4ebb-8634-be0463bdb514\", \"e42b859c-dd02-48c6-876c-7cfe01346924\", \"29267ad4-9ec9-4185-a32a-e737fe7c888d\"], \"total_duration\": 345.0, \"total_sessions\": 3, \"mean_week_duration\": 2.212}}, {\"55646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-03 14:24:56.000000+00:00\", \"2020-08-12 15:50:04.000000+00:00\"], \"session_ids\": [\"022cea9a-51ce-47bb-b19a-30bdcf424fd7\", \"2b50f41d-0b26-4ba8-bb1c-c9d989881a4f\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.48}}, {\"96600\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 10:31:05.000000+00:00\", \"2023-05-02 08:53:24.000000+00:00\"], \"session_ids\": [\"c4532eec-537a-4348-9e75-d2a7f1f15fc5\", \"dd4e859c-9471-4e2c-b837-1c489cf3c980\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}}, {\"27661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 06:50:45.000000+00:00\", \"2021-09-01 20:46:30.000000+00:00\"], \"session_ids\": [\"cd36c3e5-d9c6-4bda-a195-ba95e16806df\", \"16086895-a8d1-4d88-bb15-32079f4567b6\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}}, {\"99179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-10-22 21:37:39.000000+00:00\", \"2021-10-18 20:21:57.000000+00:00\"], \"session_ids\": [\"2d9488d7-5f97-40cd-90d6-76e1d8d73d75\", \"b948d5ee-fb23-4f13-a2ea-310b1b18c81f\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 448.0}}, {\"46606\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-18 10:05:44.000000+00:00\", \"2020-05-26 09:39:19.000000+00:00\"], \"session_ids\": [\"e84ec86e-0b6a-4a4e-8e23-ccd663c76a2b\", \"91408f76-32b4-4200-bfc7-a03a1ee62033\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.704}}, {\"54807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-27 15:03:43.000000+00:00\", \"2022-01-20 01:02:33.000000+00:00\"], \"session_ids\": [\"4f6845b8-77bd-48eb-bd71-d92ff9b066ea\", \"5f5959fa-36ba-468c-b5d1-7b8d2d5b3b65\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 4.8}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 5 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-24 07:05:54.000000+00:00\", \"2019-10-25 21:56:39.000000+00:00\", \"2020-10-27 09:02:22.000000+00:00\", \"2021-09-11 16:46:36.000000+00:00\", \"2022-02-28 02:07:22.000000+00:00\", \"2020-08-11 04:36:13.000000+00:00\", \"2022-10-04 01:42:40.000000+00:00\"], \"session_ids\": [\"21d734eb-9885-4398-9236-12ac283c3bc7\", \"46b5e234-3722-4306-9f66-b17e458f0046\", \"7e35631b-8dd9-4f33-aae5-c2ce2f1a19e7\", \"c4450b16-9e6d-415c-888e-f0e560add86f\", \"5e5ab1f7-daf3-4843-b563-671aafa79681\", \"9b250b4f-30a7-4593-a00d-16d37f89d612\", \"0296fb7a-ca08-4373-aa90-bae046bf388f\"], \"total_duration\": 5633.0, \"total_sessions\": 7, \"mean_week_duration\": 36.578}}, {\"5286\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-10 12:16:06.000000+00:00\", \"2022-06-02 15:25:27.000000+00:00\", \"2019-09-21 19:49:21.000000+00:00\", \"2020-01-28 22:09:55.000000+00:00\", \"2021-10-04 17:59:11.000000+00:00\"], \"session_ids\": [\"903e67b3-73f4-44f5-a98a-04a1f8c196e5\", \"29cb4faf-3088-478a-9b31-38c8a9b513d5\", \"7ba324e4-0219-4eaa-aa4b-095d49cc0d0a\", \"34a339e9-b9f1-4d06-92e2-bed35b13f64a\", \"f2fee69b-8677-4091-b955-a8278cdd7b25\"], \"total_duration\": 201.0, \"total_sessions\": 5, \"mean_week_duration\": 1.426}}, {\"38726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-05-22 19:11:48.000000+00:00\", \"2023-02-12 05:39:32.000000+00:00\", \"2023-01-25 20:54:29.000000+00:00\"], \"session_ids\": [\"1a5b47df-3800-4cf8-ba00-6abed3a6318b\", \"d5fc0770-25ca-4d67-ab75-661fdb69d312\", \"fa04ae90-fd05-43fc-a22e-c0a69e58eaf0\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 13.816}}, {\"93441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-09 18:17:26.000000+00:00\", \"2022-10-04 12:47:51.000000+00:00\", \"2022-06-28 18:06:43.000000+00:00\"], \"session_ids\": [\"18e9ac1a-d4af-4ebb-8634-be0463bdb514\", \"e42b859c-dd02-48c6-876c-7cfe01346924\", \"29267ad4-9ec9-4185-a32a-e737fe7c888d\"], \"total_duration\": 345.0, \"total_sessions\": 3, \"mean_week_duration\": 2.212}}, {\"55646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-03 14:24:56.000000+00:00\", \"2020-08-12 15:50:04.000000+00:00\"], \"session_ids\": [\"022cea9a-51ce-47bb-b19a-30bdcf424fd7\", \"2b50f41d-0b26-4ba8-bb1c-c9d989881a4f\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.48}}]\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[{\"90872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-24 07:05:54.000000+00:00\", \"2019-10-25 21:56:39.000000+00:00\", \"2020-10-27 09:02:22.000000+00:00\", \"2021-09-11 16:46:36.000000+00:00\", \"2022-02-28 02:07:22.000000+00:00\", \"2020-08-11 04:36:13.000000+00:00\", \"2022-10-04 01:42:40.000000+00:00\"], \"session_ids\": [\"21d734eb-9885-4398-9236-12ac283c3bc7\", \"46b5e234-3722-4306-9f66-b17e458f0046\", \"7e35631b-8dd9-4f33-aae5-c2ce2f1a19e7\", \"c4450b16-9e6d-415c-888e-f0e560add86f\", \"5e5ab1f7-daf3-4843-b563-671aafa79681\", \"9b250b4f-30a7-4593-a00d-16d37f89d612\", \"0296fb7a-ca08-4373-aa90-bae046bf388f\"], \"total_duration\": 5633.0, \"total_sessions\": 7, \"mean_week_duration\": 36.578}}, {\"5286\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-10 12:16:06.000000+00:00\", \"2022-06-02 15:25:27.000000+00:00\", \"2019-09-21 19:49:21.000000+00:00\", \"2020-01-28 22:09:55.000000+00:00\", \"2021-10-04 17:59:11.000000+00:00\"], \"session_ids\": [\"903e67b3-73f4-44f5-a98a-04a1f8c196e5\", \"29cb4faf-3088-478a-9b31-38c8a9b513d5\", \"7ba324e4-0219-4eaa-aa4b-095d49cc0d0a\", \"34a339e9-b9f1-4d06-92e2-bed35b13f64a\", \"f2fee69b-8677-4091-b955-a8278cdd7b25\"], \"total_duration\": 201.0, \"total_sessions\": 5, \"mean_week_duration\": 1.426}}, {\"38726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-05-22 19:11:48.000000+00:00\", \"2023-02-12 05:39:32.000000+00:00\", \"2023-01-25 20:54:29.000000+00:00\"], \"session_ids\": [\"1a5b47df-3800-4cf8-ba00-6abed3a6318b\", \"d5fc0770-25ca-4d67-ab75-661fdb69d312\", \"fa04ae90-fd05-43fc-a22e-c0a69e58eaf0\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 13.816}}, {\"93441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-09 18:17:26.000000+00:00\", \"2022-10-04 12:47:51.000000+00:00\", \"2022-06-28 18:06:43.000000+00:00\"], \"session_ids\": [\"18e9ac1a-d4af-4ebb-8634-be0463bdb514\", \"e42b859c-dd02-48c6-876c-7cfe01346924\", \"29267ad4-9ec9-4185-a32a-e737fe7c888d\"], \"total_duration\": 345.0, \"total_sessions\": 3, \"mean_week_duration\": 2.212}}, {\"55646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-03 14:24:56.000000+00:00\", \"2020-08-12 15:50:04.000000+00:00\"], \"session_ids\": [\"022cea9a-51ce-47bb-b19a-30bdcf424fd7\", \"2b50f41d-0b26-4ba8-bb1c-c9d989881a4f\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.48}}]\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 8 users pieces of information who aren't currently living in cities Hanoi, Bogota, Amsterdam, Kuala Lumpur , perform sorting by site usage time per week from the smallest value to the largest 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{\"28238\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-17 04:53:46.000000+00:00\", \"2022-05-08 04:36:57.000000+00:00\", \"2021-07-11 19:01:36.000000+00:00\", \"2021-11-14 17:45:37.000000+00:00\", \"2020-10-22 06:02:18.000000+00:00\", \"2019-11-23 10:54:31.000000+00:00\", \"2019-02-19 09:56:17.000000+00:00\", \"2022-10-29 04:47:06.000000+00:00\", \"2019-03-25 05:59:50.000000+00:00\", \"2022-07-05 12:42:05.000000+00:00\", \"2020-04-15 19:55:03.000000+00:00\"], \"session_ids\": [\"b5512ad4-7cc1-433c-a658-6dae0d638230\", \"42491be6-bf1f-4618-8342-309675cdc2eb\", \"0756bef5-f5d1-4857-8628-1478b1ae682c\", \"520a8e18-138c-4a15-8e91-28228b4f45dd\", \"346f04ce-fbbe-40ae-90fb-d80ab6796e68\", \"ef7e68ff-9c51-42c2-9f03-fc49ead69a73\", \"1e257e90-e185-42d1-9146-88c9907f3ead\", \"895984a4-01a1-45d3-90e1-497b4456baf3\", \"6b83a81c-2cc1-416b-8db2-fa6e7b0e0237\", \"aa948ad0-4043-40c7-af28-af6a07eced9f\", \"ff92506f-99a1-4f2b-aebc-2e1a19168e62\"], \"total_duration\": 26496.0, \"total_sessions\": 11, \"mean_week_duration\": 137.285}, \"16020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-31 14:51:09.000000+00:00\", \"2021-02-07 19:28:35.000000+00:00\", \"2019-03-15 14:05:21.000000+00:00\", \"2021-09-26 00:16:23.000000+00:00\", \"2019-09-14 05:58:24.000000+00:00\", \"2021-08-16 19:18:46.000000+00:00\", \"2021-04-22 22:58:22.000000+00:00\", \"2020-12-20 03:06:22.000000+00:00\", \"2023-06-07 20:36:23.000000+00:00\"], \"session_ids\": [\"9a707643-b59d-4499-8db7-fbe597739b25\", \"5551eae8-2a3f-4a08-962c-d1be739a4326\", \"a2ceba05-0287-461f-84e5-b140830b338d\", \"c769e531-b8f3-4236-a1bc-cff4a5e01e58\", \"bdd2281f-8489-475c-a01d-c347ec299102\", \"8652ef55-f28f-4657-bd76-283664847abb\", \"fdb586a2-ea5d-428c-92df-0db3fdbdd5ab\", \"6263d111-f6c7-414c-9bb4-53554c981d08\", \"35fbd5ea-1191-42b7-a0aa-f4a5a78db1c0\"], \"total_duration\": 804.0, \"total_sessions\": 9, \"mean_week_duration\": 3.638}, \"60842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-24 22:36:51.000000+00:00\", \"2021-10-05 11:31:23.000000+00:00\", \"2022-08-03 15:39:23.000000+00:00\", \"2020-02-29 00:02:08.000000+00:00\", \"2019-12-30 08:35:05.000000+00:00\"], \"session_ids\": [\"3ccef8e1-a07b-4dbe-a82f-df7e44e460b5\", \"e31f120b-f38f-451d-b928-6d58aacb2b09\", \"bf98509b-65dc-4249-8b9a-7a310a97c238\", \"8f5b2758-4249-4872-909a-fd121db00a93\", \"19704290-16f0-494a-9102-67b180bc3899\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.877}, \"70756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-20 15:14:30.000000+00:00\", \"2021-02-15 16:28:47.000000+00:00\"], \"session_ids\": [\"e19a4e31-3923-4cc6-9d26-67236748a018\", \"6ef21999-c949-471b-bed3-7b7493012e5c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"22147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-20 08:51:36.000000+00:00\", \"2020-09-03 17:21:55.000000+00:00\", \"2022-05-05 20:55:55.000000+00:00\"], \"session_ids\": [\"33ba05f0-2b16-4087-812c-34fdd0e8e79d\", \"13d65915-8c6e-41ac-a6db-9ac939b2147d\", \"1f946063-f97a-459a-8f36-578c3592cf23\"], \"total_duration\": 280.0, \"total_sessions\": 3, \"mean_week_duration\": 2.435}, \"42893\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-29 05:31:28.000000+00:00\", \"2022-03-10 08:42:14.000000+00:00\", \"2022-03-08 09:14:20.000000+00:00\", \"2019-02-10 21:28:29.000000+00:00\", \"2019-01-28 20:47:46.000000+00:00\", \"2021-02-10 16:17:46.000000+00:00\", \"2021-10-16 15:15:38.000000+00:00\", \"2020-10-20 15:13:04.000000+00:00\"], \"session_ids\": [\"29c789af-c32e-4e7c-80c2-b8b531cfeb37\", \"4523868e-f1b9-464f-be7e-73e48eb6e27f\", \"11721461-aa68-443d-bf3f-c93f2fa90164\", \"ba12f0e7-1e73-494e-bec2-0c1c1a77fed7\", \"48f7dbbf-10a2-4ab5-859b-f8d7802ad4e5\", \"93c1ea89-7b83-4a57-b3c1-5ed289d0391c\", \"985e75d7-c1f2-48bc-9f85-8ac6d4cebf82\", \"1c7ea1ed-f226-4bc6-b513-a21e585f3e1f\"], \"total_duration\": 16622.0, \"total_sessions\": 8, \"mean_week_duration\": 101.975}, \"63649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-12 19:25:22.000000+00:00\", \"2022-10-04 09:14:21.000000+00:00\"], \"session_ids\": [\"8cacfeee-c761-491e-b7fe-080bf918dba8\", \"b2ef9c52-5cbb-402b-9686-c4653fed14bf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.969}, \"38162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-10-09 14:43:24.000000+00:00\", \"2020-02-22 16:23:53.000000+00:00\"], \"session_ids\": [\"aa897523-ee01-4bce-bfe6-03a57e095736\", \"1f96e2ff-6cb2-453f-b106-f064b217d6c2\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.541}, \"69835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-18 17:28:59.000000+00:00\", \"2020-08-05 10:06:01.000000+00:00\", \"2022-08-06 05:09:58.000000+00:00\"], \"session_ids\": [\"7253b1f5-b678-414e-9101-4438655ffe8d\", \"7b24c5e7-9f92-41eb-8c74-47d8a6a01be7\", \"e1c7806d-8028-4c2d-a145-a8cdb7ec649d\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 2.124}, \"19454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-27 14:03:43.000000+00:00\", \"2022-03-10 23:03:43.000000+00:00\", \"2019-05-10 22:05:41.000000+00:00\"], \"session_ids\": [\"71c9f78a-af8c-4ffc-af72-fe473ccbe5b9\", \"11f05c43-34ac-4d5f-8baf-281a78a620e4\", \"986ed5e1-1e57-4f9a-a882-0fbdbfb01ca5\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.425}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Hanoi, Bogota, Amsterdam, Kuala Lumpur"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Hanoi\", \"Bogota\", \"Amsterdam\", \"Kuala Lumpur\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"28238\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-17 04:53:46.000000+00:00\", \"2022-05-08 04:36:57.000000+00:00\", \"2021-07-11 19:01:36.000000+00:00\", \"2021-11-14 17:45:37.000000+00:00\", \"2020-10-22 06:02:18.000000+00:00\", \"2019-11-23 10:54:31.000000+00:00\", \"2019-02-19 09:56:17.000000+00:00\", \"2022-10-29 04:47:06.000000+00:00\", \"2019-03-25 05:59:50.000000+00:00\", \"2022-07-05 12:42:05.000000+00:00\", \"2020-04-15 19:55:03.000000+00:00\"], \"session_ids\": [\"b5512ad4-7cc1-433c-a658-6dae0d638230\", \"42491be6-bf1f-4618-8342-309675cdc2eb\", \"0756bef5-f5d1-4857-8628-1478b1ae682c\", \"520a8e18-138c-4a15-8e91-28228b4f45dd\", \"346f04ce-fbbe-40ae-90fb-d80ab6796e68\", \"ef7e68ff-9c51-42c2-9f03-fc49ead69a73\", \"1e257e90-e185-42d1-9146-88c9907f3ead\", \"895984a4-01a1-45d3-90e1-497b4456baf3\", \"6b83a81c-2cc1-416b-8db2-fa6e7b0e0237\", \"aa948ad0-4043-40c7-af28-af6a07eced9f\", \"ff92506f-99a1-4f2b-aebc-2e1a19168e62\"], \"total_duration\": 26496.0, \"total_sessions\": 11, \"mean_week_duration\": 137.285}, \"16020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-31 14:51:09.000000+00:00\", \"2021-02-07 19:28:35.000000+00:00\", \"2019-03-15 14:05:21.000000+00:00\", \"2021-09-26 00:16:23.000000+00:00\", \"2019-09-14 05:58:24.000000+00:00\", \"2021-08-16 19:18:46.000000+00:00\", \"2021-04-22 22:58:22.000000+00:00\", \"2020-12-20 03:06:22.000000+00:00\", \"2023-06-07 20:36:23.000000+00:00\"], \"session_ids\": [\"9a707643-b59d-4499-8db7-fbe597739b25\", \"5551eae8-2a3f-4a08-962c-d1be739a4326\", \"a2ceba05-0287-461f-84e5-b140830b338d\", \"c769e531-b8f3-4236-a1bc-cff4a5e01e58\", \"bdd2281f-8489-475c-a01d-c347ec299102\", \"8652ef55-f28f-4657-bd76-283664847abb\", \"fdb586a2-ea5d-428c-92df-0db3fdbdd5ab\", \"6263d111-f6c7-414c-9bb4-53554c981d08\", \"35fbd5ea-1191-42b7-a0aa-f4a5a78db1c0\"], \"total_duration\": 804.0, \"total_sessions\": 9, \"mean_week_duration\": 3.638}, \"60842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-24 22:36:51.000000+00:00\", \"2021-10-05 11:31:23.000000+00:00\", \"2022-08-03 15:39:23.000000+00:00\", \"2020-02-29 00:02:08.000000+00:00\", \"2019-12-30 08:35:05.000000+00:00\"], \"session_ids\": [\"3ccef8e1-a07b-4dbe-a82f-df7e44e460b5\", \"e31f120b-f38f-451d-b928-6d58aacb2b09\", \"bf98509b-65dc-4249-8b9a-7a310a97c238\", \"8f5b2758-4249-4872-909a-fd121db00a93\", \"19704290-16f0-494a-9102-67b180bc3899\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.877}, \"70756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-20 15:14:30.000000+00:00\", \"2021-02-15 16:28:47.000000+00:00\"], \"session_ids\": [\"e19a4e31-3923-4cc6-9d26-67236748a018\", \"6ef21999-c949-471b-bed3-7b7493012e5c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"22147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-20 08:51:36.000000+00:00\", \"2020-09-03 17:21:55.000000+00:00\", \"2022-05-05 20:55:55.000000+00:00\"], \"session_ids\": [\"33ba05f0-2b16-4087-812c-34fdd0e8e79d\", \"13d65915-8c6e-41ac-a6db-9ac939b2147d\", \"1f946063-f97a-459a-8f36-578c3592cf23\"], \"total_duration\": 280.0, \"total_sessions\": 3, \"mean_week_duration\": 2.435}, \"42893\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-29 05:31:28.000000+00:00\", \"2022-03-10 08:42:14.000000+00:00\", \"2022-03-08 09:14:20.000000+00:00\", \"2019-02-10 21:28:29.000000+00:00\", \"2019-01-28 20:47:46.000000+00:00\", \"2021-02-10 16:17:46.000000+00:00\", \"2021-10-16 15:15:38.000000+00:00\", \"2020-10-20 15:13:04.000000+00:00\"], \"session_ids\": [\"29c789af-c32e-4e7c-80c2-b8b531cfeb37\", \"4523868e-f1b9-464f-be7e-73e48eb6e27f\", \"11721461-aa68-443d-bf3f-c93f2fa90164\", \"ba12f0e7-1e73-494e-bec2-0c1c1a77fed7\", \"48f7dbbf-10a2-4ab5-859b-f8d7802ad4e5\", \"93c1ea89-7b83-4a57-b3c1-5ed289d0391c\", \"985e75d7-c1f2-48bc-9f85-8ac6d4cebf82\", \"1c7ea1ed-f226-4bc6-b513-a21e585f3e1f\"], \"total_duration\": 16622.0, \"total_sessions\": 8, \"mean_week_duration\": 101.975}, \"63649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-12 19:25:22.000000+00:00\", \"2022-10-04 09:14:21.000000+00:00\"], \"session_ids\": [\"8cacfeee-c761-491e-b7fe-080bf918dba8\", \"b2ef9c52-5cbb-402b-9686-c4653fed14bf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.969}, \"38162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-10-09 14:43:24.000000+00:00\", \"2020-02-22 16:23:53.000000+00:00\"], \"session_ids\": [\"aa897523-ee01-4bce-bfe6-03a57e095736\", \"1f96e2ff-6cb2-453f-b106-f064b217d6c2\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.541}, \"69835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-18 17:28:59.000000+00:00\", \"2020-08-05 10:06:01.000000+00:00\", \"2022-08-06 05:09:58.000000+00:00\"], \"session_ids\": [\"7253b1f5-b678-414e-9101-4438655ffe8d\", \"7b24c5e7-9f92-41eb-8c74-47d8a6a01be7\", \"e1c7806d-8028-4c2d-a145-a8cdb7ec649d\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 2.124}, \"19454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-27 14:03:43.000000+00:00\", \"2022-03-10 23:03:43.000000+00:00\", \"2019-05-10 22:05:41.000000+00:00\"], \"session_ids\": [\"71c9f78a-af8c-4ffc-af72-fe473ccbe5b9\", \"11f05c43-34ac-4d5f-8baf-281a78a620e4\", \"986ed5e1-1e57-4f9a-a882-0fbdbfb01ca5\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.425}}\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[{\"19454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-27 14:03:43.000000+00:00\", \"2022-03-10 23:03:43.000000+00:00\", \"2019-05-10 22:05:41.000000+00:00\"], \"session_ids\": [\"71c9f78a-af8c-4ffc-af72-fe473ccbe5b9\", \"11f05c43-34ac-4d5f-8baf-281a78a620e4\", \"986ed5e1-1e57-4f9a-a882-0fbdbfb01ca5\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.425}}, {\"60842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-24 22:36:51.000000+00:00\", \"2021-10-05 11:31:23.000000+00:00\", \"2022-08-03 15:39:23.000000+00:00\", \"2020-02-29 00:02:08.000000+00:00\", \"2019-12-30 08:35:05.000000+00:00\"], \"session_ids\": [\"3ccef8e1-a07b-4dbe-a82f-df7e44e460b5\", \"e31f120b-f38f-451d-b928-6d58aacb2b09\", \"bf98509b-65dc-4249-8b9a-7a310a97c238\", \"8f5b2758-4249-4872-909a-fd121db00a93\", \"19704290-16f0-494a-9102-67b180bc3899\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.877}}, {\"63649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-12 19:25:22.000000+00:00\", \"2022-10-04 09:14:21.000000+00:00\"], \"session_ids\": [\"8cacfeee-c761-491e-b7fe-080bf918dba8\", \"b2ef9c52-5cbb-402b-9686-c4653fed14bf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.969}}, {\"70756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-20 15:14:30.000000+00:00\", \"2021-02-15 16:28:47.000000+00:00\"], \"session_ids\": [\"e19a4e31-3923-4cc6-9d26-67236748a018\", \"6ef21999-c949-471b-bed3-7b7493012e5c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}, {\"69835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-18 17:28:59.000000+00:00\", \"2020-08-05 10:06:01.000000+00:00\", \"2022-08-06 05:09:58.000000+00:00\"], \"session_ids\": [\"7253b1f5-b678-414e-9101-4438655ffe8d\", \"7b24c5e7-9f92-41eb-8c74-47d8a6a01be7\", \"e1c7806d-8028-4c2d-a145-a8cdb7ec649d\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 2.124}}, {\"22147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-20 08:51:36.000000+00:00\", \"2020-09-03 17:21:55.000000+00:00\", \"2022-05-05 20:55:55.000000+00:00\"], \"session_ids\": [\"33ba05f0-2b16-4087-812c-34fdd0e8e79d\", \"13d65915-8c6e-41ac-a6db-9ac939b2147d\", \"1f946063-f97a-459a-8f36-578c3592cf23\"], \"total_duration\": 280.0, \"total_sessions\": 3, \"mean_week_duration\": 2.435}}, {\"38162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-10-09 14:43:24.000000+00:00\", \"2020-02-22 16:23:53.000000+00:00\"], \"session_ids\": [\"aa897523-ee01-4bce-bfe6-03a57e095736\", \"1f96e2ff-6cb2-453f-b106-f064b217d6c2\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.541}}, {\"16020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-31 14:51:09.000000+00:00\", \"2021-02-07 19:28:35.000000+00:00\", \"2019-03-15 14:05:21.000000+00:00\", \"2021-09-26 00:16:23.000000+00:00\", \"2019-09-14 05:58:24.000000+00:00\", \"2021-08-16 19:18:46.000000+00:00\", \"2021-04-22 22:58:22.000000+00:00\", \"2020-12-20 03:06:22.000000+00:00\", \"2023-06-07 20:36:23.000000+00:00\"], \"session_ids\": [\"9a707643-b59d-4499-8db7-fbe597739b25\", \"5551eae8-2a3f-4a08-962c-d1be739a4326\", \"a2ceba05-0287-461f-84e5-b140830b338d\", \"c769e531-b8f3-4236-a1bc-cff4a5e01e58\", \"bdd2281f-8489-475c-a01d-c347ec299102\", \"8652ef55-f28f-4657-bd76-283664847abb\", \"fdb586a2-ea5d-428c-92df-0db3fdbdd5ab\", \"6263d111-f6c7-414c-9bb4-53554c981d08\", \"35fbd5ea-1191-42b7-a0aa-f4a5a78db1c0\"], \"total_duration\": 804.0, \"total_sessions\": 9, \"mean_week_duration\": 3.638}}, {\"42893\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-29 05:31:28.000000+00:00\", \"2022-03-10 08:42:14.000000+00:00\", \"2022-03-08 09:14:20.000000+00:00\", \"2019-02-10 21:28:29.000000+00:00\", \"2019-01-28 20:47:46.000000+00:00\", \"2021-02-10 16:17:46.000000+00:00\", \"2021-10-16 15:15:38.000000+00:00\", \"2020-10-20 15:13:04.000000+00:00\"], \"session_ids\": [\"29c789af-c32e-4e7c-80c2-b8b531cfeb37\", \"4523868e-f1b9-464f-be7e-73e48eb6e27f\", \"11721461-aa68-443d-bf3f-c93f2fa90164\", \"ba12f0e7-1e73-494e-bec2-0c1c1a77fed7\", \"48f7dbbf-10a2-4ab5-859b-f8d7802ad4e5\", \"93c1ea89-7b83-4a57-b3c1-5ed289d0391c\", \"985e75d7-c1f2-48bc-9f85-8ac6d4cebf82\", \"1c7ea1ed-f226-4bc6-b513-a21e585f3e1f\"], \"total_duration\": 16622.0, \"total_sessions\": 8, \"mean_week_duration\": 101.975}}, {\"28238\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-17 04:53:46.000000+00:00\", \"2022-05-08 04:36:57.000000+00:00\", \"2021-07-11 19:01:36.000000+00:00\", \"2021-11-14 17:45:37.000000+00:00\", \"2020-10-22 06:02:18.000000+00:00\", \"2019-11-23 10:54:31.000000+00:00\", \"2019-02-19 09:56:17.000000+00:00\", \"2022-10-29 04:47:06.000000+00:00\", \"2019-03-25 05:59:50.000000+00:00\", \"2022-07-05 12:42:05.000000+00:00\", \"2020-04-15 19:55:03.000000+00:00\"], \"session_ids\": [\"b5512ad4-7cc1-433c-a658-6dae0d638230\", \"42491be6-bf1f-4618-8342-309675cdc2eb\", \"0756bef5-f5d1-4857-8628-1478b1ae682c\", \"520a8e18-138c-4a15-8e91-28228b4f45dd\", \"346f04ce-fbbe-40ae-90fb-d80ab6796e68\", \"ef7e68ff-9c51-42c2-9f03-fc49ead69a73\", \"1e257e90-e185-42d1-9146-88c9907f3ead\", \"895984a4-01a1-45d3-90e1-497b4456baf3\", \"6b83a81c-2cc1-416b-8db2-fa6e7b0e0237\", \"aa948ad0-4043-40c7-af28-af6a07eced9f\", \"ff92506f-99a1-4f2b-aebc-2e1a19168e62\"], \"total_duration\": 26496.0, \"total_sessions\": 11, \"mean_week_duration\": 137.285}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 8 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"19454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-27 14:03:43.000000+00:00\", \"2022-03-10 23:03:43.000000+00:00\", \"2019-05-10 22:05:41.000000+00:00\"], \"session_ids\": [\"71c9f78a-af8c-4ffc-af72-fe473ccbe5b9\", \"11f05c43-34ac-4d5f-8baf-281a78a620e4\", \"986ed5e1-1e57-4f9a-a882-0fbdbfb01ca5\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.425}}, {\"60842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-24 22:36:51.000000+00:00\", \"2021-10-05 11:31:23.000000+00:00\", \"2022-08-03 15:39:23.000000+00:00\", \"2020-02-29 00:02:08.000000+00:00\", \"2019-12-30 08:35:05.000000+00:00\"], \"session_ids\": [\"3ccef8e1-a07b-4dbe-a82f-df7e44e460b5\", \"e31f120b-f38f-451d-b928-6d58aacb2b09\", \"bf98509b-65dc-4249-8b9a-7a310a97c238\", \"8f5b2758-4249-4872-909a-fd121db00a93\", \"19704290-16f0-494a-9102-67b180bc3899\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.877}}, {\"63649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-12 19:25:22.000000+00:00\", \"2022-10-04 09:14:21.000000+00:00\"], \"session_ids\": [\"8cacfeee-c761-491e-b7fe-080bf918dba8\", \"b2ef9c52-5cbb-402b-9686-c4653fed14bf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.969}}, {\"70756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-20 15:14:30.000000+00:00\", \"2021-02-15 16:28:47.000000+00:00\"], \"session_ids\": [\"e19a4e31-3923-4cc6-9d26-67236748a018\", \"6ef21999-c949-471b-bed3-7b7493012e5c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}, {\"69835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-18 17:28:59.000000+00:00\", \"2020-08-05 10:06:01.000000+00:00\", \"2022-08-06 05:09:58.000000+00:00\"], \"session_ids\": [\"7253b1f5-b678-414e-9101-4438655ffe8d\", \"7b24c5e7-9f92-41eb-8c74-47d8a6a01be7\", \"e1c7806d-8028-4c2d-a145-a8cdb7ec649d\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 2.124}}, {\"22147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-20 08:51:36.000000+00:00\", \"2020-09-03 17:21:55.000000+00:00\", \"2022-05-05 20:55:55.000000+00:00\"], \"session_ids\": [\"33ba05f0-2b16-4087-812c-34fdd0e8e79d\", \"13d65915-8c6e-41ac-a6db-9ac939b2147d\", \"1f946063-f97a-459a-8f36-578c3592cf23\"], \"total_duration\": 280.0, \"total_sessions\": 3, \"mean_week_duration\": 2.435}}, {\"38162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-10-09 14:43:24.000000+00:00\", \"2020-02-22 16:23:53.000000+00:00\"], \"session_ids\": [\"aa897523-ee01-4bce-bfe6-03a57e095736\", \"1f96e2ff-6cb2-453f-b106-f064b217d6c2\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.541}}, {\"16020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-31 14:51:09.000000+00:00\", \"2021-02-07 19:28:35.000000+00:00\", \"2019-03-15 14:05:21.000000+00:00\", \"2021-09-26 00:16:23.000000+00:00\", \"2019-09-14 05:58:24.000000+00:00\", \"2021-08-16 19:18:46.000000+00:00\", \"2021-04-22 22:58:22.000000+00:00\", \"2020-12-20 03:06:22.000000+00:00\", \"2023-06-07 20:36:23.000000+00:00\"], \"session_ids\": [\"9a707643-b59d-4499-8db7-fbe597739b25\", \"5551eae8-2a3f-4a08-962c-d1be739a4326\", \"a2ceba05-0287-461f-84e5-b140830b338d\", \"c769e531-b8f3-4236-a1bc-cff4a5e01e58\", \"bdd2281f-8489-475c-a01d-c347ec299102\", \"8652ef55-f28f-4657-bd76-283664847abb\", \"fdb586a2-ea5d-428c-92df-0db3fdbdd5ab\", \"6263d111-f6c7-414c-9bb4-53554c981d08\", \"35fbd5ea-1191-42b7-a0aa-f4a5a78db1c0\"], \"total_duration\": 804.0, \"total_sessions\": 9, \"mean_week_duration\": 3.638}}]\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[{\"19454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-27 14:03:43.000000+00:00\", \"2022-03-10 23:03:43.000000+00:00\", \"2019-05-10 22:05:41.000000+00:00\"], \"session_ids\": [\"71c9f78a-af8c-4ffc-af72-fe473ccbe5b9\", \"11f05c43-34ac-4d5f-8baf-281a78a620e4\", \"986ed5e1-1e57-4f9a-a882-0fbdbfb01ca5\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.425}}, {\"60842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-24 22:36:51.000000+00:00\", \"2021-10-05 11:31:23.000000+00:00\", \"2022-08-03 15:39:23.000000+00:00\", \"2020-02-29 00:02:08.000000+00:00\", \"2019-12-30 08:35:05.000000+00:00\"], \"session_ids\": [\"3ccef8e1-a07b-4dbe-a82f-df7e44e460b5\", \"e31f120b-f38f-451d-b928-6d58aacb2b09\", \"bf98509b-65dc-4249-8b9a-7a310a97c238\", \"8f5b2758-4249-4872-909a-fd121db00a93\", \"19704290-16f0-494a-9102-67b180bc3899\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.877}}, {\"63649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-12 19:25:22.000000+00:00\", \"2022-10-04 09:14:21.000000+00:00\"], \"session_ids\": [\"8cacfeee-c761-491e-b7fe-080bf918dba8\", \"b2ef9c52-5cbb-402b-9686-c4653fed14bf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.969}}, {\"70756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-20 15:14:30.000000+00:00\", \"2021-02-15 16:28:47.000000+00:00\"], \"session_ids\": [\"e19a4e31-3923-4cc6-9d26-67236748a018\", \"6ef21999-c949-471b-bed3-7b7493012e5c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}, {\"69835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-18 17:28:59.000000+00:00\", \"2020-08-05 10:06:01.000000+00:00\", \"2022-08-06 05:09:58.000000+00:00\"], \"session_ids\": [\"7253b1f5-b678-414e-9101-4438655ffe8d\", \"7b24c5e7-9f92-41eb-8c74-47d8a6a01be7\", \"e1c7806d-8028-4c2d-a145-a8cdb7ec649d\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 2.124}}, {\"22147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-20 08:51:36.000000+00:00\", \"2020-09-03 17:21:55.000000+00:00\", \"2022-05-05 20:55:55.000000+00:00\"], \"session_ids\": [\"33ba05f0-2b16-4087-812c-34fdd0e8e79d\", \"13d65915-8c6e-41ac-a6db-9ac939b2147d\", \"1f946063-f97a-459a-8f36-578c3592cf23\"], \"total_duration\": 280.0, \"total_sessions\": 3, \"mean_week_duration\": 2.435}}, {\"38162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-10-09 14:43:24.000000+00:00\", \"2020-02-22 16:23:53.000000+00:00\"], \"session_ids\": [\"aa897523-ee01-4bce-bfe6-03a57e095736\", \"1f96e2ff-6cb2-453f-b106-f064b217d6c2\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.541}}, {\"16020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-31 14:51:09.000000+00:00\", \"2021-02-07 19:28:35.000000+00:00\", \"2019-03-15 14:05:21.000000+00:00\", \"2021-09-26 00:16:23.000000+00:00\", \"2019-09-14 05:58:24.000000+00:00\", \"2021-08-16 19:18:46.000000+00:00\", \"2021-04-22 22:58:22.000000+00:00\", \"2020-12-20 03:06:22.000000+00:00\", \"2023-06-07 20:36:23.000000+00:00\"], \"session_ids\": [\"9a707643-b59d-4499-8db7-fbe597739b25\", \"5551eae8-2a3f-4a08-962c-d1be739a4326\", \"a2ceba05-0287-461f-84e5-b140830b338d\", \"c769e531-b8f3-4236-a1bc-cff4a5e01e58\", \"bdd2281f-8489-475c-a01d-c347ec299102\", \"8652ef55-f28f-4657-bd76-283664847abb\", \"fdb586a2-ea5d-428c-92df-0db3fdbdd5ab\", \"6263d111-f6c7-414c-9bb4-53554c981d08\", \"35fbd5ea-1191-42b7-a0aa-f4a5a78db1c0\"], \"total_duration\": 804.0, \"total_sessions\": 9, \"mean_week_duration\": 3.638}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the users who have time spent on the site per week larger than 0 (not including) as well as sort by total time using the app 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{\"69240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-27 09:32:48.000000+00:00\", \"2020-01-14 22:50:01.000000+00:00\", \"2022-09-13 23:53:09.000000+00:00\", \"2019-07-24 23:39:07.000000+00:00\", \"2019-03-06 15:53:45.000000+00:00\"], \"session_ids\": [\"cd906279-635c-40c6-8050-97373131531d\", \"1d4dd21e-244d-451e-9abd-aad3c3b66b5f\", \"f34888c4-566e-4c9e-9065-3fe082c24121\", \"ca9ba936-8374-499f-a7fd-db5f6ba4c0ab\", \"66e999d7-ed71-4d4c-8f2b-a8a072ba9438\"], \"total_duration\": 2214.0, \"total_sessions\": 5, \"mean_week_duration\": 12.033}, \"97817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-25 15:53:04.000000+00:00\", \"2019-11-09 18:55:58.000000+00:00\"], \"session_ids\": [\"882f59f7-2782-49bc-aca0-36058c1fe7f1\", \"a3a3cf98-6f38-48d3-a31a-7d7a36e3b7dc\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 4.667}, \"20392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-17 12:23:28.000000+00:00\", \"2021-04-15 09:19:11.000000+00:00\"], \"session_ids\": [\"5b5bb34b-5258-4310-a91b-967be475d8aa\", \"edb3eb9c-5287-4a22-a0e8-9ea435ac7a87\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.164}, \"53746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-24 03:35:18.000000+00:00\", \"2020-03-06 07:46:27.000000+00:00\", \"2021-01-22 10:11:41.000000+00:00\"], \"session_ids\": [\"83e9bc66-a39f-487b-8e25-3a97c624b8c1\", \"7ae5e6fe-a466-4e66-958e-643c0e0aae23\", \"777ba480-bd3f-4919-8661-36af119c6163\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.429}, \"75622\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-21 10:26:12.000000+00:00\", \"2022-04-05 11:40:12.000000+00:00\", \"2022-06-13 12:09:14.000000+00:00\", \"2020-09-17 08:59:53.000000+00:00\"], \"session_ids\": [\"2659d102-38b2-40a1-acd8-7b4f0542eddf\", \"b44186f8-c2fb-4e98-94cf-09fb10e56250\", \"fef62916-6223-4ad8-b18c-ede813201e31\", \"6da80478-92f6-43ac-bc36-a8503737420d\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}, \"4342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-01-04 13:09:46.000000+00:00\", \"2021-02-06 21:13:57.000000+00:00\", \"2021-07-22 21:00:06.000000+00:00\", \"2021-06-10 01:56:55.000000+00:00\", \"2020-11-28 19:17:04.000000+00:00\"], \"session_ids\": [\"6cf864a8-8fdd-4c73-9a8d-1f8d74ffd1e8\", \"61361eb7-4a14-4ce6-ae9d-4c43e3be8323\", \"a2dd5691-d90d-4f9b-a5ac-a81ee658ab95\", \"652d2f23-bab6-47b0-bacb-497ece9c59d7\", \"5df04a94-f34b-404d-810b-c0050e5f9b16\"], \"total_duration\": 2638.0, \"total_sessions\": 5, \"mean_week_duration\": 32.568}, \"43496\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-05-17 15:10:42.000000+00:00\", \"2019-04-26 15:44:07.000000+00:00\", \"2019-07-30 02:21:32.000000+00:00\"], \"session_ids\": [\"e1721373-df9f-4bc9-915c-199a30f29670\", \"8ac7d57b-235a-449b-8a9d-82b4be2aba84\", \"2d3b701d-b1ef-4cf7-a36e-94234f37c623\"], \"total_duration\": 606.0, \"total_sessions\": 3, \"mean_week_duration\": 2.858}, \"39147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 09:20:40.000000+00:00\", \"2019-03-05 20:40:50.000000+00:00\", \"2019-05-22 01:40:23.000000+00:00\", \"2023-06-13 01:56:38.000000+00:00\", \"2021-07-25 07:02:30.000000+00:00\", \"2022-08-02 17:46:52.000000+00:00\", \"2020-09-29 01:24:11.000000+00:00\", \"2021-08-29 22:04:59.000000+00:00\", \"2019-05-10 09:36:09.000000+00:00\"], \"session_ids\": [\"88a0af93-7f8f-4f39-ae1d-cb102f928341\", \"f11cfede-f56d-42d9-906b-985a26ae9395\", \"bd6b440d-0ac6-4e73-a494-b4c027b71182\", \"26c12758-768f-4673-93ba-29e65253412a\", \"3cead508-c262-4de7-ac14-dcdb32dc7a50\", \"1a35bcb3-7339-422e-ad46-568598ef4787\", \"bda6f74f-005e-4fee-99ba-73ad06eaa1ee\", \"8d22acf1-1f07-4830-abca-cf6706463f63\", \"dd8debe2-c8f1-4d93-b8bc-75737def3108\"], \"total_duration\": 25189.0, \"total_sessions\": 9, \"mean_week_duration\": 110.965}, \"97801\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-04 22:55:54.000000+00:00\", \"2023-03-12 07:03:33.000000+00:00\", \"2019-01-24 23:16:19.000000+00:00\", \"2022-12-22 07:23:33.000000+00:00\"], \"session_ids\": [\"a10c6a2c-2936-47e0-86be-36852cd7ca60\", \"eeb128bd-4a13-487f-bcc3-4cf24435fca7\", \"c1e61840-895a-4ec4-af7e-cf5b53fe31f5\", \"dd137c82-ccf7-4123-a25f-2023e0f7698b\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.204}, \"84387\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-05 18:57:48.000000+00:00\", \"2021-09-20 10:59:13.000000+00:00\", \"2020-11-13 05:13:47.000000+00:00\", \"2019-08-06 15:32:35.000000+00:00\", \"2020-12-21 14:23:15.000000+00:00\", \"2021-08-31 00:05:13.000000+00:00\", \"2020-01-18 08:59:04.000000+00:00\"], \"session_ids\": [\"f787caf1-542b-4857-94b1-64e1756f48f9\", \"ec0a0cc3-c062-481b-bdf6-aa79d161c25a\", \"70546db0-3045-48cb-98df-8b632d02596a\", \"5cae3972-3e83-49ba-91b8-4ab4fc451243\", \"8c0a6cc6-1b1c-4c48-94f0-c1167bac0448\", \"7ed229b1-85a3-4d1e-8771-a08672712883\", \"3c4af519-99a6-4518-9f45-4153b2ac044b\"], \"total_duration\": 687.0, \"total_sessions\": 7, \"mean_week_duration\": 6.189}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 0"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 49]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"69240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-27 09:32:48.000000+00:00\", \"2020-01-14 22:50:01.000000+00:00\", \"2022-09-13 23:53:09.000000+00:00\", \"2019-07-24 23:39:07.000000+00:00\", \"2019-03-06 15:53:45.000000+00:00\"], \"session_ids\": [\"cd906279-635c-40c6-8050-97373131531d\", \"1d4dd21e-244d-451e-9abd-aad3c3b66b5f\", \"f34888c4-566e-4c9e-9065-3fe082c24121\", \"ca9ba936-8374-499f-a7fd-db5f6ba4c0ab\", \"66e999d7-ed71-4d4c-8f2b-a8a072ba9438\"], \"total_duration\": 2214.0, \"total_sessions\": 5, \"mean_week_duration\": 12.033}, \"97817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-25 15:53:04.000000+00:00\", \"2019-11-09 18:55:58.000000+00:00\"], \"session_ids\": [\"882f59f7-2782-49bc-aca0-36058c1fe7f1\", \"a3a3cf98-6f38-48d3-a31a-7d7a36e3b7dc\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 4.667}, \"20392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-17 12:23:28.000000+00:00\", \"2021-04-15 09:19:11.000000+00:00\"], \"session_ids\": [\"5b5bb34b-5258-4310-a91b-967be475d8aa\", \"edb3eb9c-5287-4a22-a0e8-9ea435ac7a87\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.164}, \"53746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-24 03:35:18.000000+00:00\", \"2020-03-06 07:46:27.000000+00:00\", \"2021-01-22 10:11:41.000000+00:00\"], \"session_ids\": [\"83e9bc66-a39f-487b-8e25-3a97c624b8c1\", \"7ae5e6fe-a466-4e66-958e-643c0e0aae23\", \"777ba480-bd3f-4919-8661-36af119c6163\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.429}, \"75622\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-21 10:26:12.000000+00:00\", \"2022-04-05 11:40:12.000000+00:00\", \"2022-06-13 12:09:14.000000+00:00\", \"2020-09-17 08:59:53.000000+00:00\"], \"session_ids\": [\"2659d102-38b2-40a1-acd8-7b4f0542eddf\", \"b44186f8-c2fb-4e98-94cf-09fb10e56250\", \"fef62916-6223-4ad8-b18c-ede813201e31\", \"6da80478-92f6-43ac-bc36-a8503737420d\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}, \"4342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-01-04 13:09:46.000000+00:00\", \"2021-02-06 21:13:57.000000+00:00\", \"2021-07-22 21:00:06.000000+00:00\", \"2021-06-10 01:56:55.000000+00:00\", \"2020-11-28 19:17:04.000000+00:00\"], \"session_ids\": [\"6cf864a8-8fdd-4c73-9a8d-1f8d74ffd1e8\", \"61361eb7-4a14-4ce6-ae9d-4c43e3be8323\", \"a2dd5691-d90d-4f9b-a5ac-a81ee658ab95\", \"652d2f23-bab6-47b0-bacb-497ece9c59d7\", \"5df04a94-f34b-404d-810b-c0050e5f9b16\"], \"total_duration\": 2638.0, \"total_sessions\": 5, \"mean_week_duration\": 32.568}, \"43496\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-05-17 15:10:42.000000+00:00\", \"2019-04-26 15:44:07.000000+00:00\", \"2019-07-30 02:21:32.000000+00:00\"], \"session_ids\": [\"e1721373-df9f-4bc9-915c-199a30f29670\", \"8ac7d57b-235a-449b-8a9d-82b4be2aba84\", \"2d3b701d-b1ef-4cf7-a36e-94234f37c623\"], \"total_duration\": 606.0, \"total_sessions\": 3, \"mean_week_duration\": 2.858}, \"39147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 09:20:40.000000+00:00\", \"2019-03-05 20:40:50.000000+00:00\", \"2019-05-22 01:40:23.000000+00:00\", \"2023-06-13 01:56:38.000000+00:00\", \"2021-07-25 07:02:30.000000+00:00\", \"2022-08-02 17:46:52.000000+00:00\", \"2020-09-29 01:24:11.000000+00:00\", \"2021-08-29 22:04:59.000000+00:00\", \"2019-05-10 09:36:09.000000+00:00\"], \"session_ids\": [\"88a0af93-7f8f-4f39-ae1d-cb102f928341\", \"f11cfede-f56d-42d9-906b-985a26ae9395\", \"bd6b440d-0ac6-4e73-a494-b4c027b71182\", \"26c12758-768f-4673-93ba-29e65253412a\", \"3cead508-c262-4de7-ac14-dcdb32dc7a50\", \"1a35bcb3-7339-422e-ad46-568598ef4787\", \"bda6f74f-005e-4fee-99ba-73ad06eaa1ee\", \"8d22acf1-1f07-4830-abca-cf6706463f63\", \"dd8debe2-c8f1-4d93-b8bc-75737def3108\"], \"total_duration\": 25189.0, \"total_sessions\": 9, \"mean_week_duration\": 110.965}, \"97801\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-04 22:55:54.000000+00:00\", \"2023-03-12 07:03:33.000000+00:00\", \"2019-01-24 23:16:19.000000+00:00\", \"2022-12-22 07:23:33.000000+00:00\"], \"session_ids\": [\"a10c6a2c-2936-47e0-86be-36852cd7ca60\", \"eeb128bd-4a13-487f-bcc3-4cf24435fca7\", \"c1e61840-895a-4ec4-af7e-cf5b53fe31f5\", \"dd137c82-ccf7-4123-a25f-2023e0f7698b\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.204}, \"84387\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-05 18:57:48.000000+00:00\", \"2021-09-20 10:59:13.000000+00:00\", \"2020-11-13 05:13:47.000000+00:00\", \"2019-08-06 15:32:35.000000+00:00\", \"2020-12-21 14:23:15.000000+00:00\", \"2021-08-31 00:05:13.000000+00:00\", \"2020-01-18 08:59:04.000000+00:00\"], \"session_ids\": [\"f787caf1-542b-4857-94b1-64e1756f48f9\", \"ec0a0cc3-c062-481b-bdf6-aa79d161c25a\", \"70546db0-3045-48cb-98df-8b632d02596a\", \"5cae3972-3e83-49ba-91b8-4ab4fc451243\", \"8c0a6cc6-1b1c-4c48-94f0-c1167bac0448\", \"7ed229b1-85a3-4d1e-8771-a08672712883\", \"3c4af519-99a6-4518-9f45-4153b2ac044b\"], \"total_duration\": 687.0, \"total_sessions\": 7, \"mean_week_duration\": 6.189}}\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[{\"39147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 09:20:40.000000+00:00\", \"2019-03-05 20:40:50.000000+00:00\", \"2019-05-22 01:40:23.000000+00:00\", \"2023-06-13 01:56:38.000000+00:00\", \"2021-07-25 07:02:30.000000+00:00\", \"2022-08-02 17:46:52.000000+00:00\", \"2020-09-29 01:24:11.000000+00:00\", \"2021-08-29 22:04:59.000000+00:00\", \"2019-05-10 09:36:09.000000+00:00\"], \"session_ids\": [\"88a0af93-7f8f-4f39-ae1d-cb102f928341\", \"f11cfede-f56d-42d9-906b-985a26ae9395\", \"bd6b440d-0ac6-4e73-a494-b4c027b71182\", \"26c12758-768f-4673-93ba-29e65253412a\", \"3cead508-c262-4de7-ac14-dcdb32dc7a50\", \"1a35bcb3-7339-422e-ad46-568598ef4787\", \"bda6f74f-005e-4fee-99ba-73ad06eaa1ee\", \"8d22acf1-1f07-4830-abca-cf6706463f63\", \"dd8debe2-c8f1-4d93-b8bc-75737def3108\"], \"total_duration\": 25189.0, \"total_sessions\": 9, \"mean_week_duration\": 110.965}}, {\"4342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-01-04 13:09:46.000000+00:00\", \"2021-02-06 21:13:57.000000+00:00\", \"2021-07-22 21:00:06.000000+00:00\", \"2021-06-10 01:56:55.000000+00:00\", \"2020-11-28 19:17:04.000000+00:00\"], \"session_ids\": [\"6cf864a8-8fdd-4c73-9a8d-1f8d74ffd1e8\", \"61361eb7-4a14-4ce6-ae9d-4c43e3be8323\", \"a2dd5691-d90d-4f9b-a5ac-a81ee658ab95\", \"652d2f23-bab6-47b0-bacb-497ece9c59d7\", \"5df04a94-f34b-404d-810b-c0050e5f9b16\"], \"total_duration\": 2638.0, \"total_sessions\": 5, \"mean_week_duration\": 32.568}}, {\"69240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-27 09:32:48.000000+00:00\", \"2020-01-14 22:50:01.000000+00:00\", \"2022-09-13 23:53:09.000000+00:00\", \"2019-07-24 23:39:07.000000+00:00\", \"2019-03-06 15:53:45.000000+00:00\"], \"session_ids\": [\"cd906279-635c-40c6-8050-97373131531d\", \"1d4dd21e-244d-451e-9abd-aad3c3b66b5f\", \"f34888c4-566e-4c9e-9065-3fe082c24121\", \"ca9ba936-8374-499f-a7fd-db5f6ba4c0ab\", \"66e999d7-ed71-4d4c-8f2b-a8a072ba9438\"], \"total_duration\": 2214.0, \"total_sessions\": 5, \"mean_week_duration\": 12.033}}, {\"84387\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-05 18:57:48.000000+00:00\", \"2021-09-20 10:59:13.000000+00:00\", \"2020-11-13 05:13:47.000000+00:00\", \"2019-08-06 15:32:35.000000+00:00\", \"2020-12-21 14:23:15.000000+00:00\", \"2021-08-31 00:05:13.000000+00:00\", \"2020-01-18 08:59:04.000000+00:00\"], \"session_ids\": [\"f787caf1-542b-4857-94b1-64e1756f48f9\", \"ec0a0cc3-c062-481b-bdf6-aa79d161c25a\", \"70546db0-3045-48cb-98df-8b632d02596a\", \"5cae3972-3e83-49ba-91b8-4ab4fc451243\", \"8c0a6cc6-1b1c-4c48-94f0-c1167bac0448\", \"7ed229b1-85a3-4d1e-8771-a08672712883\", \"3c4af519-99a6-4518-9f45-4153b2ac044b\"], \"total_duration\": 687.0, \"total_sessions\": 7, \"mean_week_duration\": 6.189}}, {\"43496\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-05-17 15:10:42.000000+00:00\", \"2019-04-26 15:44:07.000000+00:00\", \"2019-07-30 02:21:32.000000+00:00\"], \"session_ids\": [\"e1721373-df9f-4bc9-915c-199a30f29670\", \"8ac7d57b-235a-449b-8a9d-82b4be2aba84\", \"2d3b701d-b1ef-4cf7-a36e-94234f37c623\"], \"total_duration\": 606.0, \"total_sessions\": 3, \"mean_week_duration\": 2.858}}, {\"97817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-25 15:53:04.000000+00:00\", \"2019-11-09 18:55:58.000000+00:00\"], \"session_ids\": [\"882f59f7-2782-49bc-aca0-36058c1fe7f1\", \"a3a3cf98-6f38-48d3-a31a-7d7a36e3b7dc\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 4.667}}, {\"20392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-17 12:23:28.000000+00:00\", \"2021-04-15 09:19:11.000000+00:00\"], \"session_ids\": [\"5b5bb34b-5258-4310-a91b-967be475d8aa\", \"edb3eb9c-5287-4a22-a0e8-9ea435ac7a87\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.164}}, {\"97801\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-04 22:55:54.000000+00:00\", \"2023-03-12 07:03:33.000000+00:00\", \"2019-01-24 23:16:19.000000+00:00\", \"2022-12-22 07:23:33.000000+00:00\"], \"session_ids\": [\"a10c6a2c-2936-47e0-86be-36852cd7ca60\", \"eeb128bd-4a13-487f-bcc3-4cf24435fca7\", \"c1e61840-895a-4ec4-af7e-cf5b53fe31f5\", \"dd137c82-ccf7-4123-a25f-2023e0f7698b\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.204}}, {\"75622\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-21 10:26:12.000000+00:00\", \"2022-04-05 11:40:12.000000+00:00\", \"2022-06-13 12:09:14.000000+00:00\", \"2020-09-17 08:59:53.000000+00:00\"], \"session_ids\": [\"2659d102-38b2-40a1-acd8-7b4f0542eddf\", \"b44186f8-c2fb-4e98-94cf-09fb10e56250\", \"fef62916-6223-4ad8-b18c-ede813201e31\", \"6da80478-92f6-43ac-bc36-a8503737420d\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}}, {\"53746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-24 03:35:18.000000+00:00\", \"2020-03-06 07:46:27.000000+00:00\", \"2021-01-22 10:11:41.000000+00:00\"], \"session_ids\": [\"83e9bc66-a39f-487b-8e25-3a97c624b8c1\", \"7ae5e6fe-a466-4e66-958e-643c0e0aae23\", \"777ba480-bd3f-4919-8661-36af119c6163\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.429}}]\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[{\"39147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 09:20:40.000000+00:00\", \"2019-03-05 20:40:50.000000+00:00\", \"2019-05-22 01:40:23.000000+00:00\", \"2023-06-13 01:56:38.000000+00:00\", \"2021-07-25 07:02:30.000000+00:00\", \"2022-08-02 17:46:52.000000+00:00\", \"2020-09-29 01:24:11.000000+00:00\", \"2021-08-29 22:04:59.000000+00:00\", \"2019-05-10 09:36:09.000000+00:00\"], \"session_ids\": [\"88a0af93-7f8f-4f39-ae1d-cb102f928341\", \"f11cfede-f56d-42d9-906b-985a26ae9395\", \"bd6b440d-0ac6-4e73-a494-b4c027b71182\", \"26c12758-768f-4673-93ba-29e65253412a\", \"3cead508-c262-4de7-ac14-dcdb32dc7a50\", \"1a35bcb3-7339-422e-ad46-568598ef4787\", \"bda6f74f-005e-4fee-99ba-73ad06eaa1ee\", \"8d22acf1-1f07-4830-abca-cf6706463f63\", \"dd8debe2-c8f1-4d93-b8bc-75737def3108\"], \"total_duration\": 25189.0, \"total_sessions\": 9, \"mean_week_duration\": 110.965}}, {\"4342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-01-04 13:09:46.000000+00:00\", \"2021-02-06 21:13:57.000000+00:00\", \"2021-07-22 21:00:06.000000+00:00\", \"2021-06-10 01:56:55.000000+00:00\", \"2020-11-28 19:17:04.000000+00:00\"], \"session_ids\": [\"6cf864a8-8fdd-4c73-9a8d-1f8d74ffd1e8\", \"61361eb7-4a14-4ce6-ae9d-4c43e3be8323\", \"a2dd5691-d90d-4f9b-a5ac-a81ee658ab95\", \"652d2f23-bab6-47b0-bacb-497ece9c59d7\", \"5df04a94-f34b-404d-810b-c0050e5f9b16\"], \"total_duration\": 2638.0, \"total_sessions\": 5, \"mean_week_duration\": 32.568}}, {\"69240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-27 09:32:48.000000+00:00\", \"2020-01-14 22:50:01.000000+00:00\", \"2022-09-13 23:53:09.000000+00:00\", \"2019-07-24 23:39:07.000000+00:00\", \"2019-03-06 15:53:45.000000+00:00\"], \"session_ids\": [\"cd906279-635c-40c6-8050-97373131531d\", \"1d4dd21e-244d-451e-9abd-aad3c3b66b5f\", \"f34888c4-566e-4c9e-9065-3fe082c24121\", \"ca9ba936-8374-499f-a7fd-db5f6ba4c0ab\", \"66e999d7-ed71-4d4c-8f2b-a8a072ba9438\"], \"total_duration\": 2214.0, \"total_sessions\": 5, \"mean_week_duration\": 12.033}}, {\"84387\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-05 18:57:48.000000+00:00\", \"2021-09-20 10:59:13.000000+00:00\", \"2020-11-13 05:13:47.000000+00:00\", \"2019-08-06 15:32:35.000000+00:00\", \"2020-12-21 14:23:15.000000+00:00\", \"2021-08-31 00:05:13.000000+00:00\", \"2020-01-18 08:59:04.000000+00:00\"], \"session_ids\": [\"f787caf1-542b-4857-94b1-64e1756f48f9\", \"ec0a0cc3-c062-481b-bdf6-aa79d161c25a\", \"70546db0-3045-48cb-98df-8b632d02596a\", \"5cae3972-3e83-49ba-91b8-4ab4fc451243\", \"8c0a6cc6-1b1c-4c48-94f0-c1167bac0448\", \"7ed229b1-85a3-4d1e-8771-a08672712883\", \"3c4af519-99a6-4518-9f45-4153b2ac044b\"], \"total_duration\": 687.0, \"total_sessions\": 7, \"mean_week_duration\": 6.189}}, {\"43496\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-05-17 15:10:42.000000+00:00\", \"2019-04-26 15:44:07.000000+00:00\", \"2019-07-30 02:21:32.000000+00:00\"], \"session_ids\": [\"e1721373-df9f-4bc9-915c-199a30f29670\", \"8ac7d57b-235a-449b-8a9d-82b4be2aba84\", \"2d3b701d-b1ef-4cf7-a36e-94234f37c623\"], \"total_duration\": 606.0, \"total_sessions\": 3, \"mean_week_duration\": 2.858}}, {\"97817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-25 15:53:04.000000+00:00\", \"2019-11-09 18:55:58.000000+00:00\"], \"session_ids\": [\"882f59f7-2782-49bc-aca0-36058c1fe7f1\", \"a3a3cf98-6f38-48d3-a31a-7d7a36e3b7dc\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 4.667}}, {\"20392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-17 12:23:28.000000+00:00\", \"2021-04-15 09:19:11.000000+00:00\"], \"session_ids\": [\"5b5bb34b-5258-4310-a91b-967be475d8aa\", \"edb3eb9c-5287-4a22-a0e8-9ea435ac7a87\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.164}}, {\"97801\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-04 22:55:54.000000+00:00\", \"2023-03-12 07:03:33.000000+00:00\", \"2019-01-24 23:16:19.000000+00:00\", \"2022-12-22 07:23:33.000000+00:00\"], \"session_ids\": [\"a10c6a2c-2936-47e0-86be-36852cd7ca60\", \"eeb128bd-4a13-487f-bcc3-4cf24435fca7\", \"c1e61840-895a-4ec4-af7e-cf5b53fe31f5\", \"dd137c82-ccf7-4123-a25f-2023e0f7698b\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.204}}, {\"75622\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-21 10:26:12.000000+00:00\", \"2022-04-05 11:40:12.000000+00:00\", \"2022-06-13 12:09:14.000000+00:00\", \"2020-09-17 08:59:53.000000+00:00\"], \"session_ids\": [\"2659d102-38b2-40a1-acd8-7b4f0542eddf\", \"b44186f8-c2fb-4e98-94cf-09fb10e56250\", \"fef62916-6223-4ad8-b18c-ede813201e31\", \"6da80478-92f6-43ac-bc36-a8503737420d\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}}, {\"53746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-24 03:35:18.000000+00:00\", \"2020-03-06 07:46:27.000000+00:00\", \"2021-01-22 10:11:41.000000+00:00\"], \"session_ids\": [\"83e9bc66-a39f-487b-8e25-3a97c624b8c1\", \"7ae5e6fe-a466-4e66-958e-643c0e0aae23\", \"777ba480-bd3f-4919-8661-36af119c6163\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.429}}]\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 I can find living in cities Moscow, Bogota, Helsinki, Rio de Janeiro , and sort by site usage time 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{\"46372\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-25 09:25:24.000000+00:00\", \"2023-01-08 11:12:18.000000+00:00\"], \"session_ids\": [\"39569a1f-0c8a-4df9-8c69-ab6ae87f5cd6\", \"14b7ddf9-dab6-4d8f-b1c9-5c9a566f2161\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}, \"38221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-03-29 22:46:10.000000+00:00\", \"2019-07-18 22:47:41.000000+00:00\"], \"session_ids\": [\"1bfd8593-77ff-4626-bdd9-02cc237f3236\", \"8e05beaf-90cb-428c-8ea4-187c05eaf487\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.312}, \"77265\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-09-10 21:28:41.000000+00:00\", \"2021-11-23 02:33:46.000000+00:00\", \"2020-06-04 11:16:34.000000+00:00\"], \"session_ids\": [\"1ece6754-63f7-479c-9cad-6e7503231034\", \"6b3da333-47ee-4c83-b19b-c564bbffddf8\", \"7ec09f47-76fe-42a0-a860-32ac392ac798\"], \"total_duration\": 234.0, \"total_sessions\": 3, \"mean_week_duration\": 3.039}, \"3355\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-28 00:15:21.000000+00:00\", \"2020-06-23 13:01:31.000000+00:00\"], \"session_ids\": [\"97860ed0-a639-4a9f-b116-73b922319bda\", \"adeba178-6f9a-4699-897d-4873f95d1f1c\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 9.186}, \"78406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-22 12:01:37.000000+00:00\", \"2021-11-29 05:49:42.000000+00:00\", \"2023-05-03 03:21:45.000000+00:00\", \"2019-03-07 01:38:03.000000+00:00\", \"2022-11-19 14:44:19.000000+00:00\", \"2020-06-09 23:25:07.000000+00:00\"], \"session_ids\": [\"e5e34805-639f-4ff5-bd82-19842f65375f\", \"4da03d81-ef6f-4e8a-84bd-deea5f13df41\", \"27682822-06e1-47da-acbe-38490e0aa224\", \"d8331c64-c9a5-4a75-876b-5f1386e077ff\", \"ca10d98a-fe22-41db-b99d-1824d5d7048a\", \"a492c8b5-1fb3-490b-a403-85d18db5cef6\"], \"total_duration\": 1123.0, \"total_sessions\": 6, \"mean_week_duration\": 5.175}, \"91507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-24 10:16:49.000000+00:00\", \"2020-10-04 11:12:38.000000+00:00\"], \"session_ids\": [\"20040bc1-4fa6-45bc-b22c-2b7f62168b68\", \"4ec472fa-36fa-4243-a2ff-9bde9ce53e79\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 3.383}, \"61285\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-20 23:04:49.000000+00:00\", \"2019-10-02 00:20:38.000000+00:00\"], \"session_ids\": [\"fa0d2302-8a47-4d2c-9675-00bb2eee6ec1\", \"6d65ef09-18c7-45a9-8f90-d776924cf90a\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}, \"66145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-05 04:46:46.000000+00:00\", \"2022-06-21 01:00:03.000000+00:00\", \"2023-03-15 10:59:20.000000+00:00\", \"2022-03-08 04:49:44.000000+00:00\", \"2019-11-27 01:24:49.000000+00:00\", \"2020-03-31 19:53:28.000000+00:00\", \"2021-07-22 11:43:08.000000+00:00\", \"2019-06-30 22:59:41.000000+00:00\", \"2019-08-13 02:05:44.000000+00:00\", \"2023-01-30 15:42:54.000000+00:00\", \"2019-02-07 01:17:50.000000+00:00\"], \"session_ids\": [\"53f57a45-5b34-4c1c-94b3-b78974f4d7b4\", \"a1ece630-8434-44dd-87cc-807ec6a99d34\", \"69b63a6a-446f-4fd7-9d77-e104bca32ccd\", \"5e730826-8cea-4c1b-b63f-c6f2bf428ec6\", \"5352b137-3187-4dc0-bdab-0ae2af1f2b24\", \"289f71fd-d320-4e3b-9f24-f33437bc7c0e\", \"03441dea-69c6-4550-864e-08ee7604bdbd\", \"2cc26536-5dcd-4a03-a2b9-d313ba195efc\", \"0927a06e-1c65-41f1-ac9f-32e95773893b\", \"03c72adb-053e-411b-add2-b1ea6ab07b5f\", \"15e218f6-c9a6-4f3a-8dfc-24320670cee0\"], \"total_duration\": 185.0, \"total_sessions\": 11, \"mean_week_duration\": 0.864}, \"73365\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-25 12:19:22.000000+00:00\", \"2022-08-01 08:21:43.000000+00:00\"], \"session_ids\": [\"5cacf4a9-2197-4904-92b4-a6775b5ffc40\", \"33850306-bcdb-41fa-8cd1-062fd9c0f3ed\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 45.8}, \"65268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-05 04:52:12.000000+00:00\", \"2021-02-17 02:04:26.000000+00:00\", \"2020-08-19 02:02:38.000000+00:00\"], \"session_ids\": [\"cbef64af-706b-40af-8323-d6cebc57dc3a\", \"8ec6effe-f410-4933-bdaa-c5a7792f217e\", \"5cd9ed3f-e2c0-4bd6-acd1-42963089d48e\"], \"total_duration\": 820.0, \"total_sessions\": 3, \"mean_week_duration\": 9.647}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Moscow, Bogota, Helsinki, Rio de Janeiro"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Moscow\", \"Bogota\", \"Helsinki\", \"Rio de Janeiro\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Can you give me information regarding 3 users who are bot users based on overall sessions count and in addition implement sorting by sum of duration 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{\"90994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-28 06:01:16.000000+00:00\", \"2020-08-09 19:54:38.000000+00:00\"], \"session_ids\": [\"31f8db60-60a3-4e83-9a34-d5ecdb8bbdd6\", \"8e6e137d-cf85-45c3-a33c-1455bb3e7a6d\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}, \"81174\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-03 04:09:38.000000+00:00\", \"2019-11-19 22:21:25.000000+00:00\", \"2019-03-08 01:27:57.000000+00:00\", \"2022-12-01 00:14:45.000000+00:00\"], \"session_ids\": [\"a45f25ea-04bd-4b53-8561-069d29e92f65\", \"06b015f4-6270-462e-80f6-2e00b33819f0\", \"45c0c358-3f48-47c4-bb81-540d6b85a156\", \"a947d2bb-0987-4095-8578-e09bff6ee6ed\"], \"total_duration\": 63.0, \"total_sessions\": 4, \"mean_week_duration\": 0.323}, \"18548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-12 16:47:38.000000+00:00\", \"2022-08-12 06:35:06.000000+00:00\", \"2022-03-22 00:54:31.000000+00:00\", \"2019-01-11 19:38:41.000000+00:00\", \"2019-08-12 17:12:55.000000+00:00\", \"2019-02-26 04:17:23.000000+00:00\", \"2021-04-06 17:09:43.000000+00:00\", \"2020-10-17 11:04:39.000000+00:00\"], \"session_ids\": [\"1b894383-c496-4005-b240-17e53dccb052\", \"03a909b5-6e84-4d99-ba90-f9e396419807\", \"f0e6fe1c-23b5-44e8-acfc-23a9acd4c7c4\", \"b7ba8955-5b1b-4aec-9997-c5483dcecde7\", \"f4708bb9-21de-421f-87c2-9f7df308e131\", \"8fcb09fe-8d38-4863-bd50-8ecb2c80b2cf\", \"616d1345-e37b-4d22-99cb-65d36b7b3879\", \"e8198f5d-d5ec-4833-8550-3a9e0748ad2c\"], \"total_duration\": 14273.0, \"total_sessions\": 8, \"mean_week_duration\": 76.326}, \"43440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-24 01:57:35.000000+00:00\", \"2022-04-21 12:30:09.000000+00:00\"], \"session_ids\": [\"37f8c189-d8b7-4c6e-9025-ac2e5b4259eb\", \"84762076-de4e-410f-a599-d97e364651d4\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}, \"41358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-27 01:00:42.000000+00:00\", \"2023-02-03 12:25:13.000000+00:00\"], \"session_ids\": [\"faf5ffdb-4351-4f43-9c38-cf53d56523ce\", \"60052f1b-abc3-440d-abe9-fdebbe48caad\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.436}, \"45062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-02-16 11:46:11.000000+00:00\", \"2022-05-26 22:47:44.000000+00:00\"], \"session_ids\": [\"3d5dc95e-b251-4f10-a77e-817169f26c67\", \"ec3af061-7ac0-4493-82aa-d14a9dd9af9f\"], \"total_duration\": 370.0, \"total_sessions\": 2, \"mean_week_duration\": 24.667}, \"91574\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-29 16:16:58.000000+00:00\", \"2020-04-24 15:00:58.000000+00:00\", \"2020-10-30 03:19:58.000000+00:00\"], \"session_ids\": [\"5fe52fe3-fbfe-4e03-a288-944e94872137\", \"4f10a5f0-9554-4d7b-b1e1-28f8b4dd6230\", \"0e539c00-49d4-4a1c-81e4-465595e43dd9\"], \"total_duration\": 243.0, \"total_sessions\": 3, \"mean_week_duration\": 3.919}, \"75943\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-01-21 05:48:20.000000+00:00\", \"2023-03-03 06:00:56.000000+00:00\", \"2021-11-21 05:37:18.000000+00:00\", \"2019-11-21 06:38:43.000000+00:00\"], \"session_ids\": [\"83aba319-19ad-4b5e-9adf-1192eb02a533\", \"ab133f75-a4ec-4d2c-a0ba-8266ac2184fe\", \"5cfadbd1-7d54-4903-931f-f798c2930c79\", \"0627077f-efe8-4246-a253-130e9013a842\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 1.795}, \"24960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-04-25 08:20:51.000000+00:00\", \"2019-08-18 08:29:37.000000+00:00\"], \"session_ids\": [\"6f0b79a1-fff5-44b2-be02-6817ce19e7e3\", \"efebf152-a20b-485b-8bed-b6fe9d776f68\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.011}, \"42470\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-05 07:03:19.000000+00:00\", \"2019-03-12 12:51:45.000000+00:00\", \"2020-01-17 15:32:26.000000+00:00\", \"2023-03-28 15:48:43.000000+00:00\", \"2023-01-19 03:13:26.000000+00:00\"], \"session_ids\": [\"919635a0-7d62-4dee-91de-cd8f5c7ec5dc\", \"30b69863-407e-4bde-898d-d49fea4693a3\", \"b1aa007d-c3dc-413c-b002-53126ed5c872\", \"af728429-b214-4755-818d-b6fc08bdeae7\", \"415ec358-7888-4ea1-92ea-56575bf7f567\"], \"total_duration\": 1794.0, \"total_sessions\": 5, \"mean_week_duration\": 8.502}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 3 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 3}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-28 06:01:16.000000+00:00\", \"2020-08-09 19:54:38.000000+00:00\"], \"session_ids\": [\"31f8db60-60a3-4e83-9a34-d5ecdb8bbdd6\", \"8e6e137d-cf85-45c3-a33c-1455bb3e7a6d\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}}, {\"43440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-24 01:57:35.000000+00:00\", \"2022-04-21 12:30:09.000000+00:00\"], \"session_ids\": [\"37f8c189-d8b7-4c6e-9025-ac2e5b4259eb\", \"84762076-de4e-410f-a599-d97e364651d4\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}}, {\"41358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-27 01:00:42.000000+00:00\", \"2023-02-03 12:25:13.000000+00:00\"], \"session_ids\": [\"faf5ffdb-4351-4f43-9c38-cf53d56523ce\", \"60052f1b-abc3-440d-abe9-fdebbe48caad\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.436}}]\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[{\"41358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-27 01:00:42.000000+00:00\", \"2023-02-03 12:25:13.000000+00:00\"], \"session_ids\": [\"faf5ffdb-4351-4f43-9c38-cf53d56523ce\", \"60052f1b-abc3-440d-abe9-fdebbe48caad\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.436}}, {\"43440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-24 01:57:35.000000+00:00\", \"2022-04-21 12:30:09.000000+00:00\"], \"session_ids\": [\"37f8c189-d8b7-4c6e-9025-ac2e5b4259eb\", \"84762076-de4e-410f-a599-d97e364651d4\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}}, {\"90994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-28 06:01:16.000000+00:00\", \"2020-08-09 19:54:38.000000+00:00\"], \"session_ids\": [\"31f8db60-60a3-4e83-9a34-d5ecdb8bbdd6\", \"8e6e137d-cf85-45c3-a33c-1455bb3e7a6d\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"41358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-27 01:00:42.000000+00:00\", \"2023-02-03 12:25:13.000000+00:00\"], \"session_ids\": [\"faf5ffdb-4351-4f43-9c38-cf53d56523ce\", \"60052f1b-abc3-440d-abe9-fdebbe48caad\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.436}}, {\"43440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-24 01:57:35.000000+00:00\", \"2022-04-21 12:30:09.000000+00:00\"], \"session_ids\": [\"37f8c189-d8b7-4c6e-9025-ac2e5b4259eb\", \"84762076-de4e-410f-a599-d97e364651d4\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}}, {\"90994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-28 06:01:16.000000+00:00\", \"2020-08-09 19:54:38.000000+00:00\"], \"session_ids\": [\"31f8db60-60a3-4e83-9a34-d5ecdb8bbdd6\", \"8e6e137d-cf85-45c3-a33c-1455bb3e7a6d\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}}]\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[{\"41358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-27 01:00:42.000000+00:00\", \"2023-02-03 12:25:13.000000+00:00\"], \"session_ids\": [\"faf5ffdb-4351-4f43-9c38-cf53d56523ce\", \"60052f1b-abc3-440d-abe9-fdebbe48caad\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.436}}, {\"43440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-24 01:57:35.000000+00:00\", \"2022-04-21 12:30:09.000000+00:00\"], \"session_ids\": [\"37f8c189-d8b7-4c6e-9025-ac2e5b4259eb\", \"84762076-de4e-410f-a599-d97e364651d4\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}}, {\"90994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-28 06:01:16.000000+00:00\", \"2020-08-09 19:54:38.000000+00:00\"], \"session_ids\": [\"31f8db60-60a3-4e83-9a34-d5ecdb8bbdd6\", \"8e6e137d-cf85-45c3-a33c-1455bb3e7a6d\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about users who have median of duration of sessions per week less than 21 ( not including) , implement sorting by city name form the lowest value to the highest value as well as provide me only with 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"77999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-08 04:59:48.000000+00:00\", \"2021-09-16 23:38:18.000000+00:00\", \"2019-06-19 16:17:04.000000+00:00\", \"2020-01-02 01:37:01.000000+00:00\"], \"session_ids\": [\"907614cd-c50b-4159-b900-bc443277d8aa\", \"0a23f63f-acb2-4725-9521-20d8fb2b6ab6\", \"e1afbfe9-fdfa-48f9-bdff-f5f1059063cf\", \"442e2e9d-b4ad-44e9-9863-a44fe65ea942\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.816}, \"41078\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-03 01:23:48.000000+00:00\", \"2020-08-02 13:25:39.000000+00:00\", \"2020-01-30 04:30:33.000000+00:00\", \"2022-10-06 20:31:03.000000+00:00\", \"2021-04-20 12:04:40.000000+00:00\", \"2020-01-14 23:40:35.000000+00:00\"], \"session_ids\": [\"04c2fc03-3073-41d0-a9b9-20ca04d4542a\", \"2cf09d88-b0b5-46df-9a79-5087fddc9c0b\", \"7015f4cd-01ce-4780-b3c1-aa5d8854823e\", \"c69316ad-7ca6-4a02-a648-312ddc2fa327\", \"1633fecf-233c-44cd-aab6-327ffa050a9f\", \"ccbe7651-66ae-476e-8a0c-9e8c8b01f47a\"], \"total_duration\": 6050.0, \"total_sessions\": 6, \"mean_week_duration\": 42.308}, \"36722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-27 07:55:03.000000+00:00\", \"2020-06-11 09:00:03.000000+00:00\", \"2020-10-01 06:24:15.000000+00:00\", \"2021-06-04 06:08:27.000000+00:00\"], \"session_ids\": [\"45499eaf-348a-4243-97a2-e624f05a530d\", \"cb981971-0aff-4a50-90ee-ce667a16fb3b\", \"afbda3fb-e09b-40c6-b286-0f2be342afc4\", \"f1f4fde0-1338-4ce6-9e55-03506aa96005\"], \"total_duration\": 31.0, \"total_sessions\": 4, \"mean_week_duration\": 0.564}, \"35619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-22 00:17:25.000000+00:00\", \"2022-04-05 10:27:52.000000+00:00\", \"2021-09-12 16:36:55.000000+00:00\"], \"session_ids\": [\"73a82b37-6ae4-4978-8efd-862f3239ad6e\", \"82517c9b-d4ae-4f3a-ab12-987a785ce7ff\", \"dcc2c439-a8fc-4727-a229-b3d32138c09b\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}, \"26045\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-08-24 15:33:01.000000+00:00\", \"2022-06-01 19:21:55.000000+00:00\"], \"session_ids\": [\"23cf071c-8330-4ec4-ae9b-bf9be2af71b4\", \"3fa17691-04ed-4878-be0d-0d42ca3cc405\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 36.667}, \"70867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-11 23:09:37.000000+00:00\", \"2020-03-11 02:34:13.000000+00:00\", \"2020-05-16 10:39:07.000000+00:00\", \"2020-07-27 01:51:15.000000+00:00\", \"2020-04-15 21:57:57.000000+00:00\", \"2020-08-09 13:40:29.000000+00:00\", \"2021-09-20 00:10:06.000000+00:00\", \"2021-09-26 21:57:04.000000+00:00\", \"2022-02-23 09:41:07.000000+00:00\"], \"session_ids\": [\"922d740d-7d7d-4760-b652-8c152397bda5\", \"fa0126af-e9b6-4157-b218-ec6181deac92\", \"d86acd02-e296-43a6-aa71-a60581fefdf3\", \"9a5fa098-b4eb-427a-886c-d78cf5b2cf4f\", \"d14d3d17-7484-4bf7-b03b-13610ed90c63\", \"5bf5155c-e2ca-4bdb-8a56-6f05527a3563\", \"5d2315b4-8d96-4cb0-822e-6159926ad95b\", \"baa6ace6-cafa-474d-a93c-3e788360d508\", \"a9809113-cc35-4f47-9769-77684bcd68fc\"], \"total_duration\": 249.0, \"total_sessions\": 9, \"mean_week_duration\": 1.872}, \"7301\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-05-03 13:56:57.000000+00:00\", \"2022-03-02 22:23:13.000000+00:00\", \"2019-04-19 20:22:46.000000+00:00\", \"2021-09-29 12:42:05.000000+00:00\", \"2021-08-01 11:56:24.000000+00:00\", \"2020-09-17 06:57:18.000000+00:00\", \"2019-10-17 02:19:00.000000+00:00\", \"2019-09-27 16:43:44.000000+00:00\"], \"session_ids\": [\"3adf01e0-72a0-41a7-a7d0-4b9c2e0c591f\", \"23dc2637-a3e8-4480-a24c-285e01963149\", \"349b1c4f-f85e-4b98-b405-5c22da72c089\", \"5b3e997a-0f3d-4e20-ac50-0f5a7aebee99\", \"7fafffc7-f04d-401a-a8a3-2e2848112986\", \"f0cdb801-f09b-4e04-af40-ca8bfe1dc8e0\", \"ecade463-bb6f-420b-a23c-70c3015592ed\", \"9e6af183-6ef0-417e-9daa-f6fd24cf2019\"], \"total_duration\": 15889.0, \"total_sessions\": 8, \"mean_week_duration\": 105.927}, \"85310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-05 15:50:41.000000+00:00\", \"2022-01-03 17:23:31.000000+00:00\"], \"session_ids\": [\"a116a675-3cdc-425f-b998-72cc22fa9c88\", \"075d8671-c2ee-42b4-8756-2f5529c6fd88\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 3.646}, \"45383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-01-17 23:04:10.000000+00:00\", \"2020-05-02 11:49:41.000000+00:00\", \"2022-06-17 11:25:57.000000+00:00\", \"2023-06-20 06:19:27.000000+00:00\", \"2022-09-08 23:36:17.000000+00:00\", \"2021-03-28 07:00:32.000000+00:00\", \"2021-10-18 12:04:04.000000+00:00\", \"2022-01-19 23:52:58.000000+00:00\", \"2020-12-14 23:35:07.000000+00:00\", \"2020-01-31 22:36:42.000000+00:00\"], \"session_ids\": [\"120e3445-bde4-4277-b155-e82571089a65\", \"7a7b23f6-68d0-428c-9cc6-9c1c0403c6b0\", \"8cad53f9-230b-4f0f-96ec-9b8d4437fdce\", \"815c7970-677b-43c0-a7ce-9b2515fe67b9\", \"8419972a-02ee-4260-9401-a9c59baeb2f5\", \"41d4db38-f422-46c2-80c7-913616bdba3b\", \"5eb8f948-96a4-421b-b5b6-d44911b21244\", \"9a9a40ea-dc82-4e3d-82ba-f8f8425d6612\", \"81d64a02-7ea4-40c3-9da9-54dee072c25a\", \"1b40e0ee-8680-4290-8fa0-c3c64d693f27\"], \"total_duration\": 38310.0, \"total_sessions\": 10, \"mean_week_duration\": 216.441}, \"24290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-01 08:25:41.000000+00:00\", \"2020-03-17 04:40:18.000000+00:00\", \"2022-01-25 19:58:09.000000+00:00\"], \"session_ids\": [\"a2bf80af-5164-4837-a52c-93bd4918d335\", \"a88a1650-d67e-4845-8c6e-11ff75fa1ac6\", \"0e5699f8-ec37-431f-a125-983f7a9c4153\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.588}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 21"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 32]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"77999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-08 04:59:48.000000+00:00\", \"2021-09-16 23:38:18.000000+00:00\", \"2019-06-19 16:17:04.000000+00:00\", \"2020-01-02 01:37:01.000000+00:00\"], \"session_ids\": [\"907614cd-c50b-4159-b900-bc443277d8aa\", \"0a23f63f-acb2-4725-9521-20d8fb2b6ab6\", \"e1afbfe9-fdfa-48f9-bdff-f5f1059063cf\", \"442e2e9d-b4ad-44e9-9863-a44fe65ea942\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.816}, \"36722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-27 07:55:03.000000+00:00\", \"2020-06-11 09:00:03.000000+00:00\", \"2020-10-01 06:24:15.000000+00:00\", \"2021-06-04 06:08:27.000000+00:00\"], \"session_ids\": [\"45499eaf-348a-4243-97a2-e624f05a530d\", \"cb981971-0aff-4a50-90ee-ce667a16fb3b\", \"afbda3fb-e09b-40c6-b286-0f2be342afc4\", \"f1f4fde0-1338-4ce6-9e55-03506aa96005\"], \"total_duration\": 31.0, \"total_sessions\": 4, \"mean_week_duration\": 0.564}, \"35619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-22 00:17:25.000000+00:00\", \"2022-04-05 10:27:52.000000+00:00\", \"2021-09-12 16:36:55.000000+00:00\"], \"session_ids\": [\"73a82b37-6ae4-4978-8efd-862f3239ad6e\", \"82517c9b-d4ae-4f3a-ab12-987a785ce7ff\", \"dcc2c439-a8fc-4727-a229-b3d32138c09b\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}, \"70867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-11 23:09:37.000000+00:00\", \"2020-03-11 02:34:13.000000+00:00\", \"2020-05-16 10:39:07.000000+00:00\", \"2020-07-27 01:51:15.000000+00:00\", \"2020-04-15 21:57:57.000000+00:00\", \"2020-08-09 13:40:29.000000+00:00\", \"2021-09-20 00:10:06.000000+00:00\", \"2021-09-26 21:57:04.000000+00:00\", \"2022-02-23 09:41:07.000000+00:00\"], \"session_ids\": [\"922d740d-7d7d-4760-b652-8c152397bda5\", \"fa0126af-e9b6-4157-b218-ec6181deac92\", \"d86acd02-e296-43a6-aa71-a60581fefdf3\", \"9a5fa098-b4eb-427a-886c-d78cf5b2cf4f\", \"d14d3d17-7484-4bf7-b03b-13610ed90c63\", \"5bf5155c-e2ca-4bdb-8a56-6f05527a3563\", \"5d2315b4-8d96-4cb0-822e-6159926ad95b\", \"baa6ace6-cafa-474d-a93c-3e788360d508\", \"a9809113-cc35-4f47-9769-77684bcd68fc\"], \"total_duration\": 249.0, \"total_sessions\": 9, \"mean_week_duration\": 1.872}, \"85310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-05 15:50:41.000000+00:00\", \"2022-01-03 17:23:31.000000+00:00\"], \"session_ids\": [\"a116a675-3cdc-425f-b998-72cc22fa9c88\", \"075d8671-c2ee-42b4-8756-2f5529c6fd88\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 3.646}, \"24290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-01 08:25:41.000000+00:00\", \"2020-03-17 04:40:18.000000+00:00\", \"2022-01-25 19:58:09.000000+00:00\"], \"session_ids\": [\"a2bf80af-5164-4837-a52c-93bd4918d335\", \"a88a1650-d67e-4845-8c6e-11ff75fa1ac6\", \"0e5699f8-ec37-431f-a125-983f7a9c4153\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.588}}\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[{\"77999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-08 04:59:48.000000+00:00\", \"2021-09-16 23:38:18.000000+00:00\", \"2019-06-19 16:17:04.000000+00:00\", \"2020-01-02 01:37:01.000000+00:00\"], \"session_ids\": [\"907614cd-c50b-4159-b900-bc443277d8aa\", \"0a23f63f-acb2-4725-9521-20d8fb2b6ab6\", \"e1afbfe9-fdfa-48f9-bdff-f5f1059063cf\", \"442e2e9d-b4ad-44e9-9863-a44fe65ea942\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.816}}, {\"85310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-05 15:50:41.000000+00:00\", \"2022-01-03 17:23:31.000000+00:00\"], \"session_ids\": [\"a116a675-3cdc-425f-b998-72cc22fa9c88\", \"075d8671-c2ee-42b4-8756-2f5529c6fd88\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 3.646}}, {\"35619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-22 00:17:25.000000+00:00\", \"2022-04-05 10:27:52.000000+00:00\", \"2021-09-12 16:36:55.000000+00:00\"], \"session_ids\": [\"73a82b37-6ae4-4978-8efd-862f3239ad6e\", \"82517c9b-d4ae-4f3a-ab12-987a785ce7ff\", \"dcc2c439-a8fc-4727-a229-b3d32138c09b\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}}, {\"24290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-01 08:25:41.000000+00:00\", \"2020-03-17 04:40:18.000000+00:00\", \"2022-01-25 19:58:09.000000+00:00\"], \"session_ids\": [\"a2bf80af-5164-4837-a52c-93bd4918d335\", \"a88a1650-d67e-4845-8c6e-11ff75fa1ac6\", \"0e5699f8-ec37-431f-a125-983f7a9c4153\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.588}}, {\"70867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-11 23:09:37.000000+00:00\", \"2020-03-11 02:34:13.000000+00:00\", \"2020-05-16 10:39:07.000000+00:00\", \"2020-07-27 01:51:15.000000+00:00\", \"2020-04-15 21:57:57.000000+00:00\", \"2020-08-09 13:40:29.000000+00:00\", \"2021-09-20 00:10:06.000000+00:00\", \"2021-09-26 21:57:04.000000+00:00\", \"2022-02-23 09:41:07.000000+00:00\"], \"session_ids\": [\"922d740d-7d7d-4760-b652-8c152397bda5\", \"fa0126af-e9b6-4157-b218-ec6181deac92\", \"d86acd02-e296-43a6-aa71-a60581fefdf3\", \"9a5fa098-b4eb-427a-886c-d78cf5b2cf4f\", \"d14d3d17-7484-4bf7-b03b-13610ed90c63\", \"5bf5155c-e2ca-4bdb-8a56-6f05527a3563\", \"5d2315b4-8d96-4cb0-822e-6159926ad95b\", \"baa6ace6-cafa-474d-a93c-3e788360d508\", \"a9809113-cc35-4f47-9769-77684bcd68fc\"], \"total_duration\": 249.0, \"total_sessions\": 9, \"mean_week_duration\": 1.872}}, {\"36722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-27 07:55:03.000000+00:00\", \"2020-06-11 09:00:03.000000+00:00\", \"2020-10-01 06:24:15.000000+00:00\", \"2021-06-04 06:08:27.000000+00:00\"], \"session_ids\": [\"45499eaf-348a-4243-97a2-e624f05a530d\", \"cb981971-0aff-4a50-90ee-ce667a16fb3b\", \"afbda3fb-e09b-40c6-b286-0f2be342afc4\", \"f1f4fde0-1338-4ce6-9e55-03506aa96005\"], \"total_duration\": 31.0, \"total_sessions\": 4, \"mean_week_duration\": 0.564}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"77999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-08 04:59:48.000000+00:00\", \"2021-09-16 23:38:18.000000+00:00\", \"2019-06-19 16:17:04.000000+00:00\", \"2020-01-02 01:37:01.000000+00:00\"], \"session_ids\": [\"907614cd-c50b-4159-b900-bc443277d8aa\", \"0a23f63f-acb2-4725-9521-20d8fb2b6ab6\", \"e1afbfe9-fdfa-48f9-bdff-f5f1059063cf\", \"442e2e9d-b4ad-44e9-9863-a44fe65ea942\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.816}}, {\"85310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-05 15:50:41.000000+00:00\", \"2022-01-03 17:23:31.000000+00:00\"], \"session_ids\": [\"a116a675-3cdc-425f-b998-72cc22fa9c88\", \"075d8671-c2ee-42b4-8756-2f5529c6fd88\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 3.646}}, {\"35619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-22 00:17:25.000000+00:00\", \"2022-04-05 10:27:52.000000+00:00\", \"2021-09-12 16:36:55.000000+00:00\"], \"session_ids\": [\"73a82b37-6ae4-4978-8efd-862f3239ad6e\", \"82517c9b-d4ae-4f3a-ab12-987a785ce7ff\", \"dcc2c439-a8fc-4727-a229-b3d32138c09b\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}}]\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[{\"77999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-08 04:59:48.000000+00:00\", \"2021-09-16 23:38:18.000000+00:00\", \"2019-06-19 16:17:04.000000+00:00\", \"2020-01-02 01:37:01.000000+00:00\"], \"session_ids\": [\"907614cd-c50b-4159-b900-bc443277d8aa\", \"0a23f63f-acb2-4725-9521-20d8fb2b6ab6\", \"e1afbfe9-fdfa-48f9-bdff-f5f1059063cf\", \"442e2e9d-b4ad-44e9-9863-a44fe65ea942\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.816}}, {\"85310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-05 15:50:41.000000+00:00\", \"2022-01-03 17:23:31.000000+00:00\"], \"session_ids\": [\"a116a675-3cdc-425f-b998-72cc22fa9c88\", \"075d8671-c2ee-42b4-8756-2f5529c6fd88\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 3.646}}, {\"35619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-22 00:17:25.000000+00:00\", \"2022-04-05 10:27:52.000000+00:00\", \"2021-09-12 16:36:55.000000+00:00\"], \"session_ids\": [\"73a82b37-6ae4-4978-8efd-862f3239ad6e\", \"82517c9b-d4ae-4f3a-ab12-987a785ce7ff\", \"dcc2c439-a8fc-4727-a229-b3d32138c09b\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}}]\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 3 users pieces of information whose time using the app is strictly less than 79 , moreover execute sorting by count of sessions ascending."
}
] |
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