conversations
list |
|---|
[
{
"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{\"42917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 01:13:34.000000+00:00\", \"2020-03-15 08:55:30.000000+00:00\"], \"session_ids\": [\"e1139419-c84c-473b-b609-04eb3c24ba60\", \"8c1a5a7e-965c-4c29-91b9-3ec55b4c59e4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"14736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-15 14:24:37.000000+00:00\", \"2019-03-29 18:41:15.000000+00:00\"], \"session_ids\": [\"be241293-ef88-49c1-819f-d6f77eaed453\", \"de7c1e14-352f-4762-9f8a-a80b619ec196\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 34.571}, \"96960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-01 20:06:38.000000+00:00\", \"2022-06-13 22:19:42.000000+00:00\", \"2020-12-12 22:00:44.000000+00:00\", \"2019-02-09 19:05:54.000000+00:00\", \"2022-09-08 07:29:04.000000+00:00\"], \"session_ids\": [\"f5e25c7e-f970-4f5c-9842-0061db7fd0fc\", \"21947248-ff38-4554-af40-275994530957\", \"d081f9da-0329-4d1a-95bb-1cd4c62cde69\", \"a2315bd8-8969-4250-8f28-1aa85aed8531\", \"207e0bc7-1144-4b99-82a7-7ce692b72f7f\"], \"total_duration\": 1156.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}, \"36158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-21 07:38:40.000000+00:00\", \"2020-04-07 15:17:09.000000+00:00\", \"2022-11-20 07:21:56.000000+00:00\"], \"session_ids\": [\"c5a291fb-1b0b-41dd-9307-3055570c3340\", \"972a19af-d471-4476-b5d6-afc60963d038\", \"ca97ac52-caef-4b1f-bd3e-9f3d0398cd1d\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.825}, \"5813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-29 08:10:18.000000+00:00\", \"2021-05-03 22:04:35.000000+00:00\"], \"session_ids\": [\"d5f98f80-5541-4f1e-b95d-7e3d391fc594\", \"4baf1bb7-b630-4f57-b52e-1eb4650aada0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.433}, \"94829\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-23 04:26:46.000000+00:00\", \"2020-05-17 15:50:13.000000+00:00\", \"2020-03-03 23:31:38.000000+00:00\", \"2022-10-11 19:20:22.000000+00:00\", \"2020-01-08 05:53:29.000000+00:00\", \"2021-10-06 05:17:55.000000+00:00\"], \"session_ids\": [\"64bc0da5-5df9-4c17-91a5-d8a612291ec0\", \"cf018476-84ae-4127-9ddd-af81ef5d5ed7\", \"fc3a1aa0-913b-41db-a42f-4613e3821003\", \"386cc9b9-371c-450c-b076-86f8121bc038\", \"fd36f9e8-cacf-407e-b3c6-e29098feef31\", \"151a2a09-480f-40cf-8a4a-40dd598dfb05\"], \"total_duration\": 3537.0, \"total_sessions\": 6, \"mean_week_duration\": 24.562}, \"26845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-07 08:21:58.000000+00:00\", \"2021-08-16 01:09:45.000000+00:00\", \"2020-11-18 20:41:39.000000+00:00\", \"2019-07-07 11:12:09.000000+00:00\"], \"session_ids\": [\"1b642807-8921-4b71-a2d2-b28b918b5977\", \"b41607ff-cb3e-4f59-8487-43a99119acc3\", \"ef1fb543-c4f1-41ec-8762-096efa851b06\", \"e4986001-129f-4bc5-a159-d0a9ec92288e\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}, \"31065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-10-19 02:03:23.000000+00:00\", \"2019-10-29 14:22:09.000000+00:00\", \"2020-02-06 00:40:21.000000+00:00\", \"2021-08-05 21:43:53.000000+00:00\", \"2021-06-01 00:26:04.000000+00:00\", \"2021-01-29 08:41:34.000000+00:00\", \"2019-08-14 15:08:15.000000+00:00\", \"2019-01-24 19:07:01.000000+00:00\", \"2020-08-04 19:16:01.000000+00:00\", \"2021-08-15 09:44:07.000000+00:00\", \"2022-08-19 01:21:31.000000+00:00\"], \"session_ids\": [\"cb31d5bd-148a-4278-a358-816a28e89670\", \"ca3fcd9c-6733-4b48-884f-393e9704bda7\", \"35805d8d-5b3c-41f3-97f6-3d5463242b86\", \"daa793a8-d734-45bf-8c2e-cfed442cab17\", \"541c15ad-559d-42ce-80a4-fb5cb4e5f027\", \"3ba0a97a-26c4-42ba-af70-7023030465c5\", \"38d57219-5a93-43db-b91a-a6d068b65166\", \"0f2466ce-f598-4111-8423-e568de984bbc\", \"569d4388-ab83-45fa-b786-502de6953f7e\", \"66c6853f-a1f5-4c01-b624-5a894c096ac3\", \"0d1927d6-ce59-4aeb-91ed-31acbdeb5c0b\"], \"total_duration\": 53191.0, \"total_sessions\": 11, \"mean_week_duration\": 272.774}, \"43840\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-03 06:26:26.000000+00:00\", \"2020-06-01 02:54:09.000000+00:00\"], \"session_ids\": [\"a8d73406-79b0-45d5-854b-b751060cbd37\", \"b61d916b-920e-4bff-a049-8e489029d0bd\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"80807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-28 19:35:02.000000+00:00\", \"2020-06-28 13:39:44.000000+00:00\", \"2019-12-30 21:45:03.000000+00:00\", \"2020-11-03 19:13:40.000000+00:00\", \"2022-06-02 10:35:35.000000+00:00\"], \"session_ids\": [\"4d1c28f9-a9d6-4100-b0ac-6006f6ea1a1a\", \"13dcc8b4-2dbe-4d61-ac98-138aa75a407f\", \"dacb166f-5632-4616-b79e-6e0982698151\", \"5139ccba-9d4e-4f6e-ab0e-21767714e80f\", \"7f7b7bf8-a505-4ac3-beac-18980802d1d2\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.949}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1746"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[1746, 2782]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"42917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 01:13:34.000000+00:00\", \"2020-03-15 08:55:30.000000+00:00\"], \"session_ids\": [\"e1139419-c84c-473b-b609-04eb3c24ba60\", \"8c1a5a7e-965c-4c29-91b9-3ec55b4c59e4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"14736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-15 14:24:37.000000+00:00\", \"2019-03-29 18:41:15.000000+00:00\"], \"session_ids\": [\"be241293-ef88-49c1-819f-d6f77eaed453\", \"de7c1e14-352f-4762-9f8a-a80b619ec196\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 34.571}, \"96960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-01 20:06:38.000000+00:00\", \"2022-06-13 22:19:42.000000+00:00\", \"2020-12-12 22:00:44.000000+00:00\", \"2019-02-09 19:05:54.000000+00:00\", \"2022-09-08 07:29:04.000000+00:00\"], \"session_ids\": [\"f5e25c7e-f970-4f5c-9842-0061db7fd0fc\", \"21947248-ff38-4554-af40-275994530957\", \"d081f9da-0329-4d1a-95bb-1cd4c62cde69\", \"a2315bd8-8969-4250-8f28-1aa85aed8531\", \"207e0bc7-1144-4b99-82a7-7ce692b72f7f\"], \"total_duration\": 1156.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}, \"36158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-21 07:38:40.000000+00:00\", \"2020-04-07 15:17:09.000000+00:00\", \"2022-11-20 07:21:56.000000+00:00\"], \"session_ids\": [\"c5a291fb-1b0b-41dd-9307-3055570c3340\", \"972a19af-d471-4476-b5d6-afc60963d038\", \"ca97ac52-caef-4b1f-bd3e-9f3d0398cd1d\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.825}, \"5813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-29 08:10:18.000000+00:00\", \"2021-05-03 22:04:35.000000+00:00\"], \"session_ids\": [\"d5f98f80-5541-4f1e-b95d-7e3d391fc594\", \"4baf1bb7-b630-4f57-b52e-1eb4650aada0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.433}, \"26845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-07 08:21:58.000000+00:00\", \"2021-08-16 01:09:45.000000+00:00\", \"2020-11-18 20:41:39.000000+00:00\", \"2019-07-07 11:12:09.000000+00:00\"], \"session_ids\": [\"1b642807-8921-4b71-a2d2-b28b918b5977\", \"b41607ff-cb3e-4f59-8487-43a99119acc3\", \"ef1fb543-c4f1-41ec-8762-096efa851b06\", \"e4986001-129f-4bc5-a159-d0a9ec92288e\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}, \"43840\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-03 06:26:26.000000+00:00\", \"2020-06-01 02:54:09.000000+00:00\"], \"session_ids\": [\"a8d73406-79b0-45d5-854b-b751060cbd37\", \"b61d916b-920e-4bff-a049-8e489029d0bd\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"80807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-28 19:35:02.000000+00:00\", \"2020-06-28 13:39:44.000000+00:00\", \"2019-12-30 21:45:03.000000+00:00\", \"2020-11-03 19:13:40.000000+00:00\", \"2022-06-02 10:35:35.000000+00:00\"], \"session_ids\": [\"4d1c28f9-a9d6-4100-b0ac-6006f6ea1a1a\", \"13dcc8b4-2dbe-4d61-ac98-138aa75a407f\", \"dacb166f-5632-4616-b79e-6e0982698151\", \"5139ccba-9d4e-4f6e-ab0e-21767714e80f\", \"7f7b7bf8-a505-4ac3-beac-18980802d1d2\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.949}}\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[{\"42917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 01:13:34.000000+00:00\", \"2020-03-15 08:55:30.000000+00:00\"], \"session_ids\": [\"e1139419-c84c-473b-b609-04eb3c24ba60\", \"8c1a5a7e-965c-4c29-91b9-3ec55b4c59e4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"14736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-15 14:24:37.000000+00:00\", \"2019-03-29 18:41:15.000000+00:00\"], \"session_ids\": [\"be241293-ef88-49c1-819f-d6f77eaed453\", \"de7c1e14-352f-4762-9f8a-a80b619ec196\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 34.571}}, {\"5813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-29 08:10:18.000000+00:00\", \"2021-05-03 22:04:35.000000+00:00\"], \"session_ids\": [\"d5f98f80-5541-4f1e-b95d-7e3d391fc594\", \"4baf1bb7-b630-4f57-b52e-1eb4650aada0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.433}}, {\"43840\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-03 06:26:26.000000+00:00\", \"2020-06-01 02:54:09.000000+00:00\"], \"session_ids\": [\"a8d73406-79b0-45d5-854b-b751060cbd37\", \"b61d916b-920e-4bff-a049-8e489029d0bd\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"36158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-21 07:38:40.000000+00:00\", \"2020-04-07 15:17:09.000000+00:00\", \"2022-11-20 07:21:56.000000+00:00\"], \"session_ids\": [\"c5a291fb-1b0b-41dd-9307-3055570c3340\", \"972a19af-d471-4476-b5d6-afc60963d038\", \"ca97ac52-caef-4b1f-bd3e-9f3d0398cd1d\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.825}}, {\"26845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-07 08:21:58.000000+00:00\", \"2021-08-16 01:09:45.000000+00:00\", \"2020-11-18 20:41:39.000000+00:00\", \"2019-07-07 11:12:09.000000+00:00\"], \"session_ids\": [\"1b642807-8921-4b71-a2d2-b28b918b5977\", \"b41607ff-cb3e-4f59-8487-43a99119acc3\", \"ef1fb543-c4f1-41ec-8762-096efa851b06\", \"e4986001-129f-4bc5-a159-d0a9ec92288e\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}}, {\"96960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-01 20:06:38.000000+00:00\", \"2022-06-13 22:19:42.000000+00:00\", \"2020-12-12 22:00:44.000000+00:00\", \"2019-02-09 19:05:54.000000+00:00\", \"2022-09-08 07:29:04.000000+00:00\"], \"session_ids\": [\"f5e25c7e-f970-4f5c-9842-0061db7fd0fc\", \"21947248-ff38-4554-af40-275994530957\", \"d081f9da-0329-4d1a-95bb-1cd4c62cde69\", \"a2315bd8-8969-4250-8f28-1aa85aed8531\", \"207e0bc7-1144-4b99-82a7-7ce692b72f7f\"], \"total_duration\": 1156.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}}, {\"80807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-28 19:35:02.000000+00:00\", \"2020-06-28 13:39:44.000000+00:00\", \"2019-12-30 21:45:03.000000+00:00\", \"2020-11-03 19:13:40.000000+00:00\", \"2022-06-02 10:35:35.000000+00:00\"], \"session_ids\": [\"4d1c28f9-a9d6-4100-b0ac-6006f6ea1a1a\", \"13dcc8b4-2dbe-4d61-ac98-138aa75a407f\", \"dacb166f-5632-4616-b79e-6e0982698151\", \"5139ccba-9d4e-4f6e-ab0e-21767714e80f\", \"7f7b7bf8-a505-4ac3-beac-18980802d1d2\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.949}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"42917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 01:13:34.000000+00:00\", \"2020-03-15 08:55:30.000000+00:00\"], \"session_ids\": [\"e1139419-c84c-473b-b609-04eb3c24ba60\", \"8c1a5a7e-965c-4c29-91b9-3ec55b4c59e4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"14736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-15 14:24:37.000000+00:00\", \"2019-03-29 18:41:15.000000+00:00\"], \"session_ids\": [\"be241293-ef88-49c1-819f-d6f77eaed453\", \"de7c1e14-352f-4762-9f8a-a80b619ec196\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 34.571}}, {\"5813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-29 08:10:18.000000+00:00\", \"2021-05-03 22:04:35.000000+00:00\"], \"session_ids\": [\"d5f98f80-5541-4f1e-b95d-7e3d391fc594\", \"4baf1bb7-b630-4f57-b52e-1eb4650aada0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.433}}, {\"43840\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-03 06:26:26.000000+00:00\", \"2020-06-01 02:54:09.000000+00:00\"], \"session_ids\": [\"a8d73406-79b0-45d5-854b-b751060cbd37\", \"b61d916b-920e-4bff-a049-8e489029d0bd\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"36158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-21 07:38:40.000000+00:00\", \"2020-04-07 15:17:09.000000+00:00\", \"2022-11-20 07:21:56.000000+00:00\"], \"session_ids\": [\"c5a291fb-1b0b-41dd-9307-3055570c3340\", \"972a19af-d471-4476-b5d6-afc60963d038\", \"ca97ac52-caef-4b1f-bd3e-9f3d0398cd1d\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.825}}, {\"26845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-07 08:21:58.000000+00:00\", \"2021-08-16 01:09:45.000000+00:00\", \"2020-11-18 20:41:39.000000+00:00\", \"2019-07-07 11:12:09.000000+00:00\"], \"session_ids\": [\"1b642807-8921-4b71-a2d2-b28b918b5977\", \"b41607ff-cb3e-4f59-8487-43a99119acc3\", \"ef1fb543-c4f1-41ec-8762-096efa851b06\", \"e4986001-129f-4bc5-a159-d0a9ec92288e\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}}, {\"96960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-01 20:06:38.000000+00:00\", \"2022-06-13 22:19:42.000000+00:00\", \"2020-12-12 22:00:44.000000+00:00\", \"2019-02-09 19:05:54.000000+00:00\", \"2022-09-08 07:29:04.000000+00:00\"], \"session_ids\": [\"f5e25c7e-f970-4f5c-9842-0061db7fd0fc\", \"21947248-ff38-4554-af40-275994530957\", \"d081f9da-0329-4d1a-95bb-1cd4c62cde69\", \"a2315bd8-8969-4250-8f28-1aa85aed8531\", \"207e0bc7-1144-4b99-82a7-7ce692b72f7f\"], \"total_duration\": 1156.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}}]\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[{\"42917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 01:13:34.000000+00:00\", \"2020-03-15 08:55:30.000000+00:00\"], \"session_ids\": [\"e1139419-c84c-473b-b609-04eb3c24ba60\", \"8c1a5a7e-965c-4c29-91b9-3ec55b4c59e4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"14736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-15 14:24:37.000000+00:00\", \"2019-03-29 18:41:15.000000+00:00\"], \"session_ids\": [\"be241293-ef88-49c1-819f-d6f77eaed453\", \"de7c1e14-352f-4762-9f8a-a80b619ec196\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 34.571}}, {\"5813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-29 08:10:18.000000+00:00\", \"2021-05-03 22:04:35.000000+00:00\"], \"session_ids\": [\"d5f98f80-5541-4f1e-b95d-7e3d391fc594\", \"4baf1bb7-b630-4f57-b52e-1eb4650aada0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.433}}, {\"43840\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-03 06:26:26.000000+00:00\", \"2020-06-01 02:54:09.000000+00:00\"], \"session_ids\": [\"a8d73406-79b0-45d5-854b-b751060cbd37\", \"b61d916b-920e-4bff-a049-8e489029d0bd\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"36158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-21 07:38:40.000000+00:00\", \"2020-04-07 15:17:09.000000+00:00\", \"2022-11-20 07:21:56.000000+00:00\"], \"session_ids\": [\"c5a291fb-1b0b-41dd-9307-3055570c3340\", \"972a19af-d471-4476-b5d6-afc60963d038\", \"ca97ac52-caef-4b1f-bd3e-9f3d0398cd1d\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.825}}, {\"26845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-07 08:21:58.000000+00:00\", \"2021-08-16 01:09:45.000000+00:00\", \"2020-11-18 20:41:39.000000+00:00\", \"2019-07-07 11:12:09.000000+00:00\"], \"session_ids\": [\"1b642807-8921-4b71-a2d2-b28b918b5977\", \"b41607ff-cb3e-4f59-8487-43a99119acc3\", \"ef1fb543-c4f1-41ec-8762-096efa851b06\", \"e4986001-129f-4bc5-a159-d0a9ec92288e\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}}, {\"96960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-01 20:06:38.000000+00:00\", \"2022-06-13 22:19:42.000000+00:00\", \"2020-12-12 22:00:44.000000+00:00\", \"2019-02-09 19:05:54.000000+00:00\", \"2022-09-08 07:29:04.000000+00:00\"], \"session_ids\": [\"f5e25c7e-f970-4f5c-9842-0061db7fd0fc\", \"21947248-ff38-4554-af40-275994530957\", \"d081f9da-0329-4d1a-95bb-1cd4c62cde69\", \"a2315bd8-8969-4250-8f28-1aa85aed8531\", \"207e0bc7-1144-4b99-82a7-7ce692b72f7f\"], \"total_duration\": 1156.0, \"total_sessions\": 5, \"mean_week_duration\": 6.182}}]\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 isn't residing in cities Athens, Rome, Hanoi, Toronto, Santo Domingo and in addition implement sorting by overall total sessions in asc order + 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{\"24491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-21 01:35:18.000000+00:00\", \"2021-08-19 13:57:20.000000+00:00\", \"2023-05-27 10:33:32.000000+00:00\"], \"session_ids\": [\"965b77cd-2a7c-4d4d-a58a-af9e76a0f029\", \"d632c4f6-99a5-4004-973b-35609202bfe6\", \"b743c022-19b5-4804-bed6-d8b5de01faee\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 0.72}, \"81798\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-14 10:20:33.000000+00:00\", \"2023-03-03 07:03:04.000000+00:00\", \"2019-07-18 02:00:12.000000+00:00\"], \"session_ids\": [\"3b9c56d1-7c29-4d51-a48b-817507449ed3\", \"2a9d77e7-3452-4aaf-834d-29f31fb1c6ce\", \"f9bf20a1-e756-4b14-a678-fc6630226cd7\"], \"total_duration\": 153.0, \"total_sessions\": 3, \"mean_week_duration\": 0.805}, \"63728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 16:43:41.000000+00:00\", \"2019-06-24 12:36:17.000000+00:00\"], \"session_ids\": [\"d51b4712-7580-4d6f-90b8-5f439331dd83\", \"43874e14-a92c-4e95-8825-37a906fc38e4\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}, \"28893\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-03 00:06:41.000000+00:00\", \"2023-01-30 01:38:48.000000+00:00\"], \"session_ids\": [\"92f4717e-401d-42ad-86e2-1baba43d2777\", \"92450a71-db3b-42a1-bbd5-43740397bb9e\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.217}, \"25345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-10-22 15:16:55.000000+00:00\", \"2021-04-06 02:16:16.000000+00:00\"], \"session_ids\": [\"745b9c3e-edad-4c1c-9d1b-cc12154db158\", \"5d433138-08ae-45ee-8901-198e5410c498\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.618}, \"79767\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-16 00:20:38.000000+00:00\", \"2020-08-01 21:36:04.000000+00:00\", \"2022-02-17 09:50:54.000000+00:00\"], \"session_ids\": [\"cb2d4327-3abf-4d2d-b86e-d75a6fe0d6b1\", \"a1370e13-4958-4944-b8b6-72fba691d1af\", \"89bd2505-66e9-4c75-a217-8e5ea4e3a94d\"], \"total_duration\": 1003.0, \"total_sessions\": 3, \"mean_week_duration\": 12.383}, \"20825\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-07 09:40:03.000000+00:00\", \"2022-02-05 20:17:32.000000+00:00\", \"2019-02-21 09:56:16.000000+00:00\", \"2019-06-27 11:53:52.000000+00:00\"], \"session_ids\": [\"9a6dcdb1-d75a-462d-bce8-b992e462afe1\", \"14406591-b791-4d14-9676-4378a4c423e9\", \"4a94b83f-b6ff-40e0-8308-33479afbe237\", \"a03c3e9a-806e-4108-8cc4-7079ee873df7\"], \"total_duration\": 129.0, \"total_sessions\": 4, \"mean_week_duration\": 0.832}, \"12404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-11 08:36:25.000000+00:00\", \"2019-02-25 22:32:31.000000+00:00\"], \"session_ids\": [\"7548987b-ec1c-441e-b55c-f5fdd1de0b89\", \"b125b0d8-528b-4660-9737-ec1a515de9d4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.109}, \"98488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-10 07:37:50.000000+00:00\", \"2021-01-24 06:00:19.000000+00:00\", \"2022-07-12 21:54:41.000000+00:00\", \"2020-04-24 20:52:41.000000+00:00\", \"2023-06-14 02:00:54.000000+00:00\"], \"session_ids\": [\"60e6a145-b62f-4dcd-8f85-5c50f2a1a939\", \"bd298e69-52eb-4c1b-9f30-f2d3009e0906\", \"a7b170b2-92de-4843-8c92-cb7c83c6837f\", \"d662fa11-10c4-4688-8c26-f8f0c01e108a\", \"7a59e3c5-459d-42ff-83db-89ef0aba4948\"], \"total_duration\": 1791.0, \"total_sessions\": 5, \"mean_week_duration\": 10.921}, \"96413\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-13 05:56:15.000000+00:00\", \"2019-04-09 00:33:53.000000+00:00\"], \"session_ids\": [\"30509002-2d37-4a25-b8d7-926b09026022\", \"251b997b-19df-4a51-99e6-72a3623ff2b1\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 32.857}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Athens, Rome, Hanoi, Toronto, Santo Domingo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Athens\", \"Rome\", \"Hanoi\", \"Toronto\", \"Santo Domingo\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"24491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-21 01:35:18.000000+00:00\", \"2021-08-19 13:57:20.000000+00:00\", \"2023-05-27 10:33:32.000000+00:00\"], \"session_ids\": [\"965b77cd-2a7c-4d4d-a58a-af9e76a0f029\", \"d632c4f6-99a5-4004-973b-35609202bfe6\", \"b743c022-19b5-4804-bed6-d8b5de01faee\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 0.72}, \"81798\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-14 10:20:33.000000+00:00\", \"2023-03-03 07:03:04.000000+00:00\", \"2019-07-18 02:00:12.000000+00:00\"], \"session_ids\": [\"3b9c56d1-7c29-4d51-a48b-817507449ed3\", \"2a9d77e7-3452-4aaf-834d-29f31fb1c6ce\", \"f9bf20a1-e756-4b14-a678-fc6630226cd7\"], \"total_duration\": 153.0, \"total_sessions\": 3, \"mean_week_duration\": 0.805}, \"63728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 16:43:41.000000+00:00\", \"2019-06-24 12:36:17.000000+00:00\"], \"session_ids\": [\"d51b4712-7580-4d6f-90b8-5f439331dd83\", \"43874e14-a92c-4e95-8825-37a906fc38e4\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}, \"28893\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-03 00:06:41.000000+00:00\", \"2023-01-30 01:38:48.000000+00:00\"], \"session_ids\": [\"92f4717e-401d-42ad-86e2-1baba43d2777\", \"92450a71-db3b-42a1-bbd5-43740397bb9e\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.217}, \"25345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-10-22 15:16:55.000000+00:00\", \"2021-04-06 02:16:16.000000+00:00\"], \"session_ids\": [\"745b9c3e-edad-4c1c-9d1b-cc12154db158\", \"5d433138-08ae-45ee-8901-198e5410c498\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.618}, \"79767\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-16 00:20:38.000000+00:00\", \"2020-08-01 21:36:04.000000+00:00\", \"2022-02-17 09:50:54.000000+00:00\"], \"session_ids\": [\"cb2d4327-3abf-4d2d-b86e-d75a6fe0d6b1\", \"a1370e13-4958-4944-b8b6-72fba691d1af\", \"89bd2505-66e9-4c75-a217-8e5ea4e3a94d\"], \"total_duration\": 1003.0, \"total_sessions\": 3, \"mean_week_duration\": 12.383}, \"20825\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-07 09:40:03.000000+00:00\", \"2022-02-05 20:17:32.000000+00:00\", \"2019-02-21 09:56:16.000000+00:00\", \"2019-06-27 11:53:52.000000+00:00\"], \"session_ids\": [\"9a6dcdb1-d75a-462d-bce8-b992e462afe1\", \"14406591-b791-4d14-9676-4378a4c423e9\", \"4a94b83f-b6ff-40e0-8308-33479afbe237\", \"a03c3e9a-806e-4108-8cc4-7079ee873df7\"], \"total_duration\": 129.0, \"total_sessions\": 4, \"mean_week_duration\": 0.832}, \"12404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-11 08:36:25.000000+00:00\", \"2019-02-25 22:32:31.000000+00:00\"], \"session_ids\": [\"7548987b-ec1c-441e-b55c-f5fdd1de0b89\", \"b125b0d8-528b-4660-9737-ec1a515de9d4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.109}, \"98488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-10 07:37:50.000000+00:00\", \"2021-01-24 06:00:19.000000+00:00\", \"2022-07-12 21:54:41.000000+00:00\", \"2020-04-24 20:52:41.000000+00:00\", \"2023-06-14 02:00:54.000000+00:00\"], \"session_ids\": [\"60e6a145-b62f-4dcd-8f85-5c50f2a1a939\", \"bd298e69-52eb-4c1b-9f30-f2d3009e0906\", \"a7b170b2-92de-4843-8c92-cb7c83c6837f\", \"d662fa11-10c4-4688-8c26-f8f0c01e108a\", \"7a59e3c5-459d-42ff-83db-89ef0aba4948\"], \"total_duration\": 1791.0, \"total_sessions\": 5, \"mean_week_duration\": 10.921}, \"96413\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-13 05:56:15.000000+00:00\", \"2019-04-09 00:33:53.000000+00:00\"], \"session_ids\": [\"30509002-2d37-4a25-b8d7-926b09026022\", \"251b997b-19df-4a51-99e6-72a3623ff2b1\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 32.857}}\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[{\"63728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 16:43:41.000000+00:00\", \"2019-06-24 12:36:17.000000+00:00\"], \"session_ids\": [\"d51b4712-7580-4d6f-90b8-5f439331dd83\", \"43874e14-a92c-4e95-8825-37a906fc38e4\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}}, {\"28893\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-03 00:06:41.000000+00:00\", \"2023-01-30 01:38:48.000000+00:00\"], \"session_ids\": [\"92f4717e-401d-42ad-86e2-1baba43d2777\", \"92450a71-db3b-42a1-bbd5-43740397bb9e\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.217}}, {\"25345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-10-22 15:16:55.000000+00:00\", \"2021-04-06 02:16:16.000000+00:00\"], \"session_ids\": [\"745b9c3e-edad-4c1c-9d1b-cc12154db158\", \"5d433138-08ae-45ee-8901-198e5410c498\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.618}}, {\"12404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-11 08:36:25.000000+00:00\", \"2019-02-25 22:32:31.000000+00:00\"], \"session_ids\": [\"7548987b-ec1c-441e-b55c-f5fdd1de0b89\", \"b125b0d8-528b-4660-9737-ec1a515de9d4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.109}}, {\"96413\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-13 05:56:15.000000+00:00\", \"2019-04-09 00:33:53.000000+00:00\"], \"session_ids\": [\"30509002-2d37-4a25-b8d7-926b09026022\", \"251b997b-19df-4a51-99e6-72a3623ff2b1\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 32.857}}, {\"24491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-21 01:35:18.000000+00:00\", \"2021-08-19 13:57:20.000000+00:00\", \"2023-05-27 10:33:32.000000+00:00\"], \"session_ids\": [\"965b77cd-2a7c-4d4d-a58a-af9e76a0f029\", \"d632c4f6-99a5-4004-973b-35609202bfe6\", \"b743c022-19b5-4804-bed6-d8b5de01faee\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 0.72}}, {\"81798\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-14 10:20:33.000000+00:00\", \"2023-03-03 07:03:04.000000+00:00\", \"2019-07-18 02:00:12.000000+00:00\"], \"session_ids\": [\"3b9c56d1-7c29-4d51-a48b-817507449ed3\", \"2a9d77e7-3452-4aaf-834d-29f31fb1c6ce\", \"f9bf20a1-e756-4b14-a678-fc6630226cd7\"], \"total_duration\": 153.0, \"total_sessions\": 3, \"mean_week_duration\": 0.805}}, {\"79767\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-16 00:20:38.000000+00:00\", \"2020-08-01 21:36:04.000000+00:00\", \"2022-02-17 09:50:54.000000+00:00\"], \"session_ids\": [\"cb2d4327-3abf-4d2d-b86e-d75a6fe0d6b1\", \"a1370e13-4958-4944-b8b6-72fba691d1af\", \"89bd2505-66e9-4c75-a217-8e5ea4e3a94d\"], \"total_duration\": 1003.0, \"total_sessions\": 3, \"mean_week_duration\": 12.383}}, {\"20825\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-07 09:40:03.000000+00:00\", \"2022-02-05 20:17:32.000000+00:00\", \"2019-02-21 09:56:16.000000+00:00\", \"2019-06-27 11:53:52.000000+00:00\"], \"session_ids\": [\"9a6dcdb1-d75a-462d-bce8-b992e462afe1\", \"14406591-b791-4d14-9676-4378a4c423e9\", \"4a94b83f-b6ff-40e0-8308-33479afbe237\", \"a03c3e9a-806e-4108-8cc4-7079ee873df7\"], \"total_duration\": 129.0, \"total_sessions\": 4, \"mean_week_duration\": 0.832}}, {\"98488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-10 07:37:50.000000+00:00\", \"2021-01-24 06:00:19.000000+00:00\", \"2022-07-12 21:54:41.000000+00:00\", \"2020-04-24 20:52:41.000000+00:00\", \"2023-06-14 02:00:54.000000+00:00\"], \"session_ids\": [\"60e6a145-b62f-4dcd-8f85-5c50f2a1a939\", \"bd298e69-52eb-4c1b-9f30-f2d3009e0906\", \"a7b170b2-92de-4843-8c92-cb7c83c6837f\", \"d662fa11-10c4-4688-8c26-f8f0c01e108a\", \"7a59e3c5-459d-42ff-83db-89ef0aba4948\"], \"total_duration\": 1791.0, \"total_sessions\": 5, \"mean_week_duration\": 10.921}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 3 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"63728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 16:43:41.000000+00:00\", \"2019-06-24 12:36:17.000000+00:00\"], \"session_ids\": [\"d51b4712-7580-4d6f-90b8-5f439331dd83\", \"43874e14-a92c-4e95-8825-37a906fc38e4\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}}, {\"28893\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-03 00:06:41.000000+00:00\", \"2023-01-30 01:38:48.000000+00:00\"], \"session_ids\": [\"92f4717e-401d-42ad-86e2-1baba43d2777\", \"92450a71-db3b-42a1-bbd5-43740397bb9e\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.217}}, {\"25345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-10-22 15:16:55.000000+00:00\", \"2021-04-06 02:16:16.000000+00:00\"], \"session_ids\": [\"745b9c3e-edad-4c1c-9d1b-cc12154db158\", \"5d433138-08ae-45ee-8901-198e5410c498\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.618}}]\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[{\"63728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 16:43:41.000000+00:00\", \"2019-06-24 12:36:17.000000+00:00\"], \"session_ids\": [\"d51b4712-7580-4d6f-90b8-5f439331dd83\", \"43874e14-a92c-4e95-8825-37a906fc38e4\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.483}}, {\"28893\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-03 00:06:41.000000+00:00\", \"2023-01-30 01:38:48.000000+00:00\"], \"session_ids\": [\"92f4717e-401d-42ad-86e2-1baba43d2777\", \"92450a71-db3b-42a1-bbd5-43740397bb9e\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.217}}, {\"25345\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-10-22 15:16:55.000000+00:00\", \"2021-04-06 02:16:16.000000+00:00\"], \"session_ids\": [\"745b9c3e-edad-4c1c-9d1b-cc12154db158\", \"5d433138-08ae-45ee-8901-198e5410c498\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.618}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about 7 users who are currently living in cities Rio de Janeiro, Beijing, Jakarta, Tokyo, Zurich, Warsaw , and do sorting by total sessions form the lowest value to the highest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"78857\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-10-23 01:28:51.000000+00:00\", \"2019-10-24 03:37:10.000000+00:00\", \"2022-01-06 10:33:29.000000+00:00\"], \"session_ids\": [\"381abade-fe21-4cd5-83c3-21150a5f0035\", \"1c834377-4b50-4c51-befc-84b90f3276b3\", \"760405d8-0a2c-49ed-9115-0e7ea4732536\"], \"total_duration\": 644.0, \"total_sessions\": 3, \"mean_week_duration\": 5.6}, \"57746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-01 03:55:49.000000+00:00\", \"2021-02-26 11:17:22.000000+00:00\"], \"session_ids\": [\"bad26015-1846-4f10-9be3-773bc33b4860\", \"c08baa8b-1888-48c3-96dc-bc0968cf69d9\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 6.2}, \"12154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-24 02:05:59.000000+00:00\", \"2020-04-28 17:49:58.000000+00:00\", \"2019-12-02 21:51:16.000000+00:00\"], \"session_ids\": [\"c6145cc9-888e-4eca-a451-7759b9f4293f\", \"367bcbd0-4812-4f8a-8992-c783bdfb08c7\", \"88f7e5c6-eae2-4791-b5b1-a7abddd496d6\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 1.476}, \"30903\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-20 05:17:14.000000+00:00\", \"2019-04-15 11:42:30.000000+00:00\"], \"session_ids\": [\"d8034d11-6c9a-48ec-93fe-77c4a07288ce\", \"f3ee4e17-2a19-4e70-a912-d067f1bfd632\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}, \"5123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-11-19 14:16:45.000000+00:00\", \"2022-06-09 11:06:15.000000+00:00\"], \"session_ids\": [\"a81414c8-2ab4-4406-b1c4-248acbb7440c\", \"179a7ce6-e908-4ced-ae6b-5896f9330564\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 3.517}, \"5565\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-30 05:09:20.000000+00:00\", \"2021-06-05 18:08:39.000000+00:00\"], \"session_ids\": [\"35b51f25-c5ec-42d8-bcd9-41df889dbe5d\", \"8dd17aa2-54fe-4657-b4a2-99cd71bf1895\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.165}, \"81759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-10 12:32:15.000000+00:00\", \"2023-03-24 00:34:41.000000+00:00\"], \"session_ids\": [\"683641d1-5892-4fee-a000-4535f42239bb\", \"ce899eaf-189f-424e-8f0b-c5c58d86dd20\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.269}, \"2911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-10-07 18:38:33.000000+00:00\", \"2022-12-12 18:45:56.000000+00:00\", \"2019-05-19 11:44:21.000000+00:00\", \"2020-02-02 23:04:45.000000+00:00\"], \"session_ids\": [\"337fe18a-6771-4bfb-9d84-0579ed25a7f8\", \"f877ac3a-f66c-42b5-b06d-7cfe5cc93405\", \"f2a28d7c-d194-4573-9c5d-dc276bbcf413\", \"3c3010c3-9730-423a-a730-677a3c70fce6\"], \"total_duration\": 86.0, \"total_sessions\": 4, \"mean_week_duration\": 0.46}, \"92063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-21 12:08:15.000000+00:00\", \"2022-08-05 07:13:48.000000+00:00\"], \"session_ids\": [\"de37d6d0-59e8-4d6d-bdb1-fe4b635eb444\", \"edce1e1b-a7bd-4de3-b73e-5075c7a8a5d9\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 1.355}, \"56872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-17 19:26:29.000000+00:00\", \"2021-10-15 17:49:11.000000+00:00\"], \"session_ids\": [\"51b691be-30f2-4a69-bde8-572a63320e7a\", \"15c399ab-72ba-495a-b695-c2b28d758a14\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 2.455}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Rio de Janeiro, Beijing, Jakarta, Tokyo, Zurich, Warsaw"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Rio de Janeiro\", \"Beijing\", \"Jakarta\", \"Tokyo\", \"Zurich\", \"Warsaw\"]]}}}\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": "Tell me about 7 users who hold the bottom position in sessions total , and carry out sorting by overall duration of sessions per week in descending order + show me only 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41310\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-12 06:04:55.000000+00:00\", \"2022-06-29 06:46:13.000000+00:00\"], \"session_ids\": [\"5a8b5e5e-86f0-4423-9b49-3c3a0c5b314f\", \"59298eec-e4a6-43fe-a634-730752213e58\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.651}, \"25715\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-24 01:13:38.000000+00:00\", \"2021-08-18 06:38:24.000000+00:00\", \"2021-08-22 01:47:48.000000+00:00\", \"2021-08-08 02:49:32.000000+00:00\", \"2021-07-03 09:22:20.000000+00:00\", \"2021-11-24 03:32:11.000000+00:00\", \"2020-09-20 23:04:49.000000+00:00\", \"2019-11-30 19:25:33.000000+00:00\", \"2019-10-11 15:32:52.000000+00:00\"], \"session_ids\": [\"e933e040-aad4-46e8-922c-aed4a8a7c2d9\", \"b519468c-08e5-4e76-858f-83a032982ef5\", \"a99354fa-eb3a-4030-b8a9-e039928502fe\", \"687655da-61bd-4a9f-8190-0744f5f6a2bc\", \"e7a32db5-4816-4142-84a4-8e70393cdeb5\", \"c33c4d79-ec9a-472e-91d8-777668af0ab9\", \"a0e81d64-ec25-46e9-b5f4-2cff0f160425\", \"3f9059fc-fd69-4774-85e9-adbd011eadb6\", \"d789f1a8-e0bb-4f92-ad30-dcfd2fd2f0de\"], \"total_duration\": 10312.0, \"total_sessions\": 9, \"mean_week_duration\": 92.901}, \"19606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-11 09:19:10.000000+00:00\", \"2019-11-13 07:56:31.000000+00:00\", \"2021-11-25 13:24:44.000000+00:00\", \"2019-12-17 22:50:39.000000+00:00\"], \"session_ids\": [\"894d2019-b30b-469d-a7fe-4a3f72097bbc\", \"54114f7e-4d92-4714-9055-1d6c6ed91916\", \"9e95df09-7c98-4a97-9cc4-90facc621d5d\", \"534d9cab-845e-4692-84ab-8e502ee41de7\"], \"total_duration\": 464.0, \"total_sessions\": 4, \"mean_week_duration\": 2.536}, \"42126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-27 07:33:06.000000+00:00\", \"2020-02-08 18:06:34.000000+00:00\"], \"session_ids\": [\"697e8ef3-5d83-40b1-8ba2-edefe33ce979\", \"a5136a9a-463b-4539-8286-bf58c093ce19\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 5.756}, \"18409\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-03 04:10:27.000000+00:00\", \"2019-06-17 12:52:59.000000+00:00\"], \"session_ids\": [\"0ec068e4-d0d9-462f-8705-c9524b931e8e\", \"5bfa9ad1-c080-4dae-a997-b36fad49b705\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 4.375}, \"1575\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 06:39:14.000000+00:00\", \"2020-05-23 14:13:47.000000+00:00\"], \"session_ids\": [\"611a8adf-e9cc-48dc-9a17-ba47fea82fdf\", \"f34bfe16-42a9-4a01-82b1-a9e18cae12b2\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.74}, \"87465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-05 14:27:02.000000+00:00\", \"2021-10-07 23:33:08.000000+00:00\"], \"session_ids\": [\"316765ca-bdfe-4597-ac98-848472c33f76\", \"b0e03c5f-c263-4fe3-87fe-2a32468c3305\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 9.604}, \"25806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-05 09:51:13.000000+00:00\", \"2021-07-27 14:16:35.000000+00:00\"], \"session_ids\": [\"41446877-955f-4348-bce0-712982ed4e2b\", \"a739a04c-802e-4732-a617-51c49e9f94b4\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}, \"81425\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-30 13:09:23.000000+00:00\", \"2021-05-16 19:58:10.000000+00:00\"], \"session_ids\": [\"677062ab-8e90-4299-b8cf-26423e8a9bec\", \"0493a94f-dcfa-4dd6-841a-351d3d7e1ccd\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}, \"67662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-11-14 12:05:08.000000+00:00\", \"2020-11-29 09:38:20.000000+00:00\"], \"session_ids\": [\"7ae4e8a4-9955-43b1-a37d-ac3bc9825719\", \"84492d32-6d94-4b29-92c6-dcf1775b5e69\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 3.272}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 7 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 7}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"41310\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-12 06:04:55.000000+00:00\", \"2022-06-29 06:46:13.000000+00:00\"], \"session_ids\": [\"5a8b5e5e-86f0-4423-9b49-3c3a0c5b314f\", \"59298eec-e4a6-43fe-a634-730752213e58\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.651}}, {\"42126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-27 07:33:06.000000+00:00\", \"2020-02-08 18:06:34.000000+00:00\"], \"session_ids\": [\"697e8ef3-5d83-40b1-8ba2-edefe33ce979\", \"a5136a9a-463b-4539-8286-bf58c093ce19\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 5.756}}, {\"18409\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-03 04:10:27.000000+00:00\", \"2019-06-17 12:52:59.000000+00:00\"], \"session_ids\": [\"0ec068e4-d0d9-462f-8705-c9524b931e8e\", \"5bfa9ad1-c080-4dae-a997-b36fad49b705\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 4.375}}, {\"1575\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 06:39:14.000000+00:00\", \"2020-05-23 14:13:47.000000+00:00\"], \"session_ids\": [\"611a8adf-e9cc-48dc-9a17-ba47fea82fdf\", \"f34bfe16-42a9-4a01-82b1-a9e18cae12b2\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.74}}, {\"87465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-05 14:27:02.000000+00:00\", \"2021-10-07 23:33:08.000000+00:00\"], \"session_ids\": [\"316765ca-bdfe-4597-ac98-848472c33f76\", \"b0e03c5f-c263-4fe3-87fe-2a32468c3305\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 9.604}}, {\"25806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-05 09:51:13.000000+00:00\", \"2021-07-27 14:16:35.000000+00:00\"], \"session_ids\": [\"41446877-955f-4348-bce0-712982ed4e2b\", \"a739a04c-802e-4732-a617-51c49e9f94b4\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}}, {\"81425\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-30 13:09:23.000000+00:00\", \"2021-05-16 19:58:10.000000+00:00\"], \"session_ids\": [\"677062ab-8e90-4299-b8cf-26423e8a9bec\", \"0493a94f-dcfa-4dd6-841a-351d3d7e1ccd\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-05 09:51:13.000000+00:00\", \"2021-07-27 14:16:35.000000+00:00\"], \"session_ids\": [\"41446877-955f-4348-bce0-712982ed4e2b\", \"a739a04c-802e-4732-a617-51c49e9f94b4\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}}, {\"87465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-05 14:27:02.000000+00:00\", \"2021-10-07 23:33:08.000000+00:00\"], \"session_ids\": [\"316765ca-bdfe-4597-ac98-848472c33f76\", \"b0e03c5f-c263-4fe3-87fe-2a32468c3305\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 9.604}}, {\"42126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-27 07:33:06.000000+00:00\", \"2020-02-08 18:06:34.000000+00:00\"], \"session_ids\": [\"697e8ef3-5d83-40b1-8ba2-edefe33ce979\", \"a5136a9a-463b-4539-8286-bf58c093ce19\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 5.756}}, {\"18409\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-03 04:10:27.000000+00:00\", \"2019-06-17 12:52:59.000000+00:00\"], \"session_ids\": [\"0ec068e4-d0d9-462f-8705-c9524b931e8e\", \"5bfa9ad1-c080-4dae-a997-b36fad49b705\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 4.375}}, {\"1575\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 06:39:14.000000+00:00\", \"2020-05-23 14:13:47.000000+00:00\"], \"session_ids\": [\"611a8adf-e9cc-48dc-9a17-ba47fea82fdf\", \"f34bfe16-42a9-4a01-82b1-a9e18cae12b2\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.74}}, {\"81425\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-30 13:09:23.000000+00:00\", \"2021-05-16 19:58:10.000000+00:00\"], \"session_ids\": [\"677062ab-8e90-4299-b8cf-26423e8a9bec\", \"0493a94f-dcfa-4dd6-841a-351d3d7e1ccd\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}}, {\"41310\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-12 06:04:55.000000+00:00\", \"2022-06-29 06:46:13.000000+00:00\"], \"session_ids\": [\"5a8b5e5e-86f0-4423-9b49-3c3a0c5b314f\", \"59298eec-e4a6-43fe-a634-730752213e58\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.651}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 3 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-05 09:51:13.000000+00:00\", \"2021-07-27 14:16:35.000000+00:00\"], \"session_ids\": [\"41446877-955f-4348-bce0-712982ed4e2b\", \"a739a04c-802e-4732-a617-51c49e9f94b4\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}}, {\"87465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-05 14:27:02.000000+00:00\", \"2021-10-07 23:33:08.000000+00:00\"], \"session_ids\": [\"316765ca-bdfe-4597-ac98-848472c33f76\", \"b0e03c5f-c263-4fe3-87fe-2a32468c3305\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 9.604}}, {\"42126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-27 07:33:06.000000+00:00\", \"2020-02-08 18:06:34.000000+00:00\"], \"session_ids\": [\"697e8ef3-5d83-40b1-8ba2-edefe33ce979\", \"a5136a9a-463b-4539-8286-bf58c093ce19\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 5.756}}]\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[{\"25806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-05 09:51:13.000000+00:00\", \"2021-07-27 14:16:35.000000+00:00\"], \"session_ids\": [\"41446877-955f-4348-bce0-712982ed4e2b\", \"a739a04c-802e-4732-a617-51c49e9f94b4\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}}, {\"87465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-05 14:27:02.000000+00:00\", \"2021-10-07 23:33:08.000000+00:00\"], \"session_ids\": [\"316765ca-bdfe-4597-ac98-848472c33f76\", \"b0e03c5f-c263-4fe3-87fe-2a32468c3305\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 9.604}}, {\"42126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-27 07:33:06.000000+00:00\", \"2020-02-08 18:06:34.000000+00:00\"], \"session_ids\": [\"697e8ef3-5d83-40b1-8ba2-edefe33ce979\", \"a5136a9a-463b-4539-8286-bf58c093ce19\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 5.756}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into user whose time spent on the site is greater than 163 inclusively + apply sorting by urban center name in ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-11 21:14:26.000000+00:00\", \"2023-04-12 03:12:00.000000+00:00\", \"2021-08-18 07:28:47.000000+00:00\"], \"session_ids\": [\"ee6a6fde-cd88-476c-8ece-580b715ca404\", \"4e067f08-01c3-444b-8e97-bbfe3f1f5dce\", \"56fc33c0-b5a8-4b28-8260-ab3ce2cd423a\"], \"total_duration\": 928.0, \"total_sessions\": 3, \"mean_week_duration\": 10.791}, \"81373\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-21 07:51:23.000000+00:00\", \"2021-09-12 01:50:45.000000+00:00\"], \"session_ids\": [\"bf716c1a-b73c-489a-af53-154f246c0fdf\", \"1b5d124f-cccc-4985-8509-eca6c5a56186\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.247}, \"62927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-19 05:55:07.000000+00:00\", \"2022-05-04 06:44:55.000000+00:00\"], \"session_ids\": [\"b478d61f-22fd-4a86-bbeb-d03d4b5a7a26\", \"d4a2ff22-74c7-468d-8a2b-b9e889f91105\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 3.815}, \"47674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-06 17:53:21.000000+00:00\", \"2023-01-16 22:36:31.000000+00:00\"], \"session_ids\": [\"4dc39a17-76b0-468f-884b-375e37c457a4\", \"21237aa6-3d5d-4e63-b8eb-770b9866af48\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.837}, \"50558\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-30 18:03:17.000000+00:00\", \"2020-05-25 13:43:47.000000+00:00\", \"2021-12-03 08:29:33.000000+00:00\", \"2022-04-21 03:57:21.000000+00:00\", \"2020-02-27 13:25:45.000000+00:00\", \"2021-11-03 17:54:13.000000+00:00\", \"2023-05-19 12:13:02.000000+00:00\"], \"session_ids\": [\"2aec04c1-6697-4c40-a841-28583b79ee56\", \"4d99a030-7669-407e-8de0-80b40990c475\", \"a798876b-b0e4-4247-8bf5-83b37714bde7\", \"14558f9e-a2e6-485d-9aae-016485812bf2\", \"b901c5b4-61df-4d00-b84e-43617b38e556\", \"56f278bb-f757-4db7-a89a-068c0829d1bb\", \"853f5d68-26b6-4762-835f-ac63df30e0cf\"], \"total_duration\": 1851.0, \"total_sessions\": 7, \"mean_week_duration\": 11.018}, \"64528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-08-14 10:03:41.000000+00:00\", \"2020-12-15 00:46:26.000000+00:00\"], \"session_ids\": [\"61d0be69-8291-4235-a5b6-80aa4334e3f3\", \"b39a9aac-dc74-4ef5-877c-a53091f17b35\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 4.943}, \"59985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-15 08:00:19.000000+00:00\", \"2021-12-25 19:07:31.000000+00:00\"], \"session_ids\": [\"3d8deb14-9d6f-4c4b-b3c2-7b13cce8e7ad\", \"7b8d64ee-7f0c-46cf-8e0e-e48276508f94\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.221}, \"95237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-02 13:04:52.000000+00:00\", \"2020-10-24 07:54:13.000000+00:00\"], \"session_ids\": [\"25d4a948-dd7a-4f78-8342-94a20a327b22\", \"0036acc8-f152-44f7-b84c-8cc1dfced2ad\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 10.72}, \"63258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-21 11:35:45.000000+00:00\", \"2022-05-11 23:38:10.000000+00:00\"], \"session_ids\": [\"b5996f72-9e2f-4e6f-bda3-0ab47f626bbf\", \"d53bdd23-dadf-404b-bc5e-cd53e70b392a\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}, \"74585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-25 01:12:44.000000+00:00\", \"2020-02-21 11:59:34.000000+00:00\"], \"session_ids\": [\"fc3369ea-910b-42bc-b4fd-da4c6fcc4c05\", \"02846ab2-32d3-45da-af01-8ff82ea398d2\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.178}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 163"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[163, 2526]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-11 21:14:26.000000+00:00\", \"2023-04-12 03:12:00.000000+00:00\", \"2021-08-18 07:28:47.000000+00:00\"], \"session_ids\": [\"ee6a6fde-cd88-476c-8ece-580b715ca404\", \"4e067f08-01c3-444b-8e97-bbfe3f1f5dce\", \"56fc33c0-b5a8-4b28-8260-ab3ce2cd423a\"], \"total_duration\": 928.0, \"total_sessions\": 3, \"mean_week_duration\": 10.791}, \"62927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-19 05:55:07.000000+00:00\", \"2022-05-04 06:44:55.000000+00:00\"], \"session_ids\": [\"b478d61f-22fd-4a86-bbeb-d03d4b5a7a26\", \"d4a2ff22-74c7-468d-8a2b-b9e889f91105\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 3.815}, \"50558\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-30 18:03:17.000000+00:00\", \"2020-05-25 13:43:47.000000+00:00\", \"2021-12-03 08:29:33.000000+00:00\", \"2022-04-21 03:57:21.000000+00:00\", \"2020-02-27 13:25:45.000000+00:00\", \"2021-11-03 17:54:13.000000+00:00\", \"2023-05-19 12:13:02.000000+00:00\"], \"session_ids\": [\"2aec04c1-6697-4c40-a841-28583b79ee56\", \"4d99a030-7669-407e-8de0-80b40990c475\", \"a798876b-b0e4-4247-8bf5-83b37714bde7\", \"14558f9e-a2e6-485d-9aae-016485812bf2\", \"b901c5b4-61df-4d00-b84e-43617b38e556\", \"56f278bb-f757-4db7-a89a-068c0829d1bb\", \"853f5d68-26b6-4762-835f-ac63df30e0cf\"], \"total_duration\": 1851.0, \"total_sessions\": 7, \"mean_week_duration\": 11.018}, \"64528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-08-14 10:03:41.000000+00:00\", \"2020-12-15 00:46:26.000000+00:00\"], \"session_ids\": [\"61d0be69-8291-4235-a5b6-80aa4334e3f3\", \"b39a9aac-dc74-4ef5-877c-a53091f17b35\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 4.943}, \"95237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-02 13:04:52.000000+00:00\", \"2020-10-24 07:54:13.000000+00:00\"], \"session_ids\": [\"25d4a948-dd7a-4f78-8342-94a20a327b22\", \"0036acc8-f152-44f7-b84c-8cc1dfced2ad\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 10.72}, \"63258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-21 11:35:45.000000+00:00\", \"2022-05-11 23:38:10.000000+00:00\"], \"session_ids\": [\"b5996f72-9e2f-4e6f-bda3-0ab47f626bbf\", \"d53bdd23-dadf-404b-bc5e-cd53e70b392a\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}}\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[{\"63258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-21 11:35:45.000000+00:00\", \"2022-05-11 23:38:10.000000+00:00\"], \"session_ids\": [\"b5996f72-9e2f-4e6f-bda3-0ab47f626bbf\", \"d53bdd23-dadf-404b-bc5e-cd53e70b392a\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}}, {\"64528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-08-14 10:03:41.000000+00:00\", \"2020-12-15 00:46:26.000000+00:00\"], \"session_ids\": [\"61d0be69-8291-4235-a5b6-80aa4334e3f3\", \"b39a9aac-dc74-4ef5-877c-a53091f17b35\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 4.943}}, {\"95237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-02 13:04:52.000000+00:00\", \"2020-10-24 07:54:13.000000+00:00\"], \"session_ids\": [\"25d4a948-dd7a-4f78-8342-94a20a327b22\", \"0036acc8-f152-44f7-b84c-8cc1dfced2ad\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 10.72}}, {\"16609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-11 21:14:26.000000+00:00\", \"2023-04-12 03:12:00.000000+00:00\", \"2021-08-18 07:28:47.000000+00:00\"], \"session_ids\": [\"ee6a6fde-cd88-476c-8ece-580b715ca404\", \"4e067f08-01c3-444b-8e97-bbfe3f1f5dce\", \"56fc33c0-b5a8-4b28-8260-ab3ce2cd423a\"], \"total_duration\": 928.0, \"total_sessions\": 3, \"mean_week_duration\": 10.791}}, {\"62927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-19 05:55:07.000000+00:00\", \"2022-05-04 06:44:55.000000+00:00\"], \"session_ids\": [\"b478d61f-22fd-4a86-bbeb-d03d4b5a7a26\", \"d4a2ff22-74c7-468d-8a2b-b9e889f91105\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 3.815}}, {\"50558\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-30 18:03:17.000000+00:00\", \"2020-05-25 13:43:47.000000+00:00\", \"2021-12-03 08:29:33.000000+00:00\", \"2022-04-21 03:57:21.000000+00:00\", \"2020-02-27 13:25:45.000000+00:00\", \"2021-11-03 17:54:13.000000+00:00\", \"2023-05-19 12:13:02.000000+00:00\"], \"session_ids\": [\"2aec04c1-6697-4c40-a841-28583b79ee56\", \"4d99a030-7669-407e-8de0-80b40990c475\", \"a798876b-b0e4-4247-8bf5-83b37714bde7\", \"14558f9e-a2e6-485d-9aae-016485812bf2\", \"b901c5b4-61df-4d00-b84e-43617b38e556\", \"56f278bb-f757-4db7-a89a-068c0829d1bb\", \"853f5d68-26b6-4762-835f-ac63df30e0cf\"], \"total_duration\": 1851.0, \"total_sessions\": 7, \"mean_week_duration\": 11.018}}]\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[{\"63258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-21 11:35:45.000000+00:00\", \"2022-05-11 23:38:10.000000+00:00\"], \"session_ids\": [\"b5996f72-9e2f-4e6f-bda3-0ab47f626bbf\", \"d53bdd23-dadf-404b-bc5e-cd53e70b392a\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}}]\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[{\"63258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-21 11:35:45.000000+00:00\", \"2022-05-11 23:38:10.000000+00:00\"], \"session_ids\": [\"b5996f72-9e2f-4e6f-bda3-0ab47f626bbf\", \"d53bdd23-dadf-404b-bc5e-cd53e70b392a\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Can you give me information regarding users who are inhabitants of cities Hanoi, Copenhagen, Bangkok, Belize City, Mexico City, Guatemala City, New Delhi as well as sort by all sessions quantity form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"7121\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-16 20:50:07.000000+00:00\", \"2021-04-25 06:52:41.000000+00:00\", \"2020-12-20 10:05:04.000000+00:00\", \"2021-06-21 16:05:02.000000+00:00\", \"2020-10-02 02:28:24.000000+00:00\", \"2019-06-26 19:03:58.000000+00:00\", \"2020-08-10 05:44:44.000000+00:00\", \"2021-05-20 11:10:44.000000+00:00\", \"2021-06-17 02:22:48.000000+00:00\", \"2021-06-30 17:37:27.000000+00:00\"], \"session_ids\": [\"855da25a-2525-4da6-958e-830176e24731\", \"417aabc0-5a94-43d6-af51-1f23e24adeaa\", \"0332b560-6112-4d16-9d3b-ea7a5133eb62\", \"a4685ec8-6897-4f59-af04-7339255e1252\", \"b83e5392-0b54-41a6-9b94-73183b8047e2\", \"6c490317-f4b6-4b73-b6b8-7fb72efd50c0\", \"8a26f801-bc0b-4912-a3fa-5d75c20cbc94\", \"902f4609-a79b-4929-8ad1-f9141da9df26\", \"9960488c-4e63-4b6c-a020-039cec5feefd\", \"b206c958-a144-4097-95eb-09012839bca9\"], \"total_duration\": 2113.0, \"total_sessions\": 10, \"mean_week_duration\": 20.124}, \"10145\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-18 03:29:57.000000+00:00\", \"2022-02-24 06:06:48.000000+00:00\", \"2020-03-28 13:57:52.000000+00:00\"], \"session_ids\": [\"85c9476b-b292-49d3-a8fd-31e08fa9f191\", \"ddf4710d-1c08-48ed-abc1-b1acc7636fb2\", \"052d867f-e9db-4c80-913a-51bc61d3857c\"], \"total_duration\": 280.0, \"total_sessions\": 3, \"mean_week_duration\": 2.8}, \"27748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-05 20:02:10.000000+00:00\", \"2020-03-31 09:57:46.000000+00:00\", \"2023-03-06 16:58:37.000000+00:00\"], \"session_ids\": [\"1c60de04-e3fb-4be6-b0da-266629339a0a\", \"c01cc94d-2515-45de-93ec-f274b4e59055\", \"5095f863-6270-44d7-aaa5-aa80d025ac1a\"], \"total_duration\": 63.0, \"total_sessions\": 3, \"mean_week_duration\": 0.412}, \"69402\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-09 04:20:29.000000+00:00\", \"2022-07-15 20:50:16.000000+00:00\", \"2019-05-20 07:30:28.000000+00:00\", \"2021-08-26 22:01:12.000000+00:00\", \"2019-06-05 00:32:35.000000+00:00\", \"2021-10-15 04:26:56.000000+00:00\", \"2022-10-03 02:31:29.000000+00:00\"], \"session_ids\": [\"a4fbe6a7-3e5d-4068-b40a-cf4485d8e805\", \"7a63a7a1-e812-428f-be58-4a2e21e56262\", \"d9779fe4-12bd-4864-b1f9-5f7f8720581d\", \"6acce7e6-4dbd-40f5-ad5d-e05a9d76994c\", \"0fae98b5-6165-4593-b86f-9dd67843e316\", \"5245487f-1c34-48d6-be9b-0f1390d99bd5\", \"2968ca92-7b2e-4eb5-9dfa-bff0283aed8c\"], \"total_duration\": 3453.0, \"total_sessions\": 7, \"mean_week_duration\": 19.619}, \"18989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-03-07 05:59:40.000000+00:00\", \"2019-09-28 19:18:48.000000+00:00\", \"2020-07-28 05:16:34.000000+00:00\"], \"session_ids\": [\"07a11d76-976c-42da-8952-d281cdbc45c3\", \"7888eb15-9eb4-4f29-a453-8e7d93b2a766\", \"832cf6fe-1eb2-4efb-ab05-6610b9e1c1b6\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 2.045}, \"8113\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-08-03 09:19:20.000000+00:00\", \"2020-08-17 13:28:03.000000+00:00\"], \"session_ids\": [\"d13d270a-b352-4139-abab-3a11bbbea577\", \"9e25023a-ffd0-4373-91e0-1f6dbfb60e15\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.36}, \"61649\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-26 20:40:49.000000+00:00\", \"2019-02-12 16:06:28.000000+00:00\", \"2020-09-03 00:05:19.000000+00:00\", \"2019-06-18 22:46:34.000000+00:00\", \"2020-10-27 05:48:25.000000+00:00\", \"2023-01-26 01:10:08.000000+00:00\", \"2020-03-12 04:53:05.000000+00:00\", \"2023-05-19 06:35:57.000000+00:00\"], \"session_ids\": [\"7fff1d11-d780-442f-8be8-3e1a0975d7de\", \"5deadb0c-04a1-48cb-b4ed-86adbed3beae\", \"b2a7d2be-8898-4c8a-8a18-44a8b5d0a765\", \"9557d31d-afe4-4ae8-bf0a-45a7a5be70f6\", \"5b494d4d-e2c2-41c8-a8b6-45aad5a49666\", \"171c1f2b-27af-42fe-bdfa-6597d790694a\", \"31ff6711-f341-4a90-b065-a3768fde6162\", \"6a693239-75af-4399-9704-27bbbbddc369\"], \"total_duration\": 1427.0, \"total_sessions\": 8, \"mean_week_duration\": 6.399}, \"82906\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-21 05:00:10.000000+00:00\", \"2019-02-12 04:24:55.000000+00:00\"], \"session_ids\": [\"d37aa168-e918-4a69-9f3f-0db68168c869\", \"4c142962-0546-468b-b0c6-8374a3ccf6f2\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 7.688}, \"19628\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-06-23 15:45:26.000000+00:00\", \"2020-02-10 15:53:42.000000+00:00\", \"2022-12-22 09:59:06.000000+00:00\"], \"session_ids\": [\"ae63cf59-ef84-462d-9f6c-421bf8f158ac\", \"eb257bab-38ed-41ff-b9b7-fdd5f5631142\", \"feb37cd8-d3c3-4987-b5d3-4b45aca4502c\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.3}, \"94862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-10 09:39:56.000000+00:00\", \"2019-07-04 17:27:36.000000+00:00\"], \"session_ids\": [\"070ad0e0-f0fc-4952-ac40-f61dd816ea72\", \"01c22d7d-3d2e-4f9c-9a33-b9633ef93973\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.697}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Hanoi, Copenhagen, Bangkok, Belize City, Mexico City, Guatemala City, New Delhi"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Hanoi\", \"Copenhagen\", \"Bangkok\", \"Belize City\", \"Mexico City\", \"Guatemala City\", \"New Delhi\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"27748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-05 20:02:10.000000+00:00\", \"2020-03-31 09:57:46.000000+00:00\", \"2023-03-06 16:58:37.000000+00:00\"], \"session_ids\": [\"1c60de04-e3fb-4be6-b0da-266629339a0a\", \"c01cc94d-2515-45de-93ec-f274b4e59055\", \"5095f863-6270-44d7-aaa5-aa80d025ac1a\"], \"total_duration\": 63.0, \"total_sessions\": 3, \"mean_week_duration\": 0.412}, \"94862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-10 09:39:56.000000+00:00\", \"2019-07-04 17:27:36.000000+00:00\"], \"session_ids\": [\"070ad0e0-f0fc-4952-ac40-f61dd816ea72\", \"01c22d7d-3d2e-4f9c-9a33-b9633ef93973\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.697}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"27748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-05 20:02:10.000000+00:00\", \"2020-03-31 09:57:46.000000+00:00\", \"2023-03-06 16:58:37.000000+00:00\"], \"session_ids\": [\"1c60de04-e3fb-4be6-b0da-266629339a0a\", \"c01cc94d-2515-45de-93ec-f274b4e59055\", \"5095f863-6270-44d7-aaa5-aa80d025ac1a\"], \"total_duration\": 63.0, \"total_sessions\": 3, \"mean_week_duration\": 0.412}}, {\"94862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-10 09:39:56.000000+00:00\", \"2019-07-04 17:27:36.000000+00:00\"], \"session_ids\": [\"070ad0e0-f0fc-4952-ac40-f61dd816ea72\", \"01c22d7d-3d2e-4f9c-9a33-b9633ef93973\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.697}}]\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[{\"27748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-05 20:02:10.000000+00:00\", \"2020-03-31 09:57:46.000000+00:00\", \"2023-03-06 16:58:37.000000+00:00\"], \"session_ids\": [\"1c60de04-e3fb-4be6-b0da-266629339a0a\", \"c01cc94d-2515-45de-93ec-f274b4e59055\", \"5095f863-6270-44d7-aaa5-aa80d025ac1a\"], \"total_duration\": 63.0, \"total_sessions\": 3, \"mean_week_duration\": 0.412}}, {\"94862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-10 09:39:56.000000+00:00\", \"2019-07-04 17:27:36.000000+00:00\"], \"session_ids\": [\"070ad0e0-f0fc-4952-ac40-f61dd816ea72\", \"01c22d7d-3d2e-4f9c-9a33-b9633ef93973\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.697}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 7 users with a total duration that is above 920, exclusive 920 , put to use sorting by name of the city from the largest value to the smallest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90286\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-16 16:17:11.000000+00:00\", \"2021-10-12 16:39:28.000000+00:00\", \"2022-09-30 07:31:43.000000+00:00\", \"2022-04-08 15:00:29.000000+00:00\"], \"session_ids\": [\"cd611d00-8e7d-4ce6-abfd-7a5aa2c3fa93\", \"3c758b36-c7d2-47fb-a31b-2abe7977bf51\", \"62782a72-2311-45f8-b857-70a08cdfa617\", \"fbb132f0-98dd-4752-9c20-43ff3c07ac5d\"], \"total_duration\": 512.0, \"total_sessions\": 4, \"mean_week_duration\": 3.85}, \"44210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-08-30 11:55:24.000000+00:00\", \"2022-04-03 01:05:17.000000+00:00\"], \"session_ids\": [\"8ad96498-6039-461f-adfb-07c9273cfe8f\", \"22758440-b9fe-4b1d-9135-44179dc014b9\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 4.045}, \"59338\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-29 09:29:42.000000+00:00\", \"2021-11-06 15:36:14.000000+00:00\"], \"session_ids\": [\"adb56266-2269-434b-afc8-16087ef2aefc\", \"5f4dfb57-0832-41f7-a7d2-aab841e98dfc\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 18.333}, \"21114\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-17 08:40:36.000000+00:00\", \"2020-04-25 21:23:49.000000+00:00\"], \"session_ids\": [\"c7efeaff-deb4-4528-8d82-6e1cf5be926c\", \"f358ccfe-a931-43bd-a1fe-e463316e60ba\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 10.583}, \"89958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-21 04:44:38.000000+00:00\", \"2022-09-04 17:43:38.000000+00:00\"], \"session_ids\": [\"2813be64-eb7b-4aa9-860b-6a0a6dc6b048\", \"5c6bfe60-c257-4005-8985-1f435741e4ea\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.792}, \"45065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-12-09 18:33:17.000000+00:00\", \"2022-06-29 17:47:17.000000+00:00\"], \"session_ids\": [\"7dafac06-bdbe-40c0-a75b-e4c72cdf6c05\", \"819a7363-9a59-48b0-9f94-199fc13ee6b1\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"60514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-24 19:09:47.000000+00:00\", \"2022-02-20 11:35:55.000000+00:00\"], \"session_ids\": [\"b51d1c08-0ce2-417c-a2ef-a902f52c4436\", \"f6712131-b225-4ebb-9404-6db3659def12\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.415}, \"67181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-07 16:25:54.000000+00:00\", \"2020-08-20 15:28:09.000000+00:00\", \"2023-04-11 17:50:13.000000+00:00\", \"2022-01-22 03:36:03.000000+00:00\", \"2019-03-08 02:41:04.000000+00:00\", \"2023-01-17 14:29:29.000000+00:00\", \"2020-01-14 21:09:17.000000+00:00\", \"2023-02-11 17:16:53.000000+00:00\", \"2020-11-29 03:12:10.000000+00:00\"], \"session_ids\": [\"aa230822-6a74-410b-bb36-85bb6c01ee75\", \"af7fe5d0-1345-4bb9-a976-d1bfe9014126\", \"ac77e516-151a-4790-80dd-b3d8172bd33d\", \"43e56b7b-87ca-46a7-b580-ea19e9515633\", \"ab21dc5d-af8f-4f0c-845f-a52e3a2b5201\", \"8dc285fd-0d2f-45bc-b4ba-9433a6ae3025\", \"4ed47f1a-45fd-44ca-bc30-94e5cfb0ba2f\", \"167e32d3-c02e-4df2-9c46-c00903ae0011\", \"f41af8c8-d5a7-46fe-bcbf-16da8c7d99a0\"], \"total_duration\": 4188.0, \"total_sessions\": 9, \"mean_week_duration\": 19.57}, \"94098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-10 22:27:43.000000+00:00\", \"2019-03-27 10:27:07.000000+00:00\", \"2023-06-03 21:42:00.000000+00:00\"], \"session_ids\": [\"a71742c7-e25c-4f92-ba14-40cf0221ebe0\", \"22083fbe-6581-4886-bc12-f87ce9b480eb\", \"bb19b7d6-75f8-44ce-a865-580edea7b87d\"], \"total_duration\": 435.0, \"total_sessions\": 3, \"mean_week_duration\": 1.986}, \"48851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-10 11:00:26.000000+00:00\", \"2019-12-06 15:11:41.000000+00:00\"], \"session_ids\": [\"d5008a56-0d9b-4a12-a866-5e5959b53b88\", \"f4946277-bbfc-4c95-964b-3398e6e43c1b\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 920"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[920, 3593]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"67181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-07 16:25:54.000000+00:00\", \"2020-08-20 15:28:09.000000+00:00\", \"2023-04-11 17:50:13.000000+00:00\", \"2022-01-22 03:36:03.000000+00:00\", \"2019-03-08 02:41:04.000000+00:00\", \"2023-01-17 14:29:29.000000+00:00\", \"2020-01-14 21:09:17.000000+00:00\", \"2023-02-11 17:16:53.000000+00:00\", \"2020-11-29 03:12:10.000000+00:00\"], \"session_ids\": [\"aa230822-6a74-410b-bb36-85bb6c01ee75\", \"af7fe5d0-1345-4bb9-a976-d1bfe9014126\", \"ac77e516-151a-4790-80dd-b3d8172bd33d\", \"43e56b7b-87ca-46a7-b580-ea19e9515633\", \"ab21dc5d-af8f-4f0c-845f-a52e3a2b5201\", \"8dc285fd-0d2f-45bc-b4ba-9433a6ae3025\", \"4ed47f1a-45fd-44ca-bc30-94e5cfb0ba2f\", \"167e32d3-c02e-4df2-9c46-c00903ae0011\", \"f41af8c8-d5a7-46fe-bcbf-16da8c7d99a0\"], \"total_duration\": 4188.0, \"total_sessions\": 9, \"mean_week_duration\": 19.57}}\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[{\"67181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-07 16:25:54.000000+00:00\", \"2020-08-20 15:28:09.000000+00:00\", \"2023-04-11 17:50:13.000000+00:00\", \"2022-01-22 03:36:03.000000+00:00\", \"2019-03-08 02:41:04.000000+00:00\", \"2023-01-17 14:29:29.000000+00:00\", \"2020-01-14 21:09:17.000000+00:00\", \"2023-02-11 17:16:53.000000+00:00\", \"2020-11-29 03:12:10.000000+00:00\"], \"session_ids\": [\"aa230822-6a74-410b-bb36-85bb6c01ee75\", \"af7fe5d0-1345-4bb9-a976-d1bfe9014126\", \"ac77e516-151a-4790-80dd-b3d8172bd33d\", \"43e56b7b-87ca-46a7-b580-ea19e9515633\", \"ab21dc5d-af8f-4f0c-845f-a52e3a2b5201\", \"8dc285fd-0d2f-45bc-b4ba-9433a6ae3025\", \"4ed47f1a-45fd-44ca-bc30-94e5cfb0ba2f\", \"167e32d3-c02e-4df2-9c46-c00903ae0011\", \"f41af8c8-d5a7-46fe-bcbf-16da8c7d99a0\"], \"total_duration\": 4188.0, \"total_sessions\": 9, \"mean_week_duration\": 19.57}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 7 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"67181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-07 16:25:54.000000+00:00\", \"2020-08-20 15:28:09.000000+00:00\", \"2023-04-11 17:50:13.000000+00:00\", \"2022-01-22 03:36:03.000000+00:00\", \"2019-03-08 02:41:04.000000+00:00\", \"2023-01-17 14:29:29.000000+00:00\", \"2020-01-14 21:09:17.000000+00:00\", \"2023-02-11 17:16:53.000000+00:00\", \"2020-11-29 03:12:10.000000+00:00\"], \"session_ids\": [\"aa230822-6a74-410b-bb36-85bb6c01ee75\", \"af7fe5d0-1345-4bb9-a976-d1bfe9014126\", \"ac77e516-151a-4790-80dd-b3d8172bd33d\", \"43e56b7b-87ca-46a7-b580-ea19e9515633\", \"ab21dc5d-af8f-4f0c-845f-a52e3a2b5201\", \"8dc285fd-0d2f-45bc-b4ba-9433a6ae3025\", \"4ed47f1a-45fd-44ca-bc30-94e5cfb0ba2f\", \"167e32d3-c02e-4df2-9c46-c00903ae0011\", \"f41af8c8-d5a7-46fe-bcbf-16da8c7d99a0\"], \"total_duration\": 4188.0, \"total_sessions\": 9, \"mean_week_duration\": 19.57}}]\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[{\"67181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-07 16:25:54.000000+00:00\", \"2020-08-20 15:28:09.000000+00:00\", \"2023-04-11 17:50:13.000000+00:00\", \"2022-01-22 03:36:03.000000+00:00\", \"2019-03-08 02:41:04.000000+00:00\", \"2023-01-17 14:29:29.000000+00:00\", \"2020-01-14 21:09:17.000000+00:00\", \"2023-02-11 17:16:53.000000+00:00\", \"2020-11-29 03:12:10.000000+00:00\"], \"session_ids\": [\"aa230822-6a74-410b-bb36-85bb6c01ee75\", \"af7fe5d0-1345-4bb9-a976-d1bfe9014126\", \"ac77e516-151a-4790-80dd-b3d8172bd33d\", \"43e56b7b-87ca-46a7-b580-ea19e9515633\", \"ab21dc5d-af8f-4f0c-845f-a52e3a2b5201\", \"8dc285fd-0d2f-45bc-b4ba-9433a6ae3025\", \"4ed47f1a-45fd-44ca-bc30-94e5cfb0ba2f\", \"167e32d3-c02e-4df2-9c46-c00903ae0011\", \"f41af8c8-d5a7-46fe-bcbf-16da8c7d99a0\"], \"total_duration\": 4188.0, \"total_sessions\": 9, \"mean_week_duration\": 19.57}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the 4 users whose number of sessions is bigger than 3 and smaller than 8 plus put to use sorting by app usage time 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{\"72951\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-13 21:48:43.000000+00:00\", \"2019-04-26 11:09:11.000000+00:00\"], \"session_ids\": [\"1c947b6e-596e-4c1a-ad18-8e3a36d357fe\", \"ef9255c2-9da4-410a-b5f5-4c8d8d5dc32a\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"6281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-05 11:23:41.000000+00:00\", \"2020-05-05 17:35:21.000000+00:00\"], \"session_ids\": [\"25145b49-2356-4978-95c8-60b3415bc0a4\", \"01263de4-8b4a-4edb-a1eb-09789f3195cb\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 3.258}, \"94587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-23 18:01:29.000000+00:00\", \"2021-12-16 02:03:57.000000+00:00\"], \"session_ids\": [\"e9dc43d9-b9c9-4770-b250-e2959d2b0666\", \"f09fb8fa-80d4-4da6-9a44-756f1ce553ee\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.356}, \"17678\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-12 09:14:03.000000+00:00\", \"2020-02-09 22:23:34.000000+00:00\"], \"session_ids\": [\"b3f0bd69-6b7d-42f2-a72c-223665ae3570\", \"a5cea1ca-0465-4fd4-99a2-c10e6895fb70\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 2.523}, \"80742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-02-27 00:57:18.000000+00:00\", \"2020-01-22 17:20:27.000000+00:00\"], \"session_ids\": [\"c95c81d5-1f71-4186-9ec3-934b523e2bba\", \"af28c3f2-73a2-4564-98e4-4b7e8895d053\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.379}, \"2672\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-30 04:59:12.000000+00:00\", \"2021-09-23 14:16:56.000000+00:00\"], \"session_ids\": [\"214369ce-b874-4ca5-9346-87b9d35f21dd\", \"53038c15-b437-40c9-bae7-c3b53734c817\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 5.167}, \"19795\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-28 12:33:49.000000+00:00\", \"2019-03-27 03:51:25.000000+00:00\"], \"session_ids\": [\"5664f854-aebb-4c83-b6f2-b8e6ac18eb95\", \"c5b454bc-5f57-4464-b6ef-ab0e83967805\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.089}, \"45183\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-16 10:56:28.000000+00:00\", \"2022-12-12 10:03:35.000000+00:00\"], \"session_ids\": [\"a7c23201-cd6d-4983-a7bd-7aba20fef133\", \"f498e43b-754d-4b90-bc7a-225e358dbfa9\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 2.297}, \"38609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-08 23:20:11.000000+00:00\", \"2021-03-08 21:55:48.000000+00:00\", \"2020-01-21 12:46:53.000000+00:00\", \"2022-04-02 18:58:32.000000+00:00\"], \"session_ids\": [\"7c745fdd-2eab-4f64-ad0a-44b04559d8eb\", \"d22b1c20-2235-413b-952b-be1b3519ba85\", \"bb21e0ab-ea83-4db9-b7d8-2ab50a48a400\", \"f85887bd-e998-4e91-a7e9-e6aea6866e73\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.757}, \"76311\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-12 14:09:49.000000+00:00\", \"2021-01-08 11:41:15.000000+00:00\"], \"session_ids\": [\"1a36e186-a090-470a-8fd7-bceffc315b7d\", \"556ff8e8-cca4-4d7c-a5ca-52b87e593984\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 3.655}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 3 and are equal or less than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"38609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-08 23:20:11.000000+00:00\", \"2021-03-08 21:55:48.000000+00:00\", \"2020-01-21 12:46:53.000000+00:00\", \"2022-04-02 18:58:32.000000+00:00\"], \"session_ids\": [\"7c745fdd-2eab-4f64-ad0a-44b04559d8eb\", \"d22b1c20-2235-413b-952b-be1b3519ba85\", \"bb21e0ab-ea83-4db9-b7d8-2ab50a48a400\", \"f85887bd-e998-4e91-a7e9-e6aea6866e73\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.757}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"38609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-08 23:20:11.000000+00:00\", \"2021-03-08 21:55:48.000000+00:00\", \"2020-01-21 12:46:53.000000+00:00\", \"2022-04-02 18:58:32.000000+00:00\"], \"session_ids\": [\"7c745fdd-2eab-4f64-ad0a-44b04559d8eb\", \"d22b1c20-2235-413b-952b-be1b3519ba85\", \"bb21e0ab-ea83-4db9-b7d8-2ab50a48a400\", \"f85887bd-e998-4e91-a7e9-e6aea6866e73\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.757}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"38609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-08 23:20:11.000000+00:00\", \"2021-03-08 21:55:48.000000+00:00\", \"2020-01-21 12:46:53.000000+00:00\", \"2022-04-02 18:58:32.000000+00:00\"], \"session_ids\": [\"7c745fdd-2eab-4f64-ad0a-44b04559d8eb\", \"d22b1c20-2235-413b-952b-be1b3519ba85\", \"bb21e0ab-ea83-4db9-b7d8-2ab50a48a400\", \"f85887bd-e998-4e91-a7e9-e6aea6866e73\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.757}}]\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[{\"38609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-08 23:20:11.000000+00:00\", \"2021-03-08 21:55:48.000000+00:00\", \"2020-01-21 12:46:53.000000+00:00\", \"2022-04-02 18:58:32.000000+00:00\"], \"session_ids\": [\"7c745fdd-2eab-4f64-ad0a-44b04559d8eb\", \"d22b1c20-2235-413b-952b-be1b3519ba85\", \"bb21e0ab-ea83-4db9-b7d8-2ab50a48a400\", \"f85887bd-e998-4e91-a7e9-e6aea6866e73\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.757}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me user with a total_sessions that is above 3 in addition perform sorting by time spent on the site from the largest value to the smallest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"91446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-24 15:32:15.000000+00:00\", \"2021-04-12 22:13:04.000000+00:00\"], \"session_ids\": [\"c97f46fc-12fb-47a2-b374-c64071fd6b84\", \"b9f888ae-38db-4bbd-b797-c55cbabd7cb7\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 6.26}, \"16148\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-14 06:10:09.000000+00:00\", \"2022-04-25 06:42:19.000000+00:00\"], \"session_ids\": [\"9e98ba99-793e-41d8-80b3-ad1cd9098e9c\", \"9d70f3fe-3760-499f-9f33-78c0b2afd07a\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 54.0}, \"28196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-20 19:50:13.000000+00:00\", \"2023-06-18 23:04:28.000000+00:00\"], \"session_ids\": [\"c722c7c3-d618-419d-a7b8-45bac11fdf08\", \"085bbd41-7a77-4686-b38e-80c937a51b5a\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 2.126}, \"30480\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-23 05:31:08.000000+00:00\", \"2021-07-05 10:00:19.000000+00:00\", \"2020-11-20 03:45:10.000000+00:00\"], \"session_ids\": [\"489d784d-f63b-42f8-81f3-1b016148dd02\", \"fd0dffa2-33f2-4559-aab6-de5ecd513a35\", \"07fe6294-82e1-4863-89e1-0b0695147b7d\"], \"total_duration\": 921.0, \"total_sessions\": 3, \"mean_week_duration\": 10.835}, \"64959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-28 06:39:48.000000+00:00\", \"2022-06-02 04:44:04.000000+00:00\"], \"session_ids\": [\"8ce9612a-4c22-4a71-b46f-20eee787c3e5\", \"15fd79de-f505-4c98-be1e-f4519556c631\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.407}, \"11883\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-11 15:46:19.000000+00:00\", \"2023-03-24 06:38:07.000000+00:00\"], \"session_ids\": [\"63d8c586-f758-4b76-8929-f9d81cdc1f2e\", \"5d909af4-e864-4746-9066-14ea5a666885\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 3.019}, \"51032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-17 15:19:13.000000+00:00\", \"2019-11-01 02:54:15.000000+00:00\", \"2019-11-28 19:28:10.000000+00:00\", \"2019-10-04 01:27:07.000000+00:00\", \"2019-12-03 12:42:40.000000+00:00\"], \"session_ids\": [\"a2bc888f-ae1a-4fc6-964a-000aea069a3a\", \"5d507aa3-6d51-4773-aa3f-de176a79fc6a\", \"b5058a87-3404-480e-815c-a3f33773abeb\", \"40acf334-92c3-4a86-ab1d-3d6ae5ab4492\", \"b2cdea86-0b2d-4f13-a554-11b87d11594c\"], \"total_duration\": 3841.0, \"total_sessions\": 5, \"mean_week_duration\": 32.008}, \"33009\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-02 21:49:23.000000+00:00\", \"2019-02-06 11:31:08.000000+00:00\", \"2019-01-14 12:22:04.000000+00:00\", \"2021-05-11 03:18:49.000000+00:00\"], \"session_ids\": [\"925bf8f1-9cfc-4f02-ae7b-7842132410a7\", \"f5bfc318-52cc-41e0-92ca-992cc1991504\", \"6bcad51b-e122-4c92-9c0a-e949837febad\", \"a1adae75-d350-4cc6-90e2-3e5f84307a4f\"], \"total_duration\": 456.0, \"total_sessions\": 4, \"mean_week_duration\": 3.304}, \"49813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-31 16:40:34.000000+00:00\", \"2021-10-28 04:57:42.000000+00:00\"], \"session_ids\": [\"dcd46e21-1c11-4974-bc1b-a096fd69fee7\", \"45cb6602-3abe-4536-88a8-571ae6d99c4c\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 29.1}, \"54334\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-03 10:32:37.000000+00:00\", \"2023-04-19 04:03:58.000000+00:00\"], \"session_ids\": [\"5ba35cdc-0603-4633-8357-5b92d156c43d\", \"67597e64-443a-4421-bdad-ee5bb18f6f6a\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 3.818}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 3"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"30480\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-23 05:31:08.000000+00:00\", \"2021-07-05 10:00:19.000000+00:00\", \"2020-11-20 03:45:10.000000+00:00\"], \"session_ids\": [\"489d784d-f63b-42f8-81f3-1b016148dd02\", \"fd0dffa2-33f2-4559-aab6-de5ecd513a35\", \"07fe6294-82e1-4863-89e1-0b0695147b7d\"], \"total_duration\": 921.0, \"total_sessions\": 3, \"mean_week_duration\": 10.835}, \"51032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-17 15:19:13.000000+00:00\", \"2019-11-01 02:54:15.000000+00:00\", \"2019-11-28 19:28:10.000000+00:00\", \"2019-10-04 01:27:07.000000+00:00\", \"2019-12-03 12:42:40.000000+00:00\"], \"session_ids\": [\"a2bc888f-ae1a-4fc6-964a-000aea069a3a\", \"5d507aa3-6d51-4773-aa3f-de176a79fc6a\", \"b5058a87-3404-480e-815c-a3f33773abeb\", \"40acf334-92c3-4a86-ab1d-3d6ae5ab4492\", \"b2cdea86-0b2d-4f13-a554-11b87d11594c\"], \"total_duration\": 3841.0, \"total_sessions\": 5, \"mean_week_duration\": 32.008}, \"33009\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-02 21:49:23.000000+00:00\", \"2019-02-06 11:31:08.000000+00:00\", \"2019-01-14 12:22:04.000000+00:00\", \"2021-05-11 03:18:49.000000+00:00\"], \"session_ids\": [\"925bf8f1-9cfc-4f02-ae7b-7842132410a7\", \"f5bfc318-52cc-41e0-92ca-992cc1991504\", \"6bcad51b-e122-4c92-9c0a-e949837febad\", \"a1adae75-d350-4cc6-90e2-3e5f84307a4f\"], \"total_duration\": 456.0, \"total_sessions\": 4, \"mean_week_duration\": 3.304}}\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[{\"51032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-17 15:19:13.000000+00:00\", \"2019-11-01 02:54:15.000000+00:00\", \"2019-11-28 19:28:10.000000+00:00\", \"2019-10-04 01:27:07.000000+00:00\", \"2019-12-03 12:42:40.000000+00:00\"], \"session_ids\": [\"a2bc888f-ae1a-4fc6-964a-000aea069a3a\", \"5d507aa3-6d51-4773-aa3f-de176a79fc6a\", \"b5058a87-3404-480e-815c-a3f33773abeb\", \"40acf334-92c3-4a86-ab1d-3d6ae5ab4492\", \"b2cdea86-0b2d-4f13-a554-11b87d11594c\"], \"total_duration\": 3841.0, \"total_sessions\": 5, \"mean_week_duration\": 32.008}}, {\"30480\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-23 05:31:08.000000+00:00\", \"2021-07-05 10:00:19.000000+00:00\", \"2020-11-20 03:45:10.000000+00:00\"], \"session_ids\": [\"489d784d-f63b-42f8-81f3-1b016148dd02\", \"fd0dffa2-33f2-4559-aab6-de5ecd513a35\", \"07fe6294-82e1-4863-89e1-0b0695147b7d\"], \"total_duration\": 921.0, \"total_sessions\": 3, \"mean_week_duration\": 10.835}}, {\"33009\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-02 21:49:23.000000+00:00\", \"2019-02-06 11:31:08.000000+00:00\", \"2019-01-14 12:22:04.000000+00:00\", \"2021-05-11 03:18:49.000000+00:00\"], \"session_ids\": [\"925bf8f1-9cfc-4f02-ae7b-7842132410a7\", \"f5bfc318-52cc-41e0-92ca-992cc1991504\", \"6bcad51b-e122-4c92-9c0a-e949837febad\", \"a1adae75-d350-4cc6-90e2-3e5f84307a4f\"], \"total_duration\": 456.0, \"total_sessions\": 4, \"mean_week_duration\": 3.304}}]\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[{\"51032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-17 15:19:13.000000+00:00\", \"2019-11-01 02:54:15.000000+00:00\", \"2019-11-28 19:28:10.000000+00:00\", \"2019-10-04 01:27:07.000000+00:00\", \"2019-12-03 12:42:40.000000+00:00\"], \"session_ids\": [\"a2bc888f-ae1a-4fc6-964a-000aea069a3a\", \"5d507aa3-6d51-4773-aa3f-de176a79fc6a\", \"b5058a87-3404-480e-815c-a3f33773abeb\", \"40acf334-92c3-4a86-ab1d-3d6ae5ab4492\", \"b2cdea86-0b2d-4f13-a554-11b87d11594c\"], \"total_duration\": 3841.0, \"total_sessions\": 5, \"mean_week_duration\": 32.008}}]\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[{\"51032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-17 15:19:13.000000+00:00\", \"2019-11-01 02:54:15.000000+00:00\", \"2019-11-28 19:28:10.000000+00:00\", \"2019-10-04 01:27:07.000000+00:00\", \"2019-12-03 12:42:40.000000+00:00\"], \"session_ids\": [\"a2bc888f-ae1a-4fc6-964a-000aea069a3a\", \"5d507aa3-6d51-4773-aa3f-de176a79fc6a\", \"b5058a87-3404-480e-815c-a3f33773abeb\", \"40acf334-92c3-4a86-ab1d-3d6ae5ab4492\", \"b2cdea86-0b2d-4f13-a554-11b87d11594c\"], \"total_duration\": 3841.0, \"total_sessions\": 5, \"mean_week_duration\": 32.008}}]\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 4 users who have total_sessions less than 10 and greater than 4 and in addition do sorting by time using the app ascending in addition display only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-19 07:27:01.000000+00:00\", \"2021-03-16 21:22:20.000000+00:00\", \"2022-07-28 05:15:49.000000+00:00\"], \"session_ids\": [\"74a80c04-cd49-46fa-b667-5f39c01481e3\", \"6ae6322c-b7d5-4f2d-84ef-4990e349335c\", \"e1cf7193-b08e-43f8-88ce-bff555201559\"], \"total_duration\": 96.0, \"total_sessions\": 3, \"mean_week_duration\": 1.091}, \"17987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-06-23 06:11:28.000000+00:00\", \"2019-01-20 14:38:01.000000+00:00\"], \"session_ids\": [\"fa51e4cc-903e-4c5b-8d41-910c93d12ff3\", \"3dd7ff04-0a29-4774-944d-cfdcb63a3ee4\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.223}, \"7591\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-15 00:51:20.000000+00:00\", \"2019-01-21 02:37:01.000000+00:00\"], \"session_ids\": [\"bad9eb67-78a8-4835-af2c-6d5ffdd4f1ff\", \"e4f0fef1-dff4-43ee-a5d6-1eeef0f14bbd\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}, \"83170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-03-14 16:09:24.000000+00:00\", \"2020-01-01 20:41:37.000000+00:00\"], \"session_ids\": [\"3c6ae13b-c3b0-42a0-aff7-4e2287a9db99\", \"7e440d1a-e399-4a27-a591-01e0223514dc\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}, \"17966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-12 17:00:54.000000+00:00\", \"2021-08-23 00:43:00.000000+00:00\"], \"session_ids\": [\"349e2a13-ee49-449f-8945-cd4d14ad030d\", \"5e4b56fe-17e0-41af-84e7-b884ab3abe6a\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 4.316}, \"58028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-13 23:26:02.000000+00:00\", \"2023-03-13 03:51:36.000000+00:00\"], \"session_ids\": [\"51570be6-4b10-45c5-8b61-44787eba59c6\", \"928ee544-d80a-4763-9b43-d549a4999a3e\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.252}, \"54609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-05 06:29:08.000000+00:00\", \"2020-04-13 20:30:34.000000+00:00\"], \"session_ids\": [\"a1da61b4-a47c-4b9a-a3b1-475497ffb883\", \"bfe151dd-a6fe-4460-a372-2f1dd09a4142\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 13.118}, \"10629\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-05 13:59:37.000000+00:00\", \"2022-12-28 23:56:08.000000+00:00\", \"2023-06-07 15:32:23.000000+00:00\", \"2022-01-09 07:44:19.000000+00:00\", \"2019-04-24 02:59:15.000000+00:00\"], \"session_ids\": [\"203a77a6-0417-442e-aa14-a9f45dc61e37\", \"c9601bb6-ed91-4bb3-8ec2-ce13fd1b26f4\", \"9ac915aa-7e1b-4749-a982-36ddc4e10d8f\", \"5be64d07-93d6-44fa-a0c5-834e310c6cc7\", \"63a8f03b-23c8-4cd1-939b-edeed0cc52ff\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 3.758}, \"85535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-05-08 11:01:13.000000+00:00\", \"2023-01-05 10:53:14.000000+00:00\"], \"session_ids\": [\"ceede61f-394f-40e8-bf53-26b999c3cb17\", \"914bbe85-176e-4c5c-b7a5-69a0fc1bf596\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 1.556}, \"20246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-18 07:23:03.000000+00:00\", \"2020-08-07 03:10:36.000000+00:00\"], \"session_ids\": [\"ac5b8655-3174-491d-b7e5-1c6dfc6fb099\", \"3f3d4edb-8aa0-4c1b-87c5-0c3425c1b47c\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.398}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 4 and are equal or less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"10629\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-05 13:59:37.000000+00:00\", \"2022-12-28 23:56:08.000000+00:00\", \"2023-06-07 15:32:23.000000+00:00\", \"2022-01-09 07:44:19.000000+00:00\", \"2019-04-24 02:59:15.000000+00:00\"], \"session_ids\": [\"203a77a6-0417-442e-aa14-a9f45dc61e37\", \"c9601bb6-ed91-4bb3-8ec2-ce13fd1b26f4\", \"9ac915aa-7e1b-4749-a982-36ddc4e10d8f\", \"5be64d07-93d6-44fa-a0c5-834e310c6cc7\", \"63a8f03b-23c8-4cd1-939b-edeed0cc52ff\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 3.758}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"10629\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-05 13:59:37.000000+00:00\", \"2022-12-28 23:56:08.000000+00:00\", \"2023-06-07 15:32:23.000000+00:00\", \"2022-01-09 07:44:19.000000+00:00\", \"2019-04-24 02:59:15.000000+00:00\"], \"session_ids\": [\"203a77a6-0417-442e-aa14-a9f45dc61e37\", \"c9601bb6-ed91-4bb3-8ec2-ce13fd1b26f4\", \"9ac915aa-7e1b-4749-a982-36ddc4e10d8f\", \"5be64d07-93d6-44fa-a0c5-834e310c6cc7\", \"63a8f03b-23c8-4cd1-939b-edeed0cc52ff\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 3.758}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"10629\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-05 13:59:37.000000+00:00\", \"2022-12-28 23:56:08.000000+00:00\", \"2023-06-07 15:32:23.000000+00:00\", \"2022-01-09 07:44:19.000000+00:00\", \"2019-04-24 02:59:15.000000+00:00\"], \"session_ids\": [\"203a77a6-0417-442e-aa14-a9f45dc61e37\", \"c9601bb6-ed91-4bb3-8ec2-ce13fd1b26f4\", \"9ac915aa-7e1b-4749-a982-36ddc4e10d8f\", \"5be64d07-93d6-44fa-a0c5-834e310c6cc7\", \"63a8f03b-23c8-4cd1-939b-edeed0cc52ff\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 3.758}}]\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[{\"10629\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-05 13:59:37.000000+00:00\", \"2022-12-28 23:56:08.000000+00:00\", \"2023-06-07 15:32:23.000000+00:00\", \"2022-01-09 07:44:19.000000+00:00\", \"2019-04-24 02:59:15.000000+00:00\"], \"session_ids\": [\"203a77a6-0417-442e-aa14-a9f45dc61e37\", \"c9601bb6-ed91-4bb3-8ec2-ce13fd1b26f4\", \"9ac915aa-7e1b-4749-a982-36ddc4e10d8f\", \"5be64d07-93d6-44fa-a0c5-834e310c6cc7\", \"63a8f03b-23c8-4cd1-939b-edeed0cc52ff\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 3.758}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on user who is user with smallest value of total sessoins count as well as put to use sorting by total_sessions 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{\"83580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-12-25 16:14:33.000000+00:00\", \"2023-03-31 17:04:43.000000+00:00\"], \"session_ids\": [\"e5ef5d9b-6f29-4e48-aebc-2288c5073471\", \"99e841a5-b007-4d4a-a7e7-71774fba3eef\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}, \"22349\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-11-09 15:43:00.000000+00:00\", \"2022-06-13 02:28:17.000000+00:00\"], \"session_ids\": [\"aa3db730-4322-415f-bce7-51f4e0c55ef8\", \"a19f8f99-9bdf-4762-83eb-5133293235f5\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 9.864}, \"34362\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-12 06:24:02.000000+00:00\", \"2022-05-13 01:22:53.000000+00:00\", \"2022-07-30 07:09:53.000000+00:00\", \"2022-05-21 13:00:50.000000+00:00\", \"2020-02-29 08:41:02.000000+00:00\", \"2019-08-16 17:51:12.000000+00:00\"], \"session_ids\": [\"17931f5c-42a9-40e1-8ba8-ba91d6ec862e\", \"f1299b18-4fcd-42ab-a2a2-5b456f76b248\", \"540e2fc8-1d2d-4a51-86d8-b46e0db91451\", \"a9c27aa5-00d4-4061-a971-4e90175b46fd\", \"7b374a25-e102-42a1-80b0-dbebe3308995\", \"ed3a161f-d3dd-44d2-88a8-001bfc3a3ffe\"], \"total_duration\": 2271.0, \"total_sessions\": 6, \"mean_week_duration\": 14.747}, \"17876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-25 03:09:46.000000+00:00\", \"2019-10-26 19:00:55.000000+00:00\"], \"session_ids\": [\"f13913ee-7de8-499a-b0cc-2164e3ce0b8c\", \"c76df9a3-b87b-4069-b97a-2e163226a162\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.077}, \"40819\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-07 08:01:59.000000+00:00\", \"2019-07-21 05:52:08.000000+00:00\", \"2019-12-25 11:00:06.000000+00:00\", \"2019-03-20 07:51:10.000000+00:00\"], \"session_ids\": [\"d29454ab-ecdd-42fe-aca6-8129a2f137da\", \"5763b559-d90a-494f-9948-973fd287f21c\", \"189e37b7-a8ff-4329-a456-7f145e292884\", \"20f2070e-50db-4da0-bc66-2bee5d916e1b\"], \"total_duration\": 726.0, \"total_sessions\": 4, \"mean_week_duration\": 7.049}, \"57453\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-25 00:33:46.000000+00:00\", \"2022-11-06 04:52:05.000000+00:00\"], \"session_ids\": [\"bd639d00-4aae-43f0-9989-a6731969307e\", \"f1788456-3966-4e74-a2e5-9d3f2e0b14fb\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 24.091}, \"68995\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-24 19:59:03.000000+00:00\", \"2023-04-17 16:59:57.000000+00:00\", \"2022-12-13 06:41:09.000000+00:00\", \"2020-08-29 16:31:56.000000+00:00\", \"2019-08-28 13:07:08.000000+00:00\", \"2021-01-17 08:22:54.000000+00:00\"], \"session_ids\": [\"f78ee0cc-01ee-4236-912c-2747934465fa\", \"afbd32c1-4a48-423e-85a4-77a5639bea3d\", \"cbd49625-225f-4832-b2f8-4f74ccdad39a\", \"4cba63d4-8284-4bad-b41e-48c2e3642a74\", \"c0b46a62-87aa-4621-ad0c-587974ee7d97\", \"3e9eb510-e523-410d-8135-e5dee90fbdb2\"], \"total_duration\": 6387.0, \"total_sessions\": 6, \"mean_week_duration\": 33.616}, \"70884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-17 03:15:15.000000+00:00\", \"2021-12-15 09:45:00.000000+00:00\", \"2019-10-28 23:20:05.000000+00:00\"], \"session_ids\": [\"122ecf12-2e9e-4501-8226-2384418ede9a\", \"11d2a234-ba7a-46d4-ac7e-fc32d71e6167\", \"0b4f88de-3101-4d4d-85f3-1ab1d9cc82dd\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 0.643}, \"43033\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-13 15:47:11.000000+00:00\", \"2020-05-02 03:17:45.000000+00:00\", \"2022-05-19 11:08:07.000000+00:00\"], \"session_ids\": [\"242d9d12-0222-4cb9-bbe6-76703d9e4cd7\", \"0e57cd4f-f0b4-4495-8b6b-4f5f5e223399\", \"229bd994-845a-4704-a19c-6739d0f35178\"], \"total_duration\": 734.0, \"total_sessions\": 3, \"mean_week_duration\": 6.86}, \"55147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-24 13:00:09.000000+00:00\", \"2022-02-17 07:10:04.000000+00:00\"], \"session_ids\": [\"66710d74-e7a0-4bc7-8f92-de8afb8fc95e\", \"9c6723e0-e955-45aa-8b76-595f5174d4b6\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 3.85}}\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[{\"83580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-12-25 16:14:33.000000+00:00\", \"2023-03-31 17:04:43.000000+00:00\"], \"session_ids\": [\"e5ef5d9b-6f29-4e48-aebc-2288c5073471\", \"99e841a5-b007-4d4a-a7e7-71774fba3eef\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}}, {\"22349\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-11-09 15:43:00.000000+00:00\", \"2022-06-13 02:28:17.000000+00:00\"], \"session_ids\": [\"aa3db730-4322-415f-bce7-51f4e0c55ef8\", \"a19f8f99-9bdf-4762-83eb-5133293235f5\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 9.864}}, {\"17876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-25 03:09:46.000000+00:00\", \"2019-10-26 19:00:55.000000+00:00\"], \"session_ids\": [\"f13913ee-7de8-499a-b0cc-2164e3ce0b8c\", \"c76df9a3-b87b-4069-b97a-2e163226a162\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.077}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"83580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-12-25 16:14:33.000000+00:00\", \"2023-03-31 17:04:43.000000+00:00\"], \"session_ids\": [\"e5ef5d9b-6f29-4e48-aebc-2288c5073471\", \"99e841a5-b007-4d4a-a7e7-71774fba3eef\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}}, {\"22349\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-11-09 15:43:00.000000+00:00\", \"2022-06-13 02:28:17.000000+00:00\"], \"session_ids\": [\"aa3db730-4322-415f-bce7-51f4e0c55ef8\", \"a19f8f99-9bdf-4762-83eb-5133293235f5\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 9.864}}, {\"17876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-25 03:09:46.000000+00:00\", \"2019-10-26 19:00:55.000000+00:00\"], \"session_ids\": [\"f13913ee-7de8-499a-b0cc-2164e3ce0b8c\", \"c76df9a3-b87b-4069-b97a-2e163226a162\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.077}}]\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[{\"83580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-12-25 16:14:33.000000+00:00\", \"2023-03-31 17:04:43.000000+00:00\"], \"session_ids\": [\"e5ef5d9b-6f29-4e48-aebc-2288c5073471\", \"99e841a5-b007-4d4a-a7e7-71774fba3eef\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}}]\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[{\"83580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-12-25 16:14:33.000000+00:00\", \"2023-03-31 17:04:43.000000+00:00\"], \"session_ids\": [\"e5ef5d9b-6f29-4e48-aebc-2288c5073471\", \"99e841a5-b007-4d4a-a7e7-71774fba3eef\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}}]\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 whose total amount of duration is strictly bigger than 4231 and smaller than 602 and do sorting by total duration form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16193\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-10 19:16:44.000000+00:00\", \"2020-05-26 21:00:17.000000+00:00\", \"2021-08-01 18:27:26.000000+00:00\"], \"session_ids\": [\"ecee1707-5d36-4f3e-8a84-5ad67e2f7bd5\", \"09e227b6-065d-4538-8e01-e67e4815f335\", \"3deb40b5-f28d-47e5-adfc-514006b4b1f4\"], \"total_duration\": 146.0, \"total_sessions\": 3, \"mean_week_duration\": 1.622}, \"48863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-06 16:51:56.000000+00:00\", \"2021-12-08 16:03:49.000000+00:00\", \"2022-07-30 08:16:03.000000+00:00\", \"2021-05-17 01:48:26.000000+00:00\", \"2019-08-16 07:06:38.000000+00:00\"], \"session_ids\": [\"3261b586-d983-477d-bb1f-e7b2e24585b5\", \"8748beaf-b124-45de-bcf0-29c2f654c1fc\", \"0837fb9d-58b0-4b12-9357-ceb5a86dfc43\", \"f4bd353d-c9f2-4e5e-841a-cc953f55e34f\", \"51fe982b-3af6-405c-a501-edeb7187ac9a\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.209}, \"39780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-17 22:23:18.000000+00:00\", \"2019-09-19 15:07:55.000000+00:00\", \"2022-05-08 22:33:37.000000+00:00\"], \"session_ids\": [\"2779bf3a-a3b3-452d-b2e0-6f954c89fc1f\", \"2b91970d-fdd1-4ae0-a1db-72eea4b1d356\", \"b01c6d07-6ea4-4fe5-8a11-39ba886866fa\"], \"total_duration\": 680.0, \"total_sessions\": 3, \"mean_week_duration\": 4.928}, \"46640\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-16 04:39:42.000000+00:00\", \"2021-03-06 10:18:02.000000+00:00\", \"2021-02-09 19:03:16.000000+00:00\"], \"session_ids\": [\"30068bc2-9d5f-4757-9455-8c2590bd4de6\", \"2bba20ea-7f05-4687-b435-1b4cab338385\", \"318352f8-77ec-4dcf-8a23-fa017c007a06\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 10.24}, \"30985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-11 22:46:00.000000+00:00\", \"2020-05-28 18:34:01.000000+00:00\"], \"session_ids\": [\"d9d96289-3379-4175-993e-40987557cee5\", \"6a6853e3-3294-45d8-b140-0d7a548ad799\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 44.714}, \"93729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-17 00:19:14.000000+00:00\", \"2019-01-09 21:58:48.000000+00:00\"], \"session_ids\": [\"5f7699e0-e42d-4b21-88bd-0bc4a206ed2e\", \"7045227c-6d98-4839-b811-f0312a3f66a2\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 2.12}, \"45295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-09 13:14:34.000000+00:00\", \"2019-05-30 14:58:21.000000+00:00\", \"2019-06-29 05:35:42.000000+00:00\", \"2020-07-02 06:13:08.000000+00:00\", \"2021-08-21 01:15:04.000000+00:00\", \"2020-03-22 20:26:35.000000+00:00\", \"2020-03-24 14:43:49.000000+00:00\", \"2021-11-27 03:08:59.000000+00:00\"], \"session_ids\": [\"4ed15175-7529-45b0-ad38-27fcae3315f1\", \"d7f762a7-510e-417b-bde7-0c7cfbed4055\", \"8ee5bb51-b6e7-4b18-b145-1af3d4c49d4a\", \"e3bb8cb0-e054-444f-8e83-16c12fbb1a55\", \"3cb9e012-90e1-4a53-9dae-65f8da845132\", \"8677bab4-a7dc-4645-b6d2-89542d5e91da\", \"4d3997b2-a14f-407a-a1d6-831a56daa524\", \"9b9c9a68-eb4d-4e6d-a745-879aad1ffbc4\"], \"total_duration\": 5312.0, \"total_sessions\": 8, \"mean_week_duration\": 40.55}, \"97205\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-01-07 10:06:17.000000+00:00\", \"2021-12-02 16:40:56.000000+00:00\", \"2020-12-27 09:26:13.000000+00:00\", \"2019-06-19 09:47:32.000000+00:00\", \"2022-11-20 03:23:41.000000+00:00\", \"2021-05-05 09:46:41.000000+00:00\"], \"session_ids\": [\"ee4e869b-c852-440e-8b5d-cc3f1bc0be1d\", \"a0013608-3480-45f4-9304-f56e89923ed4\", \"dac9a4e1-e3c0-4ea2-bfc7-257f3b568f3f\", \"75a9e73c-0fc1-4e7b-a78e-e3d3f42d2d1c\", \"55f3bf39-f78a-4985-b8f5-496510fd8add\", \"0904658c-ab0f-43ce-83fb-aa520992f50f\"], \"total_duration\": 1991.0, \"total_sessions\": 6, \"mean_week_duration\": 11.123}, \"91026\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-22 07:03:51.000000+00:00\", \"2020-06-04 01:17:08.000000+00:00\"], \"session_ids\": [\"8fff7753-ee5b-4c1a-9ca6-46efbd48601b\", \"f0b0b0e2-0a52-413e-b615-9991d0b806a2\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"14725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-24 13:54:43.000000+00:00\", \"2022-09-05 08:14:35.000000+00:00\", \"2020-10-16 14:21:27.000000+00:00\"], \"session_ids\": [\"0ead4c4a-bdff-4619-a24d-6d745bb126f8\", \"6edd2e17-dedb-4c26-81e3-1a90454dcf14\", \"5dd4d996-b872-4b2f-b73c-5ea0d4ca6a61\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.404}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or less than 602 and are greater than 4231"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[602, 4231]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16193\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-10 19:16:44.000000+00:00\", \"2020-05-26 21:00:17.000000+00:00\", \"2021-08-01 18:27:26.000000+00:00\"], \"session_ids\": [\"ecee1707-5d36-4f3e-8a84-5ad67e2f7bd5\", \"09e227b6-065d-4538-8e01-e67e4815f335\", \"3deb40b5-f28d-47e5-adfc-514006b4b1f4\"], \"total_duration\": 146.0, \"total_sessions\": 3, \"mean_week_duration\": 1.622}, \"48863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-06 16:51:56.000000+00:00\", \"2021-12-08 16:03:49.000000+00:00\", \"2022-07-30 08:16:03.000000+00:00\", \"2021-05-17 01:48:26.000000+00:00\", \"2019-08-16 07:06:38.000000+00:00\"], \"session_ids\": [\"3261b586-d983-477d-bb1f-e7b2e24585b5\", \"8748beaf-b124-45de-bcf0-29c2f654c1fc\", \"0837fb9d-58b0-4b12-9357-ceb5a86dfc43\", \"f4bd353d-c9f2-4e5e-841a-cc953f55e34f\", \"51fe982b-3af6-405c-a501-edeb7187ac9a\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.209}, \"46640\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-16 04:39:42.000000+00:00\", \"2021-03-06 10:18:02.000000+00:00\", \"2021-02-09 19:03:16.000000+00:00\"], \"session_ids\": [\"30068bc2-9d5f-4757-9455-8c2590bd4de6\", \"2bba20ea-7f05-4687-b435-1b4cab338385\", \"318352f8-77ec-4dcf-8a23-fa017c007a06\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 10.24}, \"30985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-11 22:46:00.000000+00:00\", \"2020-05-28 18:34:01.000000+00:00\"], \"session_ids\": [\"d9d96289-3379-4175-993e-40987557cee5\", \"6a6853e3-3294-45d8-b140-0d7a548ad799\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 44.714}, \"93729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-17 00:19:14.000000+00:00\", \"2019-01-09 21:58:48.000000+00:00\"], \"session_ids\": [\"5f7699e0-e42d-4b21-88bd-0bc4a206ed2e\", \"7045227c-6d98-4839-b811-f0312a3f66a2\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 2.12}, \"91026\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-22 07:03:51.000000+00:00\", \"2020-06-04 01:17:08.000000+00:00\"], \"session_ids\": [\"8fff7753-ee5b-4c1a-9ca6-46efbd48601b\", \"f0b0b0e2-0a52-413e-b615-9991d0b806a2\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"14725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-24 13:54:43.000000+00:00\", \"2022-09-05 08:14:35.000000+00:00\", \"2020-10-16 14:21:27.000000+00:00\"], \"session_ids\": [\"0ead4c4a-bdff-4619-a24d-6d745bb126f8\", \"6edd2e17-dedb-4c26-81e3-1a90454dcf14\", \"5dd4d996-b872-4b2f-b73c-5ea0d4ca6a61\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.404}, \"45295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-09 13:14:34.000000+00:00\", \"2019-05-30 14:58:21.000000+00:00\", \"2019-06-29 05:35:42.000000+00:00\", \"2020-07-02 06:13:08.000000+00:00\", \"2021-08-21 01:15:04.000000+00:00\", \"2020-03-22 20:26:35.000000+00:00\", \"2020-03-24 14:43:49.000000+00:00\", \"2021-11-27 03:08:59.000000+00:00\"], \"session_ids\": [\"4ed15175-7529-45b0-ad38-27fcae3315f1\", \"d7f762a7-510e-417b-bde7-0c7cfbed4055\", \"8ee5bb51-b6e7-4b18-b145-1af3d4c49d4a\", \"e3bb8cb0-e054-444f-8e83-16c12fbb1a55\", \"3cb9e012-90e1-4a53-9dae-65f8da845132\", \"8677bab4-a7dc-4645-b6d2-89542d5e91da\", \"4d3997b2-a14f-407a-a1d6-831a56daa524\", \"9b9c9a68-eb4d-4e6d-a745-879aad1ffbc4\"], \"total_duration\": 5312.0, \"total_sessions\": 8, \"mean_week_duration\": 40.55}}\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[{\"45295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-09 13:14:34.000000+00:00\", \"2019-05-30 14:58:21.000000+00:00\", \"2019-06-29 05:35:42.000000+00:00\", \"2020-07-02 06:13:08.000000+00:00\", \"2021-08-21 01:15:04.000000+00:00\", \"2020-03-22 20:26:35.000000+00:00\", \"2020-03-24 14:43:49.000000+00:00\", \"2021-11-27 03:08:59.000000+00:00\"], \"session_ids\": [\"4ed15175-7529-45b0-ad38-27fcae3315f1\", \"d7f762a7-510e-417b-bde7-0c7cfbed4055\", \"8ee5bb51-b6e7-4b18-b145-1af3d4c49d4a\", \"e3bb8cb0-e054-444f-8e83-16c12fbb1a55\", \"3cb9e012-90e1-4a53-9dae-65f8da845132\", \"8677bab4-a7dc-4645-b6d2-89542d5e91da\", \"4d3997b2-a14f-407a-a1d6-831a56daa524\", \"9b9c9a68-eb4d-4e6d-a745-879aad1ffbc4\"], \"total_duration\": 5312.0, \"total_sessions\": 8, \"mean_week_duration\": 40.55}}, {\"91026\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-22 07:03:51.000000+00:00\", \"2020-06-04 01:17:08.000000+00:00\"], \"session_ids\": [\"8fff7753-ee5b-4c1a-9ca6-46efbd48601b\", \"f0b0b0e2-0a52-413e-b615-9991d0b806a2\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"30985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-11 22:46:00.000000+00:00\", \"2020-05-28 18:34:01.000000+00:00\"], \"session_ids\": [\"d9d96289-3379-4175-993e-40987557cee5\", \"6a6853e3-3294-45d8-b140-0d7a548ad799\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 44.714}}, {\"46640\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-16 04:39:42.000000+00:00\", \"2021-03-06 10:18:02.000000+00:00\", \"2021-02-09 19:03:16.000000+00:00\"], \"session_ids\": [\"30068bc2-9d5f-4757-9455-8c2590bd4de6\", \"2bba20ea-7f05-4687-b435-1b4cab338385\", \"318352f8-77ec-4dcf-8a23-fa017c007a06\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 10.24}}, {\"93729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-17 00:19:14.000000+00:00\", \"2019-01-09 21:58:48.000000+00:00\"], \"session_ids\": [\"5f7699e0-e42d-4b21-88bd-0bc4a206ed2e\", \"7045227c-6d98-4839-b811-f0312a3f66a2\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 2.12}}, {\"16193\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-10 19:16:44.000000+00:00\", \"2020-05-26 21:00:17.000000+00:00\", \"2021-08-01 18:27:26.000000+00:00\"], \"session_ids\": [\"ecee1707-5d36-4f3e-8a84-5ad67e2f7bd5\", \"09e227b6-065d-4538-8e01-e67e4815f335\", \"3deb40b5-f28d-47e5-adfc-514006b4b1f4\"], \"total_duration\": 146.0, \"total_sessions\": 3, \"mean_week_duration\": 1.622}}, {\"14725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-24 13:54:43.000000+00:00\", \"2022-09-05 08:14:35.000000+00:00\", \"2020-10-16 14:21:27.000000+00:00\"], \"session_ids\": [\"0ead4c4a-bdff-4619-a24d-6d745bb126f8\", \"6edd2e17-dedb-4c26-81e3-1a90454dcf14\", \"5dd4d996-b872-4b2f-b73c-5ea0d4ca6a61\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.404}}, {\"48863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-06 16:51:56.000000+00:00\", \"2021-12-08 16:03:49.000000+00:00\", \"2022-07-30 08:16:03.000000+00:00\", \"2021-05-17 01:48:26.000000+00:00\", \"2019-08-16 07:06:38.000000+00:00\"], \"session_ids\": [\"3261b586-d983-477d-bb1f-e7b2e24585b5\", \"8748beaf-b124-45de-bcf0-29c2f654c1fc\", \"0837fb9d-58b0-4b12-9357-ceb5a86dfc43\", \"f4bd353d-c9f2-4e5e-841a-cc953f55e34f\", \"51fe982b-3af6-405c-a501-edeb7187ac9a\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.209}}]\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[{\"45295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-09 13:14:34.000000+00:00\", \"2019-05-30 14:58:21.000000+00:00\", \"2019-06-29 05:35:42.000000+00:00\", \"2020-07-02 06:13:08.000000+00:00\", \"2021-08-21 01:15:04.000000+00:00\", \"2020-03-22 20:26:35.000000+00:00\", \"2020-03-24 14:43:49.000000+00:00\", \"2021-11-27 03:08:59.000000+00:00\"], \"session_ids\": [\"4ed15175-7529-45b0-ad38-27fcae3315f1\", \"d7f762a7-510e-417b-bde7-0c7cfbed4055\", \"8ee5bb51-b6e7-4b18-b145-1af3d4c49d4a\", \"e3bb8cb0-e054-444f-8e83-16c12fbb1a55\", \"3cb9e012-90e1-4a53-9dae-65f8da845132\", \"8677bab4-a7dc-4645-b6d2-89542d5e91da\", \"4d3997b2-a14f-407a-a1d6-831a56daa524\", \"9b9c9a68-eb4d-4e6d-a745-879aad1ffbc4\"], \"total_duration\": 5312.0, \"total_sessions\": 8, \"mean_week_duration\": 40.55}}, {\"91026\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-22 07:03:51.000000+00:00\", \"2020-06-04 01:17:08.000000+00:00\"], \"session_ids\": [\"8fff7753-ee5b-4c1a-9ca6-46efbd48601b\", \"f0b0b0e2-0a52-413e-b615-9991d0b806a2\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"30985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-11 22:46:00.000000+00:00\", \"2020-05-28 18:34:01.000000+00:00\"], \"session_ids\": [\"d9d96289-3379-4175-993e-40987557cee5\", \"6a6853e3-3294-45d8-b140-0d7a548ad799\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 44.714}}, {\"46640\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-16 04:39:42.000000+00:00\", \"2021-03-06 10:18:02.000000+00:00\", \"2021-02-09 19:03:16.000000+00:00\"], \"session_ids\": [\"30068bc2-9d5f-4757-9455-8c2590bd4de6\", \"2bba20ea-7f05-4687-b435-1b4cab338385\", \"318352f8-77ec-4dcf-8a23-fa017c007a06\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 10.24}}, {\"93729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-17 00:19:14.000000+00:00\", \"2019-01-09 21:58:48.000000+00:00\"], \"session_ids\": [\"5f7699e0-e42d-4b21-88bd-0bc4a206ed2e\", \"7045227c-6d98-4839-b811-f0312a3f66a2\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 2.12}}, {\"16193\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-10 19:16:44.000000+00:00\", \"2020-05-26 21:00:17.000000+00:00\", \"2021-08-01 18:27:26.000000+00:00\"], \"session_ids\": [\"ecee1707-5d36-4f3e-8a84-5ad67e2f7bd5\", \"09e227b6-065d-4538-8e01-e67e4815f335\", \"3deb40b5-f28d-47e5-adfc-514006b4b1f4\"], \"total_duration\": 146.0, \"total_sessions\": 3, \"mean_week_duration\": 1.622}}, {\"14725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-24 13:54:43.000000+00:00\", \"2022-09-05 08:14:35.000000+00:00\", \"2020-10-16 14:21:27.000000+00:00\"], \"session_ids\": [\"0ead4c4a-bdff-4619-a24d-6d745bb126f8\", \"6edd2e17-dedb-4c26-81e3-1a90454dcf14\", \"5dd4d996-b872-4b2f-b73c-5ea0d4ca6a61\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.404}}, {\"48863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-06 16:51:56.000000+00:00\", \"2021-12-08 16:03:49.000000+00:00\", \"2022-07-30 08:16:03.000000+00:00\", \"2021-05-17 01:48:26.000000+00:00\", \"2019-08-16 07:06:38.000000+00:00\"], \"session_ids\": [\"3261b586-d983-477d-bb1f-e7b2e24585b5\", \"8748beaf-b124-45de-bcf0-29c2f654c1fc\", \"0837fb9d-58b0-4b12-9357-ceb5a86dfc43\", \"f4bd353d-c9f2-4e5e-841a-cc953f55e34f\", \"51fe982b-3af6-405c-a501-edeb7187ac9a\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.209}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about 6 users who have total_duration less than 3831 and (not including) greater than 1962 plus apply sorting by count of sessions form the lowest value to the highest value and provide me only with 4 pieces of data."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"45411\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-21 19:48:53.000000+00:00\", \"2019-04-22 12:14:30.000000+00:00\", \"2020-05-26 10:55:13.000000+00:00\"], \"session_ids\": [\"7909c304-a26f-424c-926e-b6eceb30a0f2\", \"1ac90b3e-fde0-40b7-b28e-ecbc75871b3d\", \"448a2f50-db03-4103-95b4-051551a3f4f7\"], \"total_duration\": 543.0, \"total_sessions\": 3, \"mean_week_duration\": 5.43}, \"47840\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-15 01:23:11.000000+00:00\", \"2021-11-09 02:14:27.000000+00:00\", \"2020-12-30 18:13:20.000000+00:00\", \"2020-07-14 04:23:43.000000+00:00\", \"2021-03-03 23:56:29.000000+00:00\"], \"session_ids\": [\"559bdfc0-9c4f-400a-88a7-d9addd85bc9b\", \"8fc0da78-d5ab-4221-975f-41d399a1c56d\", \"e39a261c-b7ba-43f0-874c-84352442480d\", \"237e0322-e079-488a-ba9b-25b0109a157d\", \"3f50a8a6-c57f-4715-bcb5-1d263a9b2970\"], \"total_duration\": 1419.0, \"total_sessions\": 5, \"mean_week_duration\": 12.447}, \"78862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-13 10:33:28.000000+00:00\", \"2020-07-25 10:44:33.000000+00:00\"], \"session_ids\": [\"9ff45d5a-5aa8-486d-8ea3-85744a8bb11b\", \"43a0f37d-c60e-4d11-b3b4-43952c1a18aa\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 6.167}, \"86820\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-11-11 16:31:11.000000+00:00\", \"2021-11-05 14:14:46.000000+00:00\", \"2022-12-02 09:04:50.000000+00:00\", \"2022-09-29 18:27:41.000000+00:00\"], \"session_ids\": [\"6fa163c3-ca96-467d-92b8-58f01a9b0018\", \"7eec3c88-ad2a-4427-82ec-3533ad1ec6f8\", \"c1f70da6-d387-4e77-bc8e-f06dfa8ae2fd\", \"709af54e-76ec-499a-a31f-1eaf260516a5\"], \"total_duration\": 1278.0, \"total_sessions\": 4, \"mean_week_duration\": 7.987}, \"47549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-07-13 01:42:53.000000+00:00\", \"2021-06-08 19:46:10.000000+00:00\", \"2020-11-11 16:40:40.000000+00:00\", \"2023-04-16 22:42:06.000000+00:00\"], \"session_ids\": [\"1297ef53-b06e-4788-96e6-46d67c5719cd\", \"da86f4a1-266b-41e1-be1f-8465f6ee58d4\", \"ca931a1c-df9c-4765-82e8-07bb00fe05cf\", \"874bf1ce-1280-4d4f-9efb-a9719e43cd92\"], \"total_duration\": 30.0, \"total_sessions\": 4, \"mean_week_duration\": 0.208}, \"6804\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-05 10:33:05.000000+00:00\", \"2023-06-28 03:52:35.000000+00:00\"], \"session_ids\": [\"18baae5b-617b-4537-b9eb-141a53fd7ff2\", \"e529813e-200d-4586-ab46-fc44ba561587\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 3.353}, \"92300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-21 13:25:07.000000+00:00\", \"2021-05-13 17:28:19.000000+00:00\", \"2019-06-22 08:56:55.000000+00:00\", \"2021-04-05 07:40:32.000000+00:00\", \"2021-08-29 05:01:30.000000+00:00\"], \"session_ids\": [\"c4d4af63-d7eb-4912-8f44-d9133eae8898\", \"9a00e903-22ac-4568-9feb-31045b994f18\", \"70817165-b6b4-41b5-8c6c-da6bc4808e3f\", \"28240bfa-801d-42bb-912f-359fe0bbc82b\", \"1b6b5373-8d4e-41b9-8839-dc79b65696cf\"], \"total_duration\": 2493.0, \"total_sessions\": 5, \"mean_week_duration\": 21.868}, \"21202\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-03 15:51:40.000000+00:00\", \"2020-07-18 13:13:15.000000+00:00\"], \"session_ids\": [\"1bac31ad-0743-4df3-b424-8330e1118f1e\", \"d26586e5-7c29-42b6-8f1b-8347dbcce42d\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 10.485}, \"70201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-13 13:15:35.000000+00:00\", \"2019-10-16 23:20:45.000000+00:00\"], \"session_ids\": [\"98c1340c-3f09-4217-8640-b8a07170dd7b\", \"b26ef361-87c3-4879-904b-b36535b74d59\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 3.614}, \"20682\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-07-28 12:40:08.000000+00:00\", \"2019-12-02 05:40:10.000000+00:00\"], \"session_ids\": [\"38fb4d54-f01c-44da-8263-24a48bdece0b\", \"a905e69d-de35-4321-90eb-1d9efa38bf9c\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 1962 and are equal or less than 3831"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1962, 3831]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"92300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-21 13:25:07.000000+00:00\", \"2021-05-13 17:28:19.000000+00:00\", \"2019-06-22 08:56:55.000000+00:00\", \"2021-04-05 07:40:32.000000+00:00\", \"2021-08-29 05:01:30.000000+00:00\"], \"session_ids\": [\"c4d4af63-d7eb-4912-8f44-d9133eae8898\", \"9a00e903-22ac-4568-9feb-31045b994f18\", \"70817165-b6b4-41b5-8c6c-da6bc4808e3f\", \"28240bfa-801d-42bb-912f-359fe0bbc82b\", \"1b6b5373-8d4e-41b9-8839-dc79b65696cf\"], \"total_duration\": 2493.0, \"total_sessions\": 5, \"mean_week_duration\": 21.868}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"92300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-21 13:25:07.000000+00:00\", \"2021-05-13 17:28:19.000000+00:00\", \"2019-06-22 08:56:55.000000+00:00\", \"2021-04-05 07:40:32.000000+00:00\", \"2021-08-29 05:01:30.000000+00:00\"], \"session_ids\": [\"c4d4af63-d7eb-4912-8f44-d9133eae8898\", \"9a00e903-22ac-4568-9feb-31045b994f18\", \"70817165-b6b4-41b5-8c6c-da6bc4808e3f\", \"28240bfa-801d-42bb-912f-359fe0bbc82b\", \"1b6b5373-8d4e-41b9-8839-dc79b65696cf\"], \"total_duration\": 2493.0, \"total_sessions\": 5, \"mean_week_duration\": 21.868}}]\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[{\"92300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-21 13:25:07.000000+00:00\", \"2021-05-13 17:28:19.000000+00:00\", \"2019-06-22 08:56:55.000000+00:00\", \"2021-04-05 07:40:32.000000+00:00\", \"2021-08-29 05:01:30.000000+00:00\"], \"session_ids\": [\"c4d4af63-d7eb-4912-8f44-d9133eae8898\", \"9a00e903-22ac-4568-9feb-31045b994f18\", \"70817165-b6b4-41b5-8c6c-da6bc4808e3f\", \"28240bfa-801d-42bb-912f-359fe0bbc82b\", \"1b6b5373-8d4e-41b9-8839-dc79b65696cf\"], \"total_duration\": 2493.0, \"total_sessions\": 5, \"mean_week_duration\": 21.868}}]\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[{\"92300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-21 13:25:07.000000+00:00\", \"2021-05-13 17:28:19.000000+00:00\", \"2019-06-22 08:56:55.000000+00:00\", \"2021-04-05 07:40:32.000000+00:00\", \"2021-08-29 05:01:30.000000+00:00\"], \"session_ids\": [\"c4d4af63-d7eb-4912-8f44-d9133eae8898\", \"9a00e903-22ac-4568-9feb-31045b994f18\", \"70817165-b6b4-41b5-8c6c-da6bc4808e3f\", \"28240bfa-801d-42bb-912f-359fe0bbc82b\", \"1b6b5373-8d4e-41b9-8839-dc79b65696cf\"], \"total_duration\": 2493.0, \"total_sessions\": 5, \"mean_week_duration\": 21.868}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Offer me knowledge about 4 users whose time using the app is bigger than 1390 (not including) and smaller than 4643 and implement sorting by total amount of duration 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{\"68648\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-08 10:14:37.000000+00:00\", \"2022-04-23 20:26:58.000000+00:00\", \"2022-10-19 21:42:13.000000+00:00\", \"2019-06-18 02:58:47.000000+00:00\"], \"session_ids\": [\"152ae3bc-871a-4c0a-b903-948a3f567ce4\", \"1384b976-9b4f-45a0-bdb9-9fb3c64eed69\", \"304b05ee-d9ae-4b0a-b5eb-9225c1eea6e8\", \"4e49874a-5a1f-4563-9ca7-a9641ac25740\"], \"total_duration\": 365.0, \"total_sessions\": 4, \"mean_week_duration\": 2.086}, \"96139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-22 23:36:14.000000+00:00\", \"2021-10-23 19:40:10.000000+00:00\"], \"session_ids\": [\"f903072f-b4f7-4167-9b20-2f654b4b17fd\", \"c855691c-477f-4f5c-b660-8407ee6bb0a2\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 14.29}, \"42706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-18 00:25:13.000000+00:00\", \"2020-01-30 23:24:45.000000+00:00\", \"2020-03-10 19:26:46.000000+00:00\", \"2021-07-17 21:48:22.000000+00:00\", \"2019-04-10 19:33:10.000000+00:00\", \"2021-02-21 09:11:43.000000+00:00\"], \"session_ids\": [\"8d83d125-88ed-485d-ba28-abab7382554f\", \"4ade976b-2da9-4958-b524-66496ce9bd94\", \"991cba5a-6a0d-45cd-b78b-9e477ac59d76\", \"397d29cb-2796-4bee-bd2b-7bf1d1082b36\", \"aacfc6ba-9e4d-40e8-a223-db41c05589e7\", \"83724b41-d656-40fb-a7da-4dfaff40e47b\"], \"total_duration\": 396.0, \"total_sessions\": 6, \"mean_week_duration\": 3.328}, \"20010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-06-15 21:46:49.000000+00:00\", \"2023-06-03 14:05:57.000000+00:00\"], \"session_ids\": [\"f0666f08-36e6-4de8-af33-86a3b29333a5\", \"3afad054-f60b-45f5-8c8b-0da258f73741\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"89557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-06 15:35:15.000000+00:00\", \"2019-06-12 12:52:54.000000+00:00\"], \"session_ids\": [\"53f28b90-0b90-4c88-9396-6e1d15547693\", \"17b2bc07-2021-4bf3-925b-d64877043af4\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}, \"97197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-16 21:05:04.000000+00:00\", \"2021-05-29 03:16:25.000000+00:00\", \"2020-05-31 18:09:15.000000+00:00\", \"2023-01-10 09:14:33.000000+00:00\", \"2020-06-01 05:17:55.000000+00:00\", \"2022-10-08 04:48:29.000000+00:00\", \"2020-11-14 23:10:45.000000+00:00\"], \"session_ids\": [\"a1c5327b-83d9-4c8c-ae0a-36be32d5ff19\", \"5fd2826d-cd9a-492a-8e59-d3e3d8d05a88\", \"02c43e93-cc1a-4d50-9103-764626e6235c\", \"ebde8284-5ef9-4010-a25a-5d4d0c79d8cf\", \"f2c37808-1252-4f00-9de0-722d27f3ece9\", \"b622a830-084e-4562-a60f-8c3eb4696117\", \"6b11787c-1d3f-476f-83e4-fa575ba6931b\"], \"total_duration\": 3448.0, \"total_sessions\": 7, \"mean_week_duration\": 18.052}, \"40205\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-07-20 09:23:18.000000+00:00\", \"2020-04-08 14:55:18.000000+00:00\"], \"session_ids\": [\"8596458e-b297-4c11-9d5f-2e8f96d84d8d\", \"b58d9b79-84df-4be4-be8a-633016e7e612\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 9.467}, \"81532\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-09 11:20:22.000000+00:00\", \"2022-04-07 04:57:21.000000+00:00\", \"2020-08-27 19:58:43.000000+00:00\"], \"session_ids\": [\"6ba17e7f-f1e4-41a0-9b32-1ee01128dd9d\", \"dae4422a-9f76-480b-b59a-db2547911f91\", \"d5dac8da-0ee7-49d5-973f-6f241cff4c71\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 0.903}, \"87786\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-01 12:35:28.000000+00:00\", \"2023-06-15 08:33:28.000000+00:00\"], \"session_ids\": [\"eaaf4ca4-715f-4c20-84c9-ed85d912867f\", \"4aa4831f-435b-4557-9d00-d123c43c83bb\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.287}, \"24947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-23 11:30:07.000000+00:00\", \"2022-04-20 08:10:53.000000+00:00\"], \"session_ids\": [\"ab9a5c9e-dcd6-4f36-985a-30d3f624d88e\", \"c18e4137-ccc8-4793-8b91-7742f972b010\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 5.936}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 1390 and are equal or less than 4643"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1390, 4643]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"97197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-16 21:05:04.000000+00:00\", \"2021-05-29 03:16:25.000000+00:00\", \"2020-05-31 18:09:15.000000+00:00\", \"2023-01-10 09:14:33.000000+00:00\", \"2020-06-01 05:17:55.000000+00:00\", \"2022-10-08 04:48:29.000000+00:00\", \"2020-11-14 23:10:45.000000+00:00\"], \"session_ids\": [\"a1c5327b-83d9-4c8c-ae0a-36be32d5ff19\", \"5fd2826d-cd9a-492a-8e59-d3e3d8d05a88\", \"02c43e93-cc1a-4d50-9103-764626e6235c\", \"ebde8284-5ef9-4010-a25a-5d4d0c79d8cf\", \"f2c37808-1252-4f00-9de0-722d27f3ece9\", \"b622a830-084e-4562-a60f-8c3eb4696117\", \"6b11787c-1d3f-476f-83e4-fa575ba6931b\"], \"total_duration\": 3448.0, \"total_sessions\": 7, \"mean_week_duration\": 18.052}}\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[{\"97197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-16 21:05:04.000000+00:00\", \"2021-05-29 03:16:25.000000+00:00\", \"2020-05-31 18:09:15.000000+00:00\", \"2023-01-10 09:14:33.000000+00:00\", \"2020-06-01 05:17:55.000000+00:00\", \"2022-10-08 04:48:29.000000+00:00\", \"2020-11-14 23:10:45.000000+00:00\"], \"session_ids\": [\"a1c5327b-83d9-4c8c-ae0a-36be32d5ff19\", \"5fd2826d-cd9a-492a-8e59-d3e3d8d05a88\", \"02c43e93-cc1a-4d50-9103-764626e6235c\", \"ebde8284-5ef9-4010-a25a-5d4d0c79d8cf\", \"f2c37808-1252-4f00-9de0-722d27f3ece9\", \"b622a830-084e-4562-a60f-8c3eb4696117\", \"6b11787c-1d3f-476f-83e4-fa575ba6931b\"], \"total_duration\": 3448.0, \"total_sessions\": 7, \"mean_week_duration\": 18.052}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"97197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-16 21:05:04.000000+00:00\", \"2021-05-29 03:16:25.000000+00:00\", \"2020-05-31 18:09:15.000000+00:00\", \"2023-01-10 09:14:33.000000+00:00\", \"2020-06-01 05:17:55.000000+00:00\", \"2022-10-08 04:48:29.000000+00:00\", \"2020-11-14 23:10:45.000000+00:00\"], \"session_ids\": [\"a1c5327b-83d9-4c8c-ae0a-36be32d5ff19\", \"5fd2826d-cd9a-492a-8e59-d3e3d8d05a88\", \"02c43e93-cc1a-4d50-9103-764626e6235c\", \"ebde8284-5ef9-4010-a25a-5d4d0c79d8cf\", \"f2c37808-1252-4f00-9de0-722d27f3ece9\", \"b622a830-084e-4562-a60f-8c3eb4696117\", \"6b11787c-1d3f-476f-83e4-fa575ba6931b\"], \"total_duration\": 3448.0, \"total_sessions\": 7, \"mean_week_duration\": 18.052}}]\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[{\"97197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-16 21:05:04.000000+00:00\", \"2021-05-29 03:16:25.000000+00:00\", \"2020-05-31 18:09:15.000000+00:00\", \"2023-01-10 09:14:33.000000+00:00\", \"2020-06-01 05:17:55.000000+00:00\", \"2022-10-08 04:48:29.000000+00:00\", \"2020-11-14 23:10:45.000000+00:00\"], \"session_ids\": [\"a1c5327b-83d9-4c8c-ae0a-36be32d5ff19\", \"5fd2826d-cd9a-492a-8e59-d3e3d8d05a88\", \"02c43e93-cc1a-4d50-9103-764626e6235c\", \"ebde8284-5ef9-4010-a25a-5d4d0c79d8cf\", \"f2c37808-1252-4f00-9de0-722d27f3ece9\", \"b622a830-084e-4562-a60f-8c3eb4696117\", \"6b11787c-1d3f-476f-83e4-fa575ba6931b\"], \"total_duration\": 3448.0, \"total_sessions\": 7, \"mean_week_duration\": 18.052}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on 2 users who have median of duration of sessions per week strictly bigger than 16 also execute sorting by site usage time ascendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-08-14 19:29:58.000000+00:00\", \"2019-07-05 10:42:29.000000+00:00\", \"2020-09-30 23:59:39.000000+00:00\", \"2021-09-12 03:16:05.000000+00:00\", \"2023-06-03 13:23:40.000000+00:00\", \"2021-09-03 06:41:11.000000+00:00\"], \"session_ids\": [\"ea597775-a29d-416f-b997-656c88a08ad3\", \"92a90b09-a40d-41f3-9ca5-b2b9642052cd\", \"d3544085-6178-47ad-91d4-3a7e5f88e420\", \"2e4d62a8-d19e-41c6-80ec-3efecfefc19a\", \"777dccf8-9240-497c-a8c1-69aa25aaad1b\", \"0ce370a9-adc2-493d-954a-66eb49094a0b\"], \"total_duration\": 1456.0, \"total_sessions\": 6, \"mean_week_duration\": 7.102}, \"14176\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-12-25 07:12:57.000000+00:00\", \"2023-04-23 11:00:37.000000+00:00\", \"2020-08-29 12:58:20.000000+00:00\"], \"session_ids\": [\"a9f9afc6-f857-40be-8155-27682d365fee\", \"ddd4de0d-b522-47ee-a6c1-c3b69a03e908\", \"2fa34e2a-5904-414e-a43f-264f3252f2d0\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 5.845}, \"39035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-05-18 09:05:14.000000+00:00\", \"2020-10-11 04:15:56.000000+00:00\"], \"session_ids\": [\"1a04a376-c39d-48d6-b3e4-93158d2a7a07\", \"55ed1986-260e-4574-bb39-4ba6155090c0\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"58805\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-12-31 09:40:48.000000+00:00\", \"2019-05-26 16:41:42.000000+00:00\", \"2020-07-06 04:34:36.000000+00:00\", \"2019-01-25 08:06:23.000000+00:00\"], \"session_ids\": [\"91a304b0-7f6d-4792-a0be-54c956854836\", \"5f7f8189-75f8-487c-8c02-d7aa9edbf62b\", \"4d3aa6f2-6582-4256-b0f4-4df79a2f01e1\", \"79c9d96f-b1d0-4816-ae22-e13aabafb0f6\"], \"total_duration\": 986.0, \"total_sessions\": 4, \"mean_week_duration\": 9.762}, \"98506\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-11 14:26:25.000000+00:00\", \"2019-04-05 12:19:30.000000+00:00\"], \"session_ids\": [\"1490e86e-3198-413c-9a42-ee5d07b59462\", \"6be4fb97-ef54-44fd-9976-ca8528e92ea2\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 1.446}, \"6237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-25 20:40:32.000000+00:00\", \"2019-02-26 12:53:52.000000+00:00\", \"2022-10-06 15:03:44.000000+00:00\", \"2019-02-15 15:02:59.000000+00:00\"], \"session_ids\": [\"42d0747e-a728-4b34-b4b4-fa19b6918196\", \"c865a696-f4ad-41d6-9a3f-8973cd812046\", \"3a2a04a5-d062-4c6f-8412-744415e65db9\", \"47417b2d-2657-4432-a79e-d106657ae6a5\"], \"total_duration\": 1173.0, \"total_sessions\": 4, \"mean_week_duration\": 5.26}, \"38586\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-30 01:55:19.000000+00:00\", \"2019-05-12 06:37:34.000000+00:00\"], \"session_ids\": [\"10d8823a-9c9c-4b1b-b987-aaf1a7c6e9ff\", \"69d0ea60-b17c-40bf-89eb-ff6d9d80d39f\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 7.875}, \"98479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-10-18 02:43:09.000000+00:00\", \"2020-06-15 19:24:04.000000+00:00\"], \"session_ids\": [\"898d3ba5-4be9-4421-9199-b643b36765d2\", \"51be3a07-ac61-4fb4-be72-8675f49339e2\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}, \"65402\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-05-16 19:35:25.000000+00:00\", \"2021-04-06 12:28:22.000000+00:00\"], \"session_ids\": [\"ff22d055-0610-4fa0-83c9-82a6e85e07b3\", \"52f36169-24d7-40d7-b1eb-48556321b2ae\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 2.409}, \"21312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-09 06:31:19.000000+00:00\", \"2021-06-23 22:37:50.000000+00:00\", \"2019-01-19 21:23:09.000000+00:00\", \"2020-11-03 10:32:21.000000+00:00\", \"2023-06-16 10:47:22.000000+00:00\", \"2022-02-03 08:53:46.000000+00:00\", \"2020-04-29 03:39:23.000000+00:00\"], \"session_ids\": [\"f5b5f62c-e344-4334-98c1-1ba640f624e6\", \"9d99eb1b-7d6d-42f7-b8e5-2445780b1853\", \"b60c6b0e-54b5-4330-8085-669c50863437\", \"b7e31230-f8df-4592-b9a7-d629886ffd2c\", \"7b91cecf-286f-4471-86c7-1435dab73035\", \"6112c17d-015a-4232-982c-341d3267c5c3\", \"0c85de15-1ea0-430c-b617-beeeacd4de77\"], \"total_duration\": 888.0, \"total_sessions\": 7, \"mean_week_duration\": 3.861}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 16"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 25]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show 2 users to me who have time using the app per week strictly greater than 28 and strictly less than 19 as well as carry out sorting by time using the app per week from the largest to the smallest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"37756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-28 07:56:40.000000+00:00\", \"2019-04-12 21:24:38.000000+00:00\"], \"session_ids\": [\"7aa31094-a4d6-4465-983e-0b7ca0b0017f\", \"b716f742-ad0d-4921-bfbf-7825b371e78e\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.087}, \"21765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-16 22:28:20.000000+00:00\", \"2020-09-30 21:34:14.000000+00:00\"], \"session_ids\": [\"9033a05f-6dde-4ade-8264-f19d5848f0a8\", \"279b808f-4c14-48fa-9615-74e283fa9b42\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 3.382}, \"4445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-08-01 17:54:33.000000+00:00\", \"2022-12-01 15:14:04.000000+00:00\"], \"session_ids\": [\"93547d74-3a66-4436-9a52-0f583cc0afae\", \"8de6e21c-8826-49d5-9a4a-b8d5592cdd4c\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.056}, \"83462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-27 06:15:35.000000+00:00\", \"2021-06-05 15:22:38.000000+00:00\", \"2020-02-09 23:30:30.000000+00:00\"], \"session_ids\": [\"19944908-0dbe-46cf-98c2-46cb2c82e4b7\", \"c505cb6f-3f68-42b2-85a4-b44cdeb94a72\", \"12659688-69da-4ae1-9eef-d60ce879fce2\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 7.174}, \"89460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-10 13:19:05.000000+00:00\", \"2021-03-18 12:00:35.000000+00:00\", \"2020-02-01 21:31:44.000000+00:00\"], \"session_ids\": [\"b3fef431-2182-46a8-a4a3-9453dc55e299\", \"909a7fde-a56c-427d-b928-93a8a291c15a\", \"79b08d84-c7ac-4416-a7f0-058613d59daf\"], \"total_duration\": 1061.0, \"total_sessions\": 3, \"mean_week_duration\": 13.262}, \"39188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-12 01:21:01.000000+00:00\", \"2021-10-03 20:05:32.000000+00:00\", \"2019-02-11 21:58:10.000000+00:00\", \"2019-05-14 05:02:52.000000+00:00\"], \"session_ids\": [\"fb17f4b1-b956-47e5-baca-78cb3431f113\", \"b8d67a16-bfbe-47fa-a783-3dee6711a7ff\", \"f34038ca-26e9-4fc2-b98d-5156f75153a7\", \"cf400061-df72-47e4-8433-015414393e0d\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 8.225}, \"31155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 01:38:06.000000+00:00\", \"2019-12-29 00:23:48.000000+00:00\", \"2021-05-29 14:57:13.000000+00:00\", \"2021-06-28 18:42:44.000000+00:00\"], \"session_ids\": [\"ab55519d-7674-44ae-8507-7d4797230a1e\", \"09753180-2e29-4326-ab61-6b0fc07bb5f7\", \"2d7b8d56-288a-42ac-be82-cd7726127376\", \"6b6620ff-cc3f-4b8f-b77c-60b74a6f7d17\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 1.557}, \"73483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-15 14:49:24.000000+00:00\", \"2019-08-25 11:05:14.000000+00:00\"], \"session_ids\": [\"909d9b6a-1d10-4aa6-897c-d26a555df840\", \"0b7314f1-cfc3-49f2-b6d9-012a0d32a9e1\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}, \"30795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-28 02:05:04.000000+00:00\", \"2019-10-10 21:18:26.000000+00:00\", \"2021-02-21 13:02:28.000000+00:00\", \"2021-09-12 01:38:34.000000+00:00\"], \"session_ids\": [\"b88d4d50-9a27-4b3d-9658-00268e46b457\", \"b62697b5-af28-47ac-9dec-dac323503a19\", \"b8b95f98-ab15-4bb1-8041-751b51f84d0f\", \"31aa3cf1-1b50-4933-b946-dba20749096c\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 0.57}, \"82978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-13 00:58:31.000000+00:00\", \"2020-09-08 20:13:33.000000+00:00\", \"2022-03-27 06:48:57.000000+00:00\", \"2019-03-22 10:43:53.000000+00:00\", \"2020-08-25 19:57:18.000000+00:00\", \"2019-08-27 15:11:20.000000+00:00\", \"2023-02-27 12:43:15.000000+00:00\"], \"session_ids\": [\"c1b24fd5-acf7-4526-a019-34c7d97ce0ae\", \"c13f0f6c-f1be-4e3f-bbde-59a04eaf80ab\", \"a615b0fd-95aa-4115-bc6c-3fbd5da950b4\", \"1a470b0d-2c37-4fd0-aece-fbb74fa950ff\", \"8b78bd15-d003-4402-87c2-028445c31d2c\", \"d46603b7-bc44-4841-ae2b-c93eedf258f7\", \"2af45a0c-263b-4ed7-9c95-2421c4c9b1c7\"], \"total_duration\": 955.0, \"total_sessions\": 7, \"mean_week_duration\": 4.636}}\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 19 and are greater than 28"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 28]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"37756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-28 07:56:40.000000+00:00\", \"2019-04-12 21:24:38.000000+00:00\"], \"session_ids\": [\"7aa31094-a4d6-4465-983e-0b7ca0b0017f\", \"b716f742-ad0d-4921-bfbf-7825b371e78e\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.087}, \"21765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-16 22:28:20.000000+00:00\", \"2020-09-30 21:34:14.000000+00:00\"], \"session_ids\": [\"9033a05f-6dde-4ade-8264-f19d5848f0a8\", \"279b808f-4c14-48fa-9615-74e283fa9b42\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 3.382}, \"4445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-08-01 17:54:33.000000+00:00\", \"2022-12-01 15:14:04.000000+00:00\"], \"session_ids\": [\"93547d74-3a66-4436-9a52-0f583cc0afae\", \"8de6e21c-8826-49d5-9a4a-b8d5592cdd4c\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.056}, \"83462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-27 06:15:35.000000+00:00\", \"2021-06-05 15:22:38.000000+00:00\", \"2020-02-09 23:30:30.000000+00:00\"], \"session_ids\": [\"19944908-0dbe-46cf-98c2-46cb2c82e4b7\", \"c505cb6f-3f68-42b2-85a4-b44cdeb94a72\", \"12659688-69da-4ae1-9eef-d60ce879fce2\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 7.174}, \"89460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-10 13:19:05.000000+00:00\", \"2021-03-18 12:00:35.000000+00:00\", \"2020-02-01 21:31:44.000000+00:00\"], \"session_ids\": [\"b3fef431-2182-46a8-a4a3-9453dc55e299\", \"909a7fde-a56c-427d-b928-93a8a291c15a\", \"79b08d84-c7ac-4416-a7f0-058613d59daf\"], \"total_duration\": 1061.0, \"total_sessions\": 3, \"mean_week_duration\": 13.262}, \"39188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-12 01:21:01.000000+00:00\", \"2021-10-03 20:05:32.000000+00:00\", \"2019-02-11 21:58:10.000000+00:00\", \"2019-05-14 05:02:52.000000+00:00\"], \"session_ids\": [\"fb17f4b1-b956-47e5-baca-78cb3431f113\", \"b8d67a16-bfbe-47fa-a783-3dee6711a7ff\", \"f34038ca-26e9-4fc2-b98d-5156f75153a7\", \"cf400061-df72-47e4-8433-015414393e0d\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 8.225}, \"31155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 01:38:06.000000+00:00\", \"2019-12-29 00:23:48.000000+00:00\", \"2021-05-29 14:57:13.000000+00:00\", \"2021-06-28 18:42:44.000000+00:00\"], \"session_ids\": [\"ab55519d-7674-44ae-8507-7d4797230a1e\", \"09753180-2e29-4326-ab61-6b0fc07bb5f7\", \"2d7b8d56-288a-42ac-be82-cd7726127376\", \"6b6620ff-cc3f-4b8f-b77c-60b74a6f7d17\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 1.557}, \"73483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-15 14:49:24.000000+00:00\", \"2019-08-25 11:05:14.000000+00:00\"], \"session_ids\": [\"909d9b6a-1d10-4aa6-897c-d26a555df840\", \"0b7314f1-cfc3-49f2-b6d9-012a0d32a9e1\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}, \"30795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-28 02:05:04.000000+00:00\", \"2019-10-10 21:18:26.000000+00:00\", \"2021-02-21 13:02:28.000000+00:00\", \"2021-09-12 01:38:34.000000+00:00\"], \"session_ids\": [\"b88d4d50-9a27-4b3d-9658-00268e46b457\", \"b62697b5-af28-47ac-9dec-dac323503a19\", \"b8b95f98-ab15-4bb1-8041-751b51f84d0f\", \"31aa3cf1-1b50-4933-b946-dba20749096c\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 0.57}, \"82978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-13 00:58:31.000000+00:00\", \"2020-09-08 20:13:33.000000+00:00\", \"2022-03-27 06:48:57.000000+00:00\", \"2019-03-22 10:43:53.000000+00:00\", \"2020-08-25 19:57:18.000000+00:00\", \"2019-08-27 15:11:20.000000+00:00\", \"2023-02-27 12:43:15.000000+00:00\"], \"session_ids\": [\"c1b24fd5-acf7-4526-a019-34c7d97ce0ae\", \"c13f0f6c-f1be-4e3f-bbde-59a04eaf80ab\", \"a615b0fd-95aa-4115-bc6c-3fbd5da950b4\", \"1a470b0d-2c37-4fd0-aece-fbb74fa950ff\", \"8b78bd15-d003-4402-87c2-028445c31d2c\", \"d46603b7-bc44-4841-ae2b-c93eedf258f7\", \"2af45a0c-263b-4ed7-9c95-2421c4c9b1c7\"], \"total_duration\": 955.0, \"total_sessions\": 7, \"mean_week_duration\": 4.636}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"89460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-10 13:19:05.000000+00:00\", \"2021-03-18 12:00:35.000000+00:00\", \"2020-02-01 21:31:44.000000+00:00\"], \"session_ids\": [\"b3fef431-2182-46a8-a4a3-9453dc55e299\", \"909a7fde-a56c-427d-b928-93a8a291c15a\", \"79b08d84-c7ac-4416-a7f0-058613d59daf\"], \"total_duration\": 1061.0, \"total_sessions\": 3, \"mean_week_duration\": 13.262}}, {\"39188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-12 01:21:01.000000+00:00\", \"2021-10-03 20:05:32.000000+00:00\", \"2019-02-11 21:58:10.000000+00:00\", \"2019-05-14 05:02:52.000000+00:00\"], \"session_ids\": [\"fb17f4b1-b956-47e5-baca-78cb3431f113\", \"b8d67a16-bfbe-47fa-a783-3dee6711a7ff\", \"f34038ca-26e9-4fc2-b98d-5156f75153a7\", \"cf400061-df72-47e4-8433-015414393e0d\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 8.225}}, {\"83462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-27 06:15:35.000000+00:00\", \"2021-06-05 15:22:38.000000+00:00\", \"2020-02-09 23:30:30.000000+00:00\"], \"session_ids\": [\"19944908-0dbe-46cf-98c2-46cb2c82e4b7\", \"c505cb6f-3f68-42b2-85a4-b44cdeb94a72\", \"12659688-69da-4ae1-9eef-d60ce879fce2\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 7.174}}, {\"82978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-13 00:58:31.000000+00:00\", \"2020-09-08 20:13:33.000000+00:00\", \"2022-03-27 06:48:57.000000+00:00\", \"2019-03-22 10:43:53.000000+00:00\", \"2020-08-25 19:57:18.000000+00:00\", \"2019-08-27 15:11:20.000000+00:00\", \"2023-02-27 12:43:15.000000+00:00\"], \"session_ids\": [\"c1b24fd5-acf7-4526-a019-34c7d97ce0ae\", \"c13f0f6c-f1be-4e3f-bbde-59a04eaf80ab\", \"a615b0fd-95aa-4115-bc6c-3fbd5da950b4\", \"1a470b0d-2c37-4fd0-aece-fbb74fa950ff\", \"8b78bd15-d003-4402-87c2-028445c31d2c\", \"d46603b7-bc44-4841-ae2b-c93eedf258f7\", \"2af45a0c-263b-4ed7-9c95-2421c4c9b1c7\"], \"total_duration\": 955.0, \"total_sessions\": 7, \"mean_week_duration\": 4.636}}, {\"21765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-16 22:28:20.000000+00:00\", \"2020-09-30 21:34:14.000000+00:00\"], \"session_ids\": [\"9033a05f-6dde-4ade-8264-f19d5848f0a8\", \"279b808f-4c14-48fa-9615-74e283fa9b42\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 3.382}}, {\"31155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 01:38:06.000000+00:00\", \"2019-12-29 00:23:48.000000+00:00\", \"2021-05-29 14:57:13.000000+00:00\", \"2021-06-28 18:42:44.000000+00:00\"], \"session_ids\": [\"ab55519d-7674-44ae-8507-7d4797230a1e\", \"09753180-2e29-4326-ab61-6b0fc07bb5f7\", \"2d7b8d56-288a-42ac-be82-cd7726127376\", \"6b6620ff-cc3f-4b8f-b77c-60b74a6f7d17\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 1.557}}, {\"4445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-08-01 17:54:33.000000+00:00\", \"2022-12-01 15:14:04.000000+00:00\"], \"session_ids\": [\"93547d74-3a66-4436-9a52-0f583cc0afae\", \"8de6e21c-8826-49d5-9a4a-b8d5592cdd4c\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.056}}, {\"30795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-28 02:05:04.000000+00:00\", \"2019-10-10 21:18:26.000000+00:00\", \"2021-02-21 13:02:28.000000+00:00\", \"2021-09-12 01:38:34.000000+00:00\"], \"session_ids\": [\"b88d4d50-9a27-4b3d-9658-00268e46b457\", \"b62697b5-af28-47ac-9dec-dac323503a19\", \"b8b95f98-ab15-4bb1-8041-751b51f84d0f\", \"31aa3cf1-1b50-4933-b946-dba20749096c\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 0.57}}, {\"73483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-15 14:49:24.000000+00:00\", \"2019-08-25 11:05:14.000000+00:00\"], \"session_ids\": [\"909d9b6a-1d10-4aa6-897c-d26a555df840\", \"0b7314f1-cfc3-49f2-b6d9-012a0d32a9e1\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}}, {\"37756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-28 07:56:40.000000+00:00\", \"2019-04-12 21:24:38.000000+00:00\"], \"session_ids\": [\"7aa31094-a4d6-4465-983e-0b7ca0b0017f\", \"b716f742-ad0d-4921-bfbf-7825b371e78e\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.087}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 2 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"89460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-10 13:19:05.000000+00:00\", \"2021-03-18 12:00:35.000000+00:00\", \"2020-02-01 21:31:44.000000+00:00\"], \"session_ids\": [\"b3fef431-2182-46a8-a4a3-9453dc55e299\", \"909a7fde-a56c-427d-b928-93a8a291c15a\", \"79b08d84-c7ac-4416-a7f0-058613d59daf\"], \"total_duration\": 1061.0, \"total_sessions\": 3, \"mean_week_duration\": 13.262}}, {\"39188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-12 01:21:01.000000+00:00\", \"2021-10-03 20:05:32.000000+00:00\", \"2019-02-11 21:58:10.000000+00:00\", \"2019-05-14 05:02:52.000000+00:00\"], \"session_ids\": [\"fb17f4b1-b956-47e5-baca-78cb3431f113\", \"b8d67a16-bfbe-47fa-a783-3dee6711a7ff\", \"f34038ca-26e9-4fc2-b98d-5156f75153a7\", \"cf400061-df72-47e4-8433-015414393e0d\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 8.225}}]\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[{\"89460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-10 13:19:05.000000+00:00\", \"2021-03-18 12:00:35.000000+00:00\", \"2020-02-01 21:31:44.000000+00:00\"], \"session_ids\": [\"b3fef431-2182-46a8-a4a3-9453dc55e299\", \"909a7fde-a56c-427d-b928-93a8a291c15a\", \"79b08d84-c7ac-4416-a7f0-058613d59daf\"], \"total_duration\": 1061.0, \"total_sessions\": 3, \"mean_week_duration\": 13.262}}, {\"39188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-12 01:21:01.000000+00:00\", \"2021-10-03 20:05:32.000000+00:00\", \"2019-02-11 21:58:10.000000+00:00\", \"2019-05-14 05:02:52.000000+00:00\"], \"session_ids\": [\"fb17f4b1-b956-47e5-baca-78cb3431f113\", \"b8d67a16-bfbe-47fa-a783-3dee6711a7ff\", \"f34038ca-26e9-4fc2-b98d-5156f75153a7\", \"cf400061-df72-47e4-8433-015414393e0d\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 8.225}}]\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 5 users whose total sessions less than 4 and greater than 8 , and implement sorting by duration total in asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-26 23:11:28.000000+00:00\", \"2019-07-17 06:56:26.000000+00:00\"], \"session_ids\": [\"b8a1ea95-a282-4b00-aacb-d16feb6a2909\", \"a891a2f8-3a8f-41bb-ae14-8ebf034b5313\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"72838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-26 08:30:35.000000+00:00\", \"2023-04-02 02:56:13.000000+00:00\", \"2022-05-31 08:14:14.000000+00:00\", \"2021-04-23 06:37:00.000000+00:00\"], \"session_ids\": [\"b58f4409-6747-4e72-a713-4792f18f2725\", \"3d3b7788-6ad7-4be2-b34e-bc095e30ec75\", \"e13c5a27-af27-4283-875f-3cd7f26c8a62\", \"f79f9193-674d-47c5-bcf5-e2d80380ea98\"], \"total_duration\": 395.0, \"total_sessions\": 4, \"mean_week_duration\": 3.347}, \"6846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-08 08:40:57.000000+00:00\", \"2020-09-02 12:33:46.000000+00:00\", \"2022-02-25 06:03:18.000000+00:00\"], \"session_ids\": [\"63edd508-4148-475d-ad15-3f4c0629fb2d\", \"ec0e7dee-35a2-4320-b918-284d5dff7c1f\", \"6ff9fc69-0cbd-4b6a-b92b-5b6c512164a4\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.068}, \"32358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:00:32.000000+00:00\", \"2021-10-15 05:26:12.000000+00:00\"], \"session_ids\": [\"0ba78251-d7d7-4e19-956e-3b5c86b732ce\", \"d9a2fe17-9074-40c6-b483-e068009765fa\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.701}, \"82208\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-30 13:14:11.000000+00:00\", \"2023-02-16 10:10:30.000000+00:00\", \"2020-09-14 21:31:13.000000+00:00\"], \"session_ids\": [\"55c38890-e46a-4132-be82-70ffb7406b60\", \"91c7882c-ddea-43e5-8f96-8fb464470dba\", \"5680b159-8884-48b6-86a1-6cea5aa6cc2c\"], \"total_duration\": 999.0, \"total_sessions\": 3, \"mean_week_duration\": 5.946}, \"65173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-26 11:01:14.000000+00:00\", \"2020-10-27 04:43:17.000000+00:00\", \"2020-03-10 17:51:44.000000+00:00\"], \"session_ids\": [\"585ec525-7710-4e60-b7e0-b3b13afa9083\", \"a1dfd33f-b133-4b3f-9d31-a12133ef6098\", \"74360c41-1cec-425f-b119-c7c0e0b3c0e3\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.565}, \"69987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-27 00:55:58.000000+00:00\", \"2023-04-23 04:49:07.000000+00:00\", \"2021-07-06 15:44:53.000000+00:00\"], \"session_ids\": [\"e5535742-14b8-4126-a835-cf7798f9459b\", \"d11f324b-95fe-4157-9982-b2628eca3693\", \"4e51a2ac-a5c2-483c-880d-c38656975890\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 2.089}, \"28478\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-23 10:47:48.000000+00:00\", \"2020-04-08 17:06:02.000000+00:00\"], \"session_ids\": [\"106a790d-ef0b-4c7a-af58-eef355ad58bc\", \"372add71-a396-41d6-982b-a6bdc2ce10e7\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.068}, \"47868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-06 03:19:04.000000+00:00\", \"2021-08-13 19:44:09.000000+00:00\"], \"session_ids\": [\"48c5f5a1-f0ce-4f1b-bd86-50e9889e5161\", \"b6a9eb67-9d2f-4ea2-994a-fbc06c16a222\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 2.833}, \"63740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-16 21:55:57.000000+00:00\", \"2020-06-29 10:06:24.000000+00:00\", \"2021-04-16 08:27:35.000000+00:00\", \"2019-10-25 20:03:03.000000+00:00\", \"2019-10-01 00:24:38.000000+00:00\"], \"session_ids\": [\"b9316138-d2d1-4b0c-8550-212aa2999c5a\", \"8d38b5bd-6232-4eac-bef6-cee4148e55dc\", \"9ce3a17e-8394-4632-b59a-d5ea60acf6c0\", \"e3f3e2fa-edc5-43be-ad51-70ce044a41c0\", \"f1c60657-4c80-4fe0-a924-9ec249ed2d5b\"], \"total_duration\": 935.0, \"total_sessions\": 5, \"mean_week_duration\": 11.543}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 4 and are equal or greater than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-26 23:11:28.000000+00:00\", \"2019-07-17 06:56:26.000000+00:00\"], \"session_ids\": [\"b8a1ea95-a282-4b00-aacb-d16feb6a2909\", \"a891a2f8-3a8f-41bb-ae14-8ebf034b5313\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"72838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-26 08:30:35.000000+00:00\", \"2023-04-02 02:56:13.000000+00:00\", \"2022-05-31 08:14:14.000000+00:00\", \"2021-04-23 06:37:00.000000+00:00\"], \"session_ids\": [\"b58f4409-6747-4e72-a713-4792f18f2725\", \"3d3b7788-6ad7-4be2-b34e-bc095e30ec75\", \"e13c5a27-af27-4283-875f-3cd7f26c8a62\", \"f79f9193-674d-47c5-bcf5-e2d80380ea98\"], \"total_duration\": 395.0, \"total_sessions\": 4, \"mean_week_duration\": 3.347}, \"6846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-08 08:40:57.000000+00:00\", \"2020-09-02 12:33:46.000000+00:00\", \"2022-02-25 06:03:18.000000+00:00\"], \"session_ids\": [\"63edd508-4148-475d-ad15-3f4c0629fb2d\", \"ec0e7dee-35a2-4320-b918-284d5dff7c1f\", \"6ff9fc69-0cbd-4b6a-b92b-5b6c512164a4\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.068}, \"32358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:00:32.000000+00:00\", \"2021-10-15 05:26:12.000000+00:00\"], \"session_ids\": [\"0ba78251-d7d7-4e19-956e-3b5c86b732ce\", \"d9a2fe17-9074-40c6-b483-e068009765fa\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.701}, \"82208\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-30 13:14:11.000000+00:00\", \"2023-02-16 10:10:30.000000+00:00\", \"2020-09-14 21:31:13.000000+00:00\"], \"session_ids\": [\"55c38890-e46a-4132-be82-70ffb7406b60\", \"91c7882c-ddea-43e5-8f96-8fb464470dba\", \"5680b159-8884-48b6-86a1-6cea5aa6cc2c\"], \"total_duration\": 999.0, \"total_sessions\": 3, \"mean_week_duration\": 5.946}, \"65173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-26 11:01:14.000000+00:00\", \"2020-10-27 04:43:17.000000+00:00\", \"2020-03-10 17:51:44.000000+00:00\"], \"session_ids\": [\"585ec525-7710-4e60-b7e0-b3b13afa9083\", \"a1dfd33f-b133-4b3f-9d31-a12133ef6098\", \"74360c41-1cec-425f-b119-c7c0e0b3c0e3\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.565}, \"69987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-27 00:55:58.000000+00:00\", \"2023-04-23 04:49:07.000000+00:00\", \"2021-07-06 15:44:53.000000+00:00\"], \"session_ids\": [\"e5535742-14b8-4126-a835-cf7798f9459b\", \"d11f324b-95fe-4157-9982-b2628eca3693\", \"4e51a2ac-a5c2-483c-880d-c38656975890\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 2.089}, \"28478\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-23 10:47:48.000000+00:00\", \"2020-04-08 17:06:02.000000+00:00\"], \"session_ids\": [\"106a790d-ef0b-4c7a-af58-eef355ad58bc\", \"372add71-a396-41d6-982b-a6bdc2ce10e7\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.068}, \"47868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-06 03:19:04.000000+00:00\", \"2021-08-13 19:44:09.000000+00:00\"], \"session_ids\": [\"48c5f5a1-f0ce-4f1b-bd86-50e9889e5161\", \"b6a9eb67-9d2f-4ea2-994a-fbc06c16a222\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 2.833}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-06 03:19:04.000000+00:00\", \"2021-08-13 19:44:09.000000+00:00\"], \"session_ids\": [\"48c5f5a1-f0ce-4f1b-bd86-50e9889e5161\", \"b6a9eb67-9d2f-4ea2-994a-fbc06c16a222\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 2.833}}, {\"65173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-26 11:01:14.000000+00:00\", \"2020-10-27 04:43:17.000000+00:00\", \"2020-03-10 17:51:44.000000+00:00\"], \"session_ids\": [\"585ec525-7710-4e60-b7e0-b3b13afa9083\", \"a1dfd33f-b133-4b3f-9d31-a12133ef6098\", \"74360c41-1cec-425f-b119-c7c0e0b3c0e3\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.565}}, {\"6846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-08 08:40:57.000000+00:00\", \"2020-09-02 12:33:46.000000+00:00\", \"2022-02-25 06:03:18.000000+00:00\"], \"session_ids\": [\"63edd508-4148-475d-ad15-3f4c0629fb2d\", \"ec0e7dee-35a2-4320-b918-284d5dff7c1f\", \"6ff9fc69-0cbd-4b6a-b92b-5b6c512164a4\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.068}}, {\"28478\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-23 10:47:48.000000+00:00\", \"2020-04-08 17:06:02.000000+00:00\"], \"session_ids\": [\"106a790d-ef0b-4c7a-af58-eef355ad58bc\", \"372add71-a396-41d6-982b-a6bdc2ce10e7\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.068}}, {\"32358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:00:32.000000+00:00\", \"2021-10-15 05:26:12.000000+00:00\"], \"session_ids\": [\"0ba78251-d7d7-4e19-956e-3b5c86b732ce\", \"d9a2fe17-9074-40c6-b483-e068009765fa\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.701}}, {\"72838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-26 08:30:35.000000+00:00\", \"2023-04-02 02:56:13.000000+00:00\", \"2022-05-31 08:14:14.000000+00:00\", \"2021-04-23 06:37:00.000000+00:00\"], \"session_ids\": [\"b58f4409-6747-4e72-a713-4792f18f2725\", \"3d3b7788-6ad7-4be2-b34e-bc095e30ec75\", \"e13c5a27-af27-4283-875f-3cd7f26c8a62\", \"f79f9193-674d-47c5-bcf5-e2d80380ea98\"], \"total_duration\": 395.0, \"total_sessions\": 4, \"mean_week_duration\": 3.347}}, {\"69987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-27 00:55:58.000000+00:00\", \"2023-04-23 04:49:07.000000+00:00\", \"2021-07-06 15:44:53.000000+00:00\"], \"session_ids\": [\"e5535742-14b8-4126-a835-cf7798f9459b\", \"d11f324b-95fe-4157-9982-b2628eca3693\", \"4e51a2ac-a5c2-483c-880d-c38656975890\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 2.089}}, {\"65450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-26 23:11:28.000000+00:00\", \"2019-07-17 06:56:26.000000+00:00\"], \"session_ids\": [\"b8a1ea95-a282-4b00-aacb-d16feb6a2909\", \"a891a2f8-3a8f-41bb-ae14-8ebf034b5313\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"82208\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-30 13:14:11.000000+00:00\", \"2023-02-16 10:10:30.000000+00:00\", \"2020-09-14 21:31:13.000000+00:00\"], \"session_ids\": [\"55c38890-e46a-4132-be82-70ffb7406b60\", \"91c7882c-ddea-43e5-8f96-8fb464470dba\", \"5680b159-8884-48b6-86a1-6cea5aa6cc2c\"], \"total_duration\": 999.0, \"total_sessions\": 3, \"mean_week_duration\": 5.946}}]\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[{\"47868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-06 03:19:04.000000+00:00\", \"2021-08-13 19:44:09.000000+00:00\"], \"session_ids\": [\"48c5f5a1-f0ce-4f1b-bd86-50e9889e5161\", \"b6a9eb67-9d2f-4ea2-994a-fbc06c16a222\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 2.833}}, {\"65173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-26 11:01:14.000000+00:00\", \"2020-10-27 04:43:17.000000+00:00\", \"2020-03-10 17:51:44.000000+00:00\"], \"session_ids\": [\"585ec525-7710-4e60-b7e0-b3b13afa9083\", \"a1dfd33f-b133-4b3f-9d31-a12133ef6098\", \"74360c41-1cec-425f-b119-c7c0e0b3c0e3\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.565}}, {\"6846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-08 08:40:57.000000+00:00\", \"2020-09-02 12:33:46.000000+00:00\", \"2022-02-25 06:03:18.000000+00:00\"], \"session_ids\": [\"63edd508-4148-475d-ad15-3f4c0629fb2d\", \"ec0e7dee-35a2-4320-b918-284d5dff7c1f\", \"6ff9fc69-0cbd-4b6a-b92b-5b6c512164a4\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.068}}, {\"28478\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-23 10:47:48.000000+00:00\", \"2020-04-08 17:06:02.000000+00:00\"], \"session_ids\": [\"106a790d-ef0b-4c7a-af58-eef355ad58bc\", \"372add71-a396-41d6-982b-a6bdc2ce10e7\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.068}}, {\"32358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:00:32.000000+00:00\", \"2021-10-15 05:26:12.000000+00:00\"], \"session_ids\": [\"0ba78251-d7d7-4e19-956e-3b5c86b732ce\", \"d9a2fe17-9074-40c6-b483-e068009765fa\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.701}}]\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[{\"47868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-06 03:19:04.000000+00:00\", \"2021-08-13 19:44:09.000000+00:00\"], \"session_ids\": [\"48c5f5a1-f0ce-4f1b-bd86-50e9889e5161\", \"b6a9eb67-9d2f-4ea2-994a-fbc06c16a222\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 2.833}}, {\"65173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-26 11:01:14.000000+00:00\", \"2020-10-27 04:43:17.000000+00:00\", \"2020-03-10 17:51:44.000000+00:00\"], \"session_ids\": [\"585ec525-7710-4e60-b7e0-b3b13afa9083\", \"a1dfd33f-b133-4b3f-9d31-a12133ef6098\", \"74360c41-1cec-425f-b119-c7c0e0b3c0e3\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.565}}, {\"6846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-08 08:40:57.000000+00:00\", \"2020-09-02 12:33:46.000000+00:00\", \"2022-02-25 06:03:18.000000+00:00\"], \"session_ids\": [\"63edd508-4148-475d-ad15-3f4c0629fb2d\", \"ec0e7dee-35a2-4320-b918-284d5dff7c1f\", \"6ff9fc69-0cbd-4b6a-b92b-5b6c512164a4\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.068}}, {\"28478\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-23 10:47:48.000000+00:00\", \"2020-04-08 17:06:02.000000+00:00\"], \"session_ids\": [\"106a790d-ef0b-4c7a-af58-eef355ad58bc\", \"372add71-a396-41d6-982b-a6bdc2ce10e7\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.068}}, {\"32358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:00:32.000000+00:00\", \"2021-10-15 05:26:12.000000+00:00\"], \"session_ids\": [\"0ba78251-d7d7-4e19-956e-3b5c86b732ce\", \"d9a2fe17-9074-40c6-b483-e068009765fa\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.701}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 6 users pieces of information whose duration of sessions per week is bigger than 17 (not including) + execute sorting by median of duration of sessions per week desc additionaly save only 2 records."
}
] |
[
{
"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{\"41502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-02-18 08:36:27.000000+00:00\", \"2021-04-24 14:42:17.000000+00:00\", \"2021-05-24 04:31:01.000000+00:00\"], \"session_ids\": [\"57ec6b4d-ea1e-454b-9993-dcbae3bdccdc\", \"03cfd42c-674a-49fa-97b6-cdd2ee74f230\", \"d83ccba8-85f7-4512-ae4a-8a6878cbe72c\"], \"total_duration\": 536.0, \"total_sessions\": 3, \"mean_week_duration\": 4.542}, \"71517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-03 20:12:33.000000+00:00\", \"2019-10-14 20:34:06.000000+00:00\"], \"session_ids\": [\"97edab50-5df8-47de-80da-3775f66b27c8\", \"0c25ea1f-b264-4f88-a4eb-a1c786bc796a\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.456}, \"28759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-03-13 11:48:55.000000+00:00\", \"2020-08-24 04:10:41.000000+00:00\", \"2022-09-06 10:00:41.000000+00:00\", \"2021-05-02 02:50:48.000000+00:00\", \"2022-11-27 22:19:16.000000+00:00\", \"2020-03-09 18:38:14.000000+00:00\", \"2023-02-20 18:22:00.000000+00:00\"], \"session_ids\": [\"49366762-e90f-485b-b39d-76fe4518cee9\", \"87377e50-9b59-4a58-bba8-0dfcb8e43ffa\", \"d470e108-9d92-477e-a98f-8ed28d212110\", \"3817b5f2-56ff-41c7-be08-0246307af443\", \"7f877486-089b-4134-be29-b44ff0d0a21d\", \"511838f5-3049-4cd6-935f-058a6e5cffd3\", \"df3638df-bc04-4aff-940f-d646f83f4233\"], \"total_duration\": 7577.0, \"total_sessions\": 7, \"mean_week_duration\": 48.261}, \"25666\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-02 18:19:23.000000+00:00\", \"2021-11-28 18:03:29.000000+00:00\"], \"session_ids\": [\"8191557e-cb27-4c53-8a7e-65d518a86bef\", \"8267d7b9-af50-4d45-b947-148f422e0e5b\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}, \"44387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-20 08:45:44.000000+00:00\", \"2019-06-06 21:00:50.000000+00:00\", \"2019-11-02 17:37:39.000000+00:00\", \"2021-05-02 18:04:33.000000+00:00\", \"2022-10-20 06:07:35.000000+00:00\", \"2021-10-04 18:39:39.000000+00:00\", \"2022-11-21 13:15:45.000000+00:00\"], \"session_ids\": [\"6a66d641-c12b-4598-807d-a82779fae9af\", \"3dab6fad-0611-4064-914f-8f5328539f85\", \"aa9a0dc5-4f78-48ec-90c2-ed27c8c350db\", \"d37346d1-3da6-4a4b-a933-31b46b93847a\", \"82a1f3ba-2ed2-4a6a-8a97-c095aa87eeb9\", \"936c156c-11ed-4196-a26d-e07847d45c46\", \"d58ab21c-9e0d-4362-9d04-7b585def01fd\"], \"total_duration\": 1094.0, \"total_sessions\": 7, \"mean_week_duration\": 5.285}, \"2676\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-17 07:38:11.000000+00:00\", \"2019-08-23 07:37:28.000000+00:00\", \"2021-11-16 08:02:25.000000+00:00\"], \"session_ids\": [\"50d7ba0e-fcd1-48a1-b82c-d51038a4162c\", \"3d5f3055-808e-40c3-b412-01bc49b781c1\", \"a8470306-500f-489a-9fb9-bbd02c746973\"], \"total_duration\": 520.0, \"total_sessions\": 3, \"mean_week_duration\": 4.444}, \"12163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-18 19:43:39.000000+00:00\", \"2023-05-15 19:43:21.000000+00:00\"], \"session_ids\": [\"ec314b40-66d0-4b72-ad2f-8c83881533f4\", \"ecb34fbd-a4ed-4f2e-a8f6-1d5788da1004\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.19}, \"16302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-03 18:16:54.000000+00:00\", \"2023-01-23 20:07:19.000000+00:00\"], \"session_ids\": [\"fbd5a654-f470-4338-8ca2-cbbb17c2238a\", \"3b2369bb-646e-4d8c-8609-2a2b2de7a9fc\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 2.685}, \"97564\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 01:08:11.000000+00:00\", \"2020-01-13 22:14:56.000000+00:00\", \"2022-04-07 23:34:47.000000+00:00\"], \"session_ids\": [\"121c31c9-f604-432f-a457-cd556f6b05ac\", \"5b263c13-7ed1-4de2-bdb3-b5efa59284b9\", \"e29d010c-b028-4acd-97e9-bef99b827fb9\"], \"total_duration\": 374.0, \"total_sessions\": 3, \"mean_week_duration\": 3.117}, \"60441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-13 11:20:33.000000+00:00\", \"2019-12-25 14:22:48.000000+00:00\", \"2019-06-20 15:32:33.000000+00:00\", \"2020-11-13 21:57:45.000000+00:00\", \"2022-10-05 02:15:25.000000+00:00\", \"2021-06-13 03:48:56.000000+00:00\", \"2023-01-20 14:50:36.000000+00:00\", \"2023-01-23 16:07:00.000000+00:00\"], \"session_ids\": [\"0a6857bf-1799-4b5c-8703-7c8ac532f18c\", \"54ce4b0b-13b2-468d-ac44-b0475b09075a\", \"0d0f8b01-81e7-4233-a78b-a68bbce775ce\", \"3a3ff037-76eb-4cbd-bd7b-670eb8532221\", \"ab84677b-73b8-4a29-b0ac-bf0d36fa234e\", \"908626bd-ee2b-4f24-b37a-aeacf4e9e1c5\", \"7d9980c0-ff54-4170-abbb-87eca739173e\", \"0b910cb4-8296-4379-bb1a-a08ebbec72d1\"], \"total_duration\": 1773.0, \"total_sessions\": 8, \"mean_week_duration\": 9.431}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 17"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 48]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"28759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-03-13 11:48:55.000000+00:00\", \"2020-08-24 04:10:41.000000+00:00\", \"2022-09-06 10:00:41.000000+00:00\", \"2021-05-02 02:50:48.000000+00:00\", \"2022-11-27 22:19:16.000000+00:00\", \"2020-03-09 18:38:14.000000+00:00\", \"2023-02-20 18:22:00.000000+00:00\"], \"session_ids\": [\"49366762-e90f-485b-b39d-76fe4518cee9\", \"87377e50-9b59-4a58-bba8-0dfcb8e43ffa\", \"d470e108-9d92-477e-a98f-8ed28d212110\", \"3817b5f2-56ff-41c7-be08-0246307af443\", \"7f877486-089b-4134-be29-b44ff0d0a21d\", \"511838f5-3049-4cd6-935f-058a6e5cffd3\", \"df3638df-bc04-4aff-940f-d646f83f4233\"], \"total_duration\": 7577.0, \"total_sessions\": 7, \"mean_week_duration\": 48.261}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"28759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-03-13 11:48:55.000000+00:00\", \"2020-08-24 04:10:41.000000+00:00\", \"2022-09-06 10:00:41.000000+00:00\", \"2021-05-02 02:50:48.000000+00:00\", \"2022-11-27 22:19:16.000000+00:00\", \"2020-03-09 18:38:14.000000+00:00\", \"2023-02-20 18:22:00.000000+00:00\"], \"session_ids\": [\"49366762-e90f-485b-b39d-76fe4518cee9\", \"87377e50-9b59-4a58-bba8-0dfcb8e43ffa\", \"d470e108-9d92-477e-a98f-8ed28d212110\", \"3817b5f2-56ff-41c7-be08-0246307af443\", \"7f877486-089b-4134-be29-b44ff0d0a21d\", \"511838f5-3049-4cd6-935f-058a6e5cffd3\", \"df3638df-bc04-4aff-940f-d646f83f4233\"], \"total_duration\": 7577.0, \"total_sessions\": 7, \"mean_week_duration\": 48.261}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 2 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"28759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-03-13 11:48:55.000000+00:00\", \"2020-08-24 04:10:41.000000+00:00\", \"2022-09-06 10:00:41.000000+00:00\", \"2021-05-02 02:50:48.000000+00:00\", \"2022-11-27 22:19:16.000000+00:00\", \"2020-03-09 18:38:14.000000+00:00\", \"2023-02-20 18:22:00.000000+00:00\"], \"session_ids\": [\"49366762-e90f-485b-b39d-76fe4518cee9\", \"87377e50-9b59-4a58-bba8-0dfcb8e43ffa\", \"d470e108-9d92-477e-a98f-8ed28d212110\", \"3817b5f2-56ff-41c7-be08-0246307af443\", \"7f877486-089b-4134-be29-b44ff0d0a21d\", \"511838f5-3049-4cd6-935f-058a6e5cffd3\", \"df3638df-bc04-4aff-940f-d646f83f4233\"], \"total_duration\": 7577.0, \"total_sessions\": 7, \"mean_week_duration\": 48.261}}]\n```\n"
}
] |
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