conversations
list |
|---|
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 1 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"31671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-13 12:03:00.000000+00:00\", \"2021-09-18 10:15:14.000000+00:00\", \"2021-09-04 16:29:24.000000+00:00\", \"2023-04-29 01:32:35.000000+00:00\", \"2020-03-13 13:31:32.000000+00:00\", \"2021-08-19 04:14:00.000000+00:00\", \"2021-12-11 23:07:16.000000+00:00\"], \"session_ids\": [\"f3c3e9be-09c1-4531-ab0c-24428f910747\", \"4ca6b4a1-01a5-4b52-ad7f-49d056bd8853\", \"3d90b3a0-d493-42ed-9770-23b2740c1da3\", \"2789baab-cfe5-4b97-97d2-1ac0bb3b9f0a\", \"9dc802ea-272a-4e62-be97-b1f948dee84f\", \"e151394d-cf98-49e9-bdaa-6fc3d5b32470\", \"adfbac9c-4ded-46c6-bc9f-ac7836b12f6a\"], \"total_duration\": 5408.0, \"total_sessions\": 7, \"mean_week_duration\": 31.812}}, {\"17411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-04-16 15:16:30.000000+00:00\", \"2021-07-26 16:55:42.000000+00:00\", \"2022-02-21 02:28:40.000000+00:00\", \"2022-07-23 23:45:53.000000+00:00\", \"2021-05-18 09:10:19.000000+00:00\"], \"session_ids\": [\"f5a6143e-2091-42bd-8235-36fb9f78651e\", \"9ba572a3-defa-47eb-811e-f4b2a85e38d0\", \"3a313cb2-7e29-437e-94ac-e0d0c72e879e\", \"547c2107-79f8-4f24-9197-4f7ede11ceaf\", \"8818351d-f83c-4e59-be87-2eceb05a9b3d\"], \"total_duration\": 4006.0, \"total_sessions\": 5, \"mean_week_duration\": 64.613}}, {\"21198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-25 23:46:38.000000+00:00\", \"2023-04-12 12:12:17.000000+00:00\", \"2020-12-21 15:54:59.000000+00:00\", \"2021-12-09 12:44:14.000000+00:00\"], \"session_ids\": [\"b1d97285-7ebc-4fbd-8186-709bd48b768d\", \"5394e505-6a25-48db-8a9a-f2ac9e8396f3\", \"a6d6f6c4-974e-4fce-bec2-0af1d8856b08\", \"c8ea5ccf-86f6-40e9-8413-fb2f48f8696a\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 11.412}}]\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[{\"31671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-13 12:03:00.000000+00:00\", \"2021-09-18 10:15:14.000000+00:00\", \"2021-09-04 16:29:24.000000+00:00\", \"2023-04-29 01:32:35.000000+00:00\", \"2020-03-13 13:31:32.000000+00:00\", \"2021-08-19 04:14:00.000000+00:00\", \"2021-12-11 23:07:16.000000+00:00\"], \"session_ids\": [\"f3c3e9be-09c1-4531-ab0c-24428f910747\", \"4ca6b4a1-01a5-4b52-ad7f-49d056bd8853\", \"3d90b3a0-d493-42ed-9770-23b2740c1da3\", \"2789baab-cfe5-4b97-97d2-1ac0bb3b9f0a\", \"9dc802ea-272a-4e62-be97-b1f948dee84f\", \"e151394d-cf98-49e9-bdaa-6fc3d5b32470\", \"adfbac9c-4ded-46c6-bc9f-ac7836b12f6a\"], \"total_duration\": 5408.0, \"total_sessions\": 7, \"mean_week_duration\": 31.812}}, {\"17411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-04-16 15:16:30.000000+00:00\", \"2021-07-26 16:55:42.000000+00:00\", \"2022-02-21 02:28:40.000000+00:00\", \"2022-07-23 23:45:53.000000+00:00\", \"2021-05-18 09:10:19.000000+00:00\"], \"session_ids\": [\"f5a6143e-2091-42bd-8235-36fb9f78651e\", \"9ba572a3-defa-47eb-811e-f4b2a85e38d0\", \"3a313cb2-7e29-437e-94ac-e0d0c72e879e\", \"547c2107-79f8-4f24-9197-4f7ede11ceaf\", \"8818351d-f83c-4e59-be87-2eceb05a9b3d\"], \"total_duration\": 4006.0, \"total_sessions\": 5, \"mean_week_duration\": 64.613}}, {\"21198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-25 23:46:38.000000+00:00\", \"2023-04-12 12:12:17.000000+00:00\", \"2020-12-21 15:54:59.000000+00:00\", \"2021-12-09 12:44:14.000000+00:00\"], \"session_ids\": [\"b1d97285-7ebc-4fbd-8186-709bd48b768d\", \"5394e505-6a25-48db-8a9a-f2ac9e8396f3\", \"a6d6f6c4-974e-4fce-bec2-0af1d8856b08\", \"c8ea5ccf-86f6-40e9-8413-fb2f48f8696a\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 11.412}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"31671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-13 12:03:00.000000+00:00\", \"2021-09-18 10:15:14.000000+00:00\", \"2021-09-04 16:29:24.000000+00:00\", \"2023-04-29 01:32:35.000000+00:00\", \"2020-03-13 13:31:32.000000+00:00\", \"2021-08-19 04:14:00.000000+00:00\", \"2021-12-11 23:07:16.000000+00:00\"], \"session_ids\": [\"f3c3e9be-09c1-4531-ab0c-24428f910747\", \"4ca6b4a1-01a5-4b52-ad7f-49d056bd8853\", \"3d90b3a0-d493-42ed-9770-23b2740c1da3\", \"2789baab-cfe5-4b97-97d2-1ac0bb3b9f0a\", \"9dc802ea-272a-4e62-be97-b1f948dee84f\", \"e151394d-cf98-49e9-bdaa-6fc3d5b32470\", \"adfbac9c-4ded-46c6-bc9f-ac7836b12f6a\"], \"total_duration\": 5408.0, \"total_sessions\": 7, \"mean_week_duration\": 31.812}}]\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[{\"31671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-13 12:03:00.000000+00:00\", \"2021-09-18 10:15:14.000000+00:00\", \"2021-09-04 16:29:24.000000+00:00\", \"2023-04-29 01:32:35.000000+00:00\", \"2020-03-13 13:31:32.000000+00:00\", \"2021-08-19 04:14:00.000000+00:00\", \"2021-12-11 23:07:16.000000+00:00\"], \"session_ids\": [\"f3c3e9be-09c1-4531-ab0c-24428f910747\", \"4ca6b4a1-01a5-4b52-ad7f-49d056bd8853\", \"3d90b3a0-d493-42ed-9770-23b2740c1da3\", \"2789baab-cfe5-4b97-97d2-1ac0bb3b9f0a\", \"9dc802ea-272a-4e62-be97-b1f948dee84f\", \"e151394d-cf98-49e9-bdaa-6fc3d5b32470\", \"adfbac9c-4ded-46c6-bc9f-ac7836b12f6a\"], \"total_duration\": 5408.0, \"total_sessions\": 7, \"mean_week_duration\": 31.812}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on 4 users with a time using the app per week that is above 48 and below 2, exclusive 48 plus put to use sorting by sum of sessions form the highest to the lowest + show me only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72644\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-20 10:24:07.000000+00:00\", \"2020-04-07 20:33:27.000000+00:00\", \"2020-07-01 08:13:57.000000+00:00\", \"2021-07-27 18:48:28.000000+00:00\", \"2023-01-07 15:20:02.000000+00:00\"], \"session_ids\": [\"eca18c53-0e27-402c-9a17-4a95ff9e0aee\", \"dd5c314f-9f7d-4a35-8abb-ad2eeb1b07f9\", \"1d7f7b63-dcf6-4220-9d97-d843732058d6\", \"7259f15f-6288-4824-b7cc-9f0f8450da6e\", \"0ba95d33-0c80-420a-914e-54876d0b28a0\"], \"total_duration\": 306.0, \"total_sessions\": 5, \"mean_week_duration\": 2.125}, \"50737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-03 03:40:30.000000+00:00\", \"2022-03-31 10:18:24.000000+00:00\", \"2022-01-20 00:19:53.000000+00:00\", \"2020-11-24 03:05:14.000000+00:00\", \"2023-06-29 00:50:06.000000+00:00\", \"2022-10-27 21:09:42.000000+00:00\", \"2020-08-30 13:56:58.000000+00:00\", \"2019-06-01 02:34:57.000000+00:00\", \"2020-03-06 08:16:07.000000+00:00\", \"2019-01-22 17:14:57.000000+00:00\"], \"session_ids\": [\"c08142a9-c082-4dad-992a-d8c1384d3a34\", \"95b1e99e-27cc-487d-a423-a18d4828e390\", \"75db526d-574e-4785-af38-c928883bc6c4\", \"1ea731a0-72b1-4d52-b4ef-fe269b80dde7\", \"1d34e6ec-bfc0-475e-ad5c-e3ad7939021a\", \"dcabda57-c991-4864-b465-1a8499028f62\", \"4641cc70-5ba5-4e24-85b7-159c6cee28f3\", \"d793e7d0-d37a-4b1a-b121-8bccdc3b4d0e\", \"83ecd138-7ab2-4e69-8e4d-a535509225ae\", \"ae187098-e7e3-4a04-ba32-213d9222427e\"], \"total_duration\": 28179.0, \"total_sessions\": 10, \"mean_week_duration\": 121.461}, \"1098\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-25 16:57:15.000000+00:00\", \"2023-04-14 09:44:40.000000+00:00\", \"2021-11-18 17:31:59.000000+00:00\", \"2022-12-23 12:23:01.000000+00:00\"], \"session_ids\": [\"014b5f01-4bea-4ca0-aa83-771db1479921\", \"28da9f19-ecef-41aa-b617-40e52468187d\", \"3096ab52-984c-491d-af47-6348ecb9c8d7\", \"883c5336-1290-495f-96b1-77a4d57921d1\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.973}, \"7353\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-11-06 17:25:07.000000+00:00\", \"2019-02-22 20:36:18.000000+00:00\"], \"session_ids\": [\"7e69065c-045d-4428-99cf-07f79c1e49e6\", \"1a9f89ad-9d95-448a-a023-b0c478be10e0\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 3.404}, \"22155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-23 05:40:10.000000+00:00\", \"2020-03-20 22:33:25.000000+00:00\"], \"session_ids\": [\"c81a5606-8629-4a6f-b9fd-9aface8889b3\", \"d494b9e9-241c-421e-a963-7168261a0716\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}, \"88390\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-25 12:50:43.000000+00:00\", \"2021-02-24 11:23:22.000000+00:00\", \"2021-05-03 13:01:09.000000+00:00\"], \"session_ids\": [\"8065b8f2-98b6-42ba-af52-c5ca832b745e\", \"90c7601c-52d2-4dbd-b91b-6e8e946f7637\", \"d9080dc4-f847-4b19-ac46-869302bb3dc7\"], \"total_duration\": 723.0, \"total_sessions\": 3, \"mean_week_duration\": 7.454}, \"9318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-19 11:23:39.000000+00:00\", \"2023-06-07 10:53:33.000000+00:00\", \"2020-07-28 01:49:51.000000+00:00\", \"2020-09-15 16:01:34.000000+00:00\", \"2020-09-14 12:42:43.000000+00:00\", \"2022-04-10 22:25:38.000000+00:00\", \"2023-01-09 10:26:03.000000+00:00\", \"2020-02-12 21:49:34.000000+00:00\"], \"session_ids\": [\"d242ff26-d83b-49b0-a624-26f9fa79024c\", \"0e4cec52-e611-4570-8350-1945adb87a69\", \"74b1c27c-ad3b-407a-9a94-511c844eb14c\", \"a2147bac-0023-4531-b4f1-9e94c2652027\", \"f978fb4a-89cf-4c8f-91ea-8498fa08b8e5\", \"11b1082f-43ad-401d-b09c-9a49d6791821\", \"92c28688-4c71-4ac8-b02f-b54a44c5ac84\", \"535dfe7f-118b-41a7-af5d-5bee6346063e\"], \"total_duration\": 282.0, \"total_sessions\": 8, \"mean_week_duration\": 1.63}, \"76473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-05-04 13:55:34.000000+00:00\", \"2019-05-01 01:37:55.000000+00:00\", \"2021-10-10 01:14:25.000000+00:00\", \"2020-10-27 05:48:55.000000+00:00\", \"2022-11-07 13:49:03.000000+00:00\"], \"session_ids\": [\"24625350-1709-4d38-9e8d-03e37ce54525\", \"3a166f39-123f-4274-93e2-d34cc486330b\", \"680030bd-a49c-4886-b93f-ada98c9933ab\", \"9afcd5b1-1edb-4ce2-b6fc-4b091dc1ef84\", \"4e7ea108-46dc-45d6-9d3a-e94f0e81888e\"], \"total_duration\": 1842.0, \"total_sessions\": 5, \"mean_week_duration\": 10.011}, \"63698\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-15 00:00:04.000000+00:00\", \"2022-03-01 08:28:47.000000+00:00\"], \"session_ids\": [\"bd8863bc-c56e-4f3e-801f-7ee54165b016\", \"42dabae3-f9b9-41c4-862d-d4924f2d383f\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 10.676}, \"10302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:37:02.000000+00:00\", \"2022-12-26 06:35:23.000000+00:00\"], \"session_ids\": [\"7fd317a6-6d3e-46eb-b83e-bb2ded78e4af\", \"381ba06e-76ae-476f-a2aa-e2485de55ac6\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.391}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 2 and are greater than 48"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 48]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"1098\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-25 16:57:15.000000+00:00\", \"2023-04-14 09:44:40.000000+00:00\", \"2021-11-18 17:31:59.000000+00:00\", \"2022-12-23 12:23:01.000000+00:00\"], \"session_ids\": [\"014b5f01-4bea-4ca0-aa83-771db1479921\", \"28da9f19-ecef-41aa-b617-40e52468187d\", \"3096ab52-984c-491d-af47-6348ecb9c8d7\", \"883c5336-1290-495f-96b1-77a4d57921d1\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.973}, \"9318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-19 11:23:39.000000+00:00\", \"2023-06-07 10:53:33.000000+00:00\", \"2020-07-28 01:49:51.000000+00:00\", \"2020-09-15 16:01:34.000000+00:00\", \"2020-09-14 12:42:43.000000+00:00\", \"2022-04-10 22:25:38.000000+00:00\", \"2023-01-09 10:26:03.000000+00:00\", \"2020-02-12 21:49:34.000000+00:00\"], \"session_ids\": [\"d242ff26-d83b-49b0-a624-26f9fa79024c\", \"0e4cec52-e611-4570-8350-1945adb87a69\", \"74b1c27c-ad3b-407a-9a94-511c844eb14c\", \"a2147bac-0023-4531-b4f1-9e94c2652027\", \"f978fb4a-89cf-4c8f-91ea-8498fa08b8e5\", \"11b1082f-43ad-401d-b09c-9a49d6791821\", \"92c28688-4c71-4ac8-b02f-b54a44c5ac84\", \"535dfe7f-118b-41a7-af5d-5bee6346063e\"], \"total_duration\": 282.0, \"total_sessions\": 8, \"mean_week_duration\": 1.63}, \"10302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:37:02.000000+00:00\", \"2022-12-26 06:35:23.000000+00:00\"], \"session_ids\": [\"7fd317a6-6d3e-46eb-b83e-bb2ded78e4af\", \"381ba06e-76ae-476f-a2aa-e2485de55ac6\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.391}, \"50737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-03 03:40:30.000000+00:00\", \"2022-03-31 10:18:24.000000+00:00\", \"2022-01-20 00:19:53.000000+00:00\", \"2020-11-24 03:05:14.000000+00:00\", \"2023-06-29 00:50:06.000000+00:00\", \"2022-10-27 21:09:42.000000+00:00\", \"2020-08-30 13:56:58.000000+00:00\", \"2019-06-01 02:34:57.000000+00:00\", \"2020-03-06 08:16:07.000000+00:00\", \"2019-01-22 17:14:57.000000+00:00\"], \"session_ids\": [\"c08142a9-c082-4dad-992a-d8c1384d3a34\", \"95b1e99e-27cc-487d-a423-a18d4828e390\", \"75db526d-574e-4785-af38-c928883bc6c4\", \"1ea731a0-72b1-4d52-b4ef-fe269b80dde7\", \"1d34e6ec-bfc0-475e-ad5c-e3ad7939021a\", \"dcabda57-c991-4864-b465-1a8499028f62\", \"4641cc70-5ba5-4e24-85b7-159c6cee28f3\", \"d793e7d0-d37a-4b1a-b121-8bccdc3b4d0e\", \"83ecd138-7ab2-4e69-8e4d-a535509225ae\", \"ae187098-e7e3-4a04-ba32-213d9222427e\"], \"total_duration\": 28179.0, \"total_sessions\": 10, \"mean_week_duration\": 121.461}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"50737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-03 03:40:30.000000+00:00\", \"2022-03-31 10:18:24.000000+00:00\", \"2022-01-20 00:19:53.000000+00:00\", \"2020-11-24 03:05:14.000000+00:00\", \"2023-06-29 00:50:06.000000+00:00\", \"2022-10-27 21:09:42.000000+00:00\", \"2020-08-30 13:56:58.000000+00:00\", \"2019-06-01 02:34:57.000000+00:00\", \"2020-03-06 08:16:07.000000+00:00\", \"2019-01-22 17:14:57.000000+00:00\"], \"session_ids\": [\"c08142a9-c082-4dad-992a-d8c1384d3a34\", \"95b1e99e-27cc-487d-a423-a18d4828e390\", \"75db526d-574e-4785-af38-c928883bc6c4\", \"1ea731a0-72b1-4d52-b4ef-fe269b80dde7\", \"1d34e6ec-bfc0-475e-ad5c-e3ad7939021a\", \"dcabda57-c991-4864-b465-1a8499028f62\", \"4641cc70-5ba5-4e24-85b7-159c6cee28f3\", \"d793e7d0-d37a-4b1a-b121-8bccdc3b4d0e\", \"83ecd138-7ab2-4e69-8e4d-a535509225ae\", \"ae187098-e7e3-4a04-ba32-213d9222427e\"], \"total_duration\": 28179.0, \"total_sessions\": 10, \"mean_week_duration\": 121.461}}, {\"9318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-19 11:23:39.000000+00:00\", \"2023-06-07 10:53:33.000000+00:00\", \"2020-07-28 01:49:51.000000+00:00\", \"2020-09-15 16:01:34.000000+00:00\", \"2020-09-14 12:42:43.000000+00:00\", \"2022-04-10 22:25:38.000000+00:00\", \"2023-01-09 10:26:03.000000+00:00\", \"2020-02-12 21:49:34.000000+00:00\"], \"session_ids\": [\"d242ff26-d83b-49b0-a624-26f9fa79024c\", \"0e4cec52-e611-4570-8350-1945adb87a69\", \"74b1c27c-ad3b-407a-9a94-511c844eb14c\", \"a2147bac-0023-4531-b4f1-9e94c2652027\", \"f978fb4a-89cf-4c8f-91ea-8498fa08b8e5\", \"11b1082f-43ad-401d-b09c-9a49d6791821\", \"92c28688-4c71-4ac8-b02f-b54a44c5ac84\", \"535dfe7f-118b-41a7-af5d-5bee6346063e\"], \"total_duration\": 282.0, \"total_sessions\": 8, \"mean_week_duration\": 1.63}}, {\"1098\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-25 16:57:15.000000+00:00\", \"2023-04-14 09:44:40.000000+00:00\", \"2021-11-18 17:31:59.000000+00:00\", \"2022-12-23 12:23:01.000000+00:00\"], \"session_ids\": [\"014b5f01-4bea-4ca0-aa83-771db1479921\", \"28da9f19-ecef-41aa-b617-40e52468187d\", \"3096ab52-984c-491d-af47-6348ecb9c8d7\", \"883c5336-1290-495f-96b1-77a4d57921d1\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.973}}, {\"10302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:37:02.000000+00:00\", \"2022-12-26 06:35:23.000000+00:00\"], \"session_ids\": [\"7fd317a6-6d3e-46eb-b83e-bb2ded78e4af\", \"381ba06e-76ae-476f-a2aa-e2485de55ac6\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.391}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"50737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-03 03:40:30.000000+00:00\", \"2022-03-31 10:18:24.000000+00:00\", \"2022-01-20 00:19:53.000000+00:00\", \"2020-11-24 03:05:14.000000+00:00\", \"2023-06-29 00:50:06.000000+00:00\", \"2022-10-27 21:09:42.000000+00:00\", \"2020-08-30 13:56:58.000000+00:00\", \"2019-06-01 02:34:57.000000+00:00\", \"2020-03-06 08:16:07.000000+00:00\", \"2019-01-22 17:14:57.000000+00:00\"], \"session_ids\": [\"c08142a9-c082-4dad-992a-d8c1384d3a34\", \"95b1e99e-27cc-487d-a423-a18d4828e390\", \"75db526d-574e-4785-af38-c928883bc6c4\", \"1ea731a0-72b1-4d52-b4ef-fe269b80dde7\", \"1d34e6ec-bfc0-475e-ad5c-e3ad7939021a\", \"dcabda57-c991-4864-b465-1a8499028f62\", \"4641cc70-5ba5-4e24-85b7-159c6cee28f3\", \"d793e7d0-d37a-4b1a-b121-8bccdc3b4d0e\", \"83ecd138-7ab2-4e69-8e4d-a535509225ae\", \"ae187098-e7e3-4a04-ba32-213d9222427e\"], \"total_duration\": 28179.0, \"total_sessions\": 10, \"mean_week_duration\": 121.461}}, {\"9318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-19 11:23:39.000000+00:00\", \"2023-06-07 10:53:33.000000+00:00\", \"2020-07-28 01:49:51.000000+00:00\", \"2020-09-15 16:01:34.000000+00:00\", \"2020-09-14 12:42:43.000000+00:00\", \"2022-04-10 22:25:38.000000+00:00\", \"2023-01-09 10:26:03.000000+00:00\", \"2020-02-12 21:49:34.000000+00:00\"], \"session_ids\": [\"d242ff26-d83b-49b0-a624-26f9fa79024c\", \"0e4cec52-e611-4570-8350-1945adb87a69\", \"74b1c27c-ad3b-407a-9a94-511c844eb14c\", \"a2147bac-0023-4531-b4f1-9e94c2652027\", \"f978fb4a-89cf-4c8f-91ea-8498fa08b8e5\", \"11b1082f-43ad-401d-b09c-9a49d6791821\", \"92c28688-4c71-4ac8-b02f-b54a44c5ac84\", \"535dfe7f-118b-41a7-af5d-5bee6346063e\"], \"total_duration\": 282.0, \"total_sessions\": 8, \"mean_week_duration\": 1.63}}]\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[{\"50737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-03 03:40:30.000000+00:00\", \"2022-03-31 10:18:24.000000+00:00\", \"2022-01-20 00:19:53.000000+00:00\", \"2020-11-24 03:05:14.000000+00:00\", \"2023-06-29 00:50:06.000000+00:00\", \"2022-10-27 21:09:42.000000+00:00\", \"2020-08-30 13:56:58.000000+00:00\", \"2019-06-01 02:34:57.000000+00:00\", \"2020-03-06 08:16:07.000000+00:00\", \"2019-01-22 17:14:57.000000+00:00\"], \"session_ids\": [\"c08142a9-c082-4dad-992a-d8c1384d3a34\", \"95b1e99e-27cc-487d-a423-a18d4828e390\", \"75db526d-574e-4785-af38-c928883bc6c4\", \"1ea731a0-72b1-4d52-b4ef-fe269b80dde7\", \"1d34e6ec-bfc0-475e-ad5c-e3ad7939021a\", \"dcabda57-c991-4864-b465-1a8499028f62\", \"4641cc70-5ba5-4e24-85b7-159c6cee28f3\", \"d793e7d0-d37a-4b1a-b121-8bccdc3b4d0e\", \"83ecd138-7ab2-4e69-8e4d-a535509225ae\", \"ae187098-e7e3-4a04-ba32-213d9222427e\"], \"total_duration\": 28179.0, \"total_sessions\": 10, \"mean_week_duration\": 121.461}}, {\"9318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-19 11:23:39.000000+00:00\", \"2023-06-07 10:53:33.000000+00:00\", \"2020-07-28 01:49:51.000000+00:00\", \"2020-09-15 16:01:34.000000+00:00\", \"2020-09-14 12:42:43.000000+00:00\", \"2022-04-10 22:25:38.000000+00:00\", \"2023-01-09 10:26:03.000000+00:00\", \"2020-02-12 21:49:34.000000+00:00\"], \"session_ids\": [\"d242ff26-d83b-49b0-a624-26f9fa79024c\", \"0e4cec52-e611-4570-8350-1945adb87a69\", \"74b1c27c-ad3b-407a-9a94-511c844eb14c\", \"a2147bac-0023-4531-b4f1-9e94c2652027\", \"f978fb4a-89cf-4c8f-91ea-8498fa08b8e5\", \"11b1082f-43ad-401d-b09c-9a49d6791821\", \"92c28688-4c71-4ac8-b02f-b54a44c5ac84\", \"535dfe7f-118b-41a7-af5d-5bee6346063e\"], \"total_duration\": 282.0, \"total_sessions\": 8, \"mean_week_duration\": 1.63}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on user whose overall duration of sessions per week is smaller than 25 as well as perform sorting by total amount of duration in ascending order plus keep 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{\"15368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-23 21:02:34.000000+00:00\", \"2020-03-01 12:01:49.000000+00:00\"], \"session_ids\": [\"79eca3ec-81b9-41ea-818b-1d73b8fd0f8e\", \"9ae6943a-87ce-4daf-bcb5-39cfba42e16f\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}, \"34413\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-31 22:27:25.000000+00:00\", \"2022-08-31 07:23:43.000000+00:00\"], \"session_ids\": [\"fd1eb07d-8796-4e42-8fec-a4dbf00c4c81\", \"8716387b-3882-4ddf-bd77-026a7bc1d1ec\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}, \"33807\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-10 18:34:37.000000+00:00\", \"2019-12-04 02:31:24.000000+00:00\"], \"session_ids\": [\"ddca69f4-9bf7-4999-b035-4c794945d6e5\", \"bde303a0-d53f-4bf5-8c0e-1cbb821a8e7c\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 5.357}, \"19382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-01-04 08:50:41.000000+00:00\", \"2021-01-27 03:15:55.000000+00:00\", \"2022-12-03 15:51:43.000000+00:00\", \"2022-09-20 14:12:02.000000+00:00\", \"2020-03-24 11:43:34.000000+00:00\"], \"session_ids\": [\"2d3793e1-ffe2-464d-aaed-cc54fa5ff062\", \"24396bc1-7ded-45c3-8e89-c2c7c1ef3568\", \"08335c6f-735a-4393-b7fc-bbc3166a46d3\", \"b010555b-4904-4665-b6a6-1aae0a76e707\", \"07e85800-6402-44f0-a6ef-a8a2947da934\"], \"total_duration\": 2671.0, \"total_sessions\": 5, \"mean_week_duration\": 18.943}, \"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-22 11:14:25.000000+00:00\", \"2020-01-02 19:24:12.000000+00:00\"], \"session_ids\": [\"35df5720-63c7-468d-9db0-1874e4b9c6f8\", \"31c6cffa-43b6-420f-adfe-04cf3140aa24\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 11.03}, \"51398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-06 17:09:15.000000+00:00\", \"2021-07-12 17:29:02.000000+00:00\"], \"session_ids\": [\"425a4f81-4d5a-4dae-8273-b67dcc827562\", \"3b90665e-14f6-435f-bf85-71ef5a772ab8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.316}, \"13051\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-19 02:52:41.000000+00:00\", \"2022-09-30 06:46:27.000000+00:00\", \"2022-09-21 19:04:17.000000+00:00\", \"2023-01-22 12:21:22.000000+00:00\", \"2020-12-07 19:46:38.000000+00:00\", \"2020-09-25 11:47:13.000000+00:00\", \"2022-01-02 02:20:44.000000+00:00\"], \"session_ids\": [\"feda32b5-e4c1-4a82-bde0-fdd9e4063157\", \"6721815c-eb02-4cae-ba37-99276a52ab1e\", \"fc2335fb-219d-4b2f-a2bb-689fb06a5f6a\", \"b338640e-f7ec-4204-830c-7c8e988f599e\", \"4209f30a-e1c8-482e-b092-d47f5c0ac0a8\", \"ce813446-7270-425c-add8-e823233b0b45\", \"f916be0a-5651-4fbb-afa1-0a1f052cb4dc\"], \"total_duration\": 516.0, \"total_sessions\": 7, \"mean_week_duration\": 2.883}, \"28424\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-04 22:35:20.000000+00:00\", \"2021-09-10 20:35:42.000000+00:00\", \"2019-10-06 08:38:46.000000+00:00\", \"2021-05-27 16:42:12.000000+00:00\", \"2023-04-29 02:46:37.000000+00:00\", \"2019-07-07 16:28:22.000000+00:00\"], \"session_ids\": [\"bd5915a5-80dd-42b7-be14-aecd1baa011d\", \"a04fab3e-f6dc-479a-bae9-4a1a70e9742a\", \"a69ddc55-6c83-4e6a-8be3-0af4d79a0d19\", \"e06a6360-cab2-4f6e-b0d5-8ec11c2ecba8\", \"6fcb9e85-f3a8-4f6f-bc87-c6cc327d9972\", \"cc6ea7f2-0fe5-4082-970b-f022b535cac1\"], \"total_duration\": 63.0, \"total_sessions\": 6, \"mean_week_duration\": 0.317}, \"71999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-02-09 03:04:29.000000+00:00\", \"2020-07-11 22:32:35.000000+00:00\", \"2021-03-17 12:48:59.000000+00:00\", \"2021-07-23 00:52:55.000000+00:00\"], \"session_ids\": [\"1e6b1d42-9c0e-4f84-b647-dfe7bbbcfc91\", \"340f367d-fcd2-4d19-805a-eb9dce9088e5\", \"ec4d4cfa-0baa-4e7c-8d21-91838ed7ce8b\", \"26b5df47-96a6-4f4a-94e3-fca71ba37511\"], \"total_duration\": 1420.0, \"total_sessions\": 4, \"mean_week_duration\": 26.296}, \"56566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-13 18:17:06.000000+00:00\", \"2023-02-18 10:32:00.000000+00:00\"], \"session_ids\": [\"d34cc991-e6db-4848-a3d7-d0ec7c1f8bf0\", \"f703aef4-b84c-4f1d-aa2f-41574d48c793\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 25"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 49]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"15368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-23 21:02:34.000000+00:00\", \"2020-03-01 12:01:49.000000+00:00\"], \"session_ids\": [\"79eca3ec-81b9-41ea-818b-1d73b8fd0f8e\", \"9ae6943a-87ce-4daf-bcb5-39cfba42e16f\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}, \"34413\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-31 22:27:25.000000+00:00\", \"2022-08-31 07:23:43.000000+00:00\"], \"session_ids\": [\"fd1eb07d-8796-4e42-8fec-a4dbf00c4c81\", \"8716387b-3882-4ddf-bd77-026a7bc1d1ec\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}, \"33807\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-10 18:34:37.000000+00:00\", \"2019-12-04 02:31:24.000000+00:00\"], \"session_ids\": [\"ddca69f4-9bf7-4999-b035-4c794945d6e5\", \"bde303a0-d53f-4bf5-8c0e-1cbb821a8e7c\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 5.357}, \"19382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-01-04 08:50:41.000000+00:00\", \"2021-01-27 03:15:55.000000+00:00\", \"2022-12-03 15:51:43.000000+00:00\", \"2022-09-20 14:12:02.000000+00:00\", \"2020-03-24 11:43:34.000000+00:00\"], \"session_ids\": [\"2d3793e1-ffe2-464d-aaed-cc54fa5ff062\", \"24396bc1-7ded-45c3-8e89-c2c7c1ef3568\", \"08335c6f-735a-4393-b7fc-bbc3166a46d3\", \"b010555b-4904-4665-b6a6-1aae0a76e707\", \"07e85800-6402-44f0-a6ef-a8a2947da934\"], \"total_duration\": 2671.0, \"total_sessions\": 5, \"mean_week_duration\": 18.943}, \"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-22 11:14:25.000000+00:00\", \"2020-01-02 19:24:12.000000+00:00\"], \"session_ids\": [\"35df5720-63c7-468d-9db0-1874e4b9c6f8\", \"31c6cffa-43b6-420f-adfe-04cf3140aa24\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 11.03}, \"51398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-06 17:09:15.000000+00:00\", \"2021-07-12 17:29:02.000000+00:00\"], \"session_ids\": [\"425a4f81-4d5a-4dae-8273-b67dcc827562\", \"3b90665e-14f6-435f-bf85-71ef5a772ab8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.316}, \"13051\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-19 02:52:41.000000+00:00\", \"2022-09-30 06:46:27.000000+00:00\", \"2022-09-21 19:04:17.000000+00:00\", \"2023-01-22 12:21:22.000000+00:00\", \"2020-12-07 19:46:38.000000+00:00\", \"2020-09-25 11:47:13.000000+00:00\", \"2022-01-02 02:20:44.000000+00:00\"], \"session_ids\": [\"feda32b5-e4c1-4a82-bde0-fdd9e4063157\", \"6721815c-eb02-4cae-ba37-99276a52ab1e\", \"fc2335fb-219d-4b2f-a2bb-689fb06a5f6a\", \"b338640e-f7ec-4204-830c-7c8e988f599e\", \"4209f30a-e1c8-482e-b092-d47f5c0ac0a8\", \"ce813446-7270-425c-add8-e823233b0b45\", \"f916be0a-5651-4fbb-afa1-0a1f052cb4dc\"], \"total_duration\": 516.0, \"total_sessions\": 7, \"mean_week_duration\": 2.883}, \"28424\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-04 22:35:20.000000+00:00\", \"2021-09-10 20:35:42.000000+00:00\", \"2019-10-06 08:38:46.000000+00:00\", \"2021-05-27 16:42:12.000000+00:00\", \"2023-04-29 02:46:37.000000+00:00\", \"2019-07-07 16:28:22.000000+00:00\"], \"session_ids\": [\"bd5915a5-80dd-42b7-be14-aecd1baa011d\", \"a04fab3e-f6dc-479a-bae9-4a1a70e9742a\", \"a69ddc55-6c83-4e6a-8be3-0af4d79a0d19\", \"e06a6360-cab2-4f6e-b0d5-8ec11c2ecba8\", \"6fcb9e85-f3a8-4f6f-bc87-c6cc327d9972\", \"cc6ea7f2-0fe5-4082-970b-f022b535cac1\"], \"total_duration\": 63.0, \"total_sessions\": 6, \"mean_week_duration\": 0.317}, \"56566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-13 18:17:06.000000+00:00\", \"2023-02-18 10:32:00.000000+00:00\"], \"session_ids\": [\"d34cc991-e6db-4848-a3d7-d0ec7c1f8bf0\", \"f703aef4-b84c-4f1d-aa2f-41574d48c793\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"15368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-23 21:02:34.000000+00:00\", \"2020-03-01 12:01:49.000000+00:00\"], \"session_ids\": [\"79eca3ec-81b9-41ea-818b-1d73b8fd0f8e\", \"9ae6943a-87ce-4daf-bcb5-39cfba42e16f\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}}, {\"56566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-13 18:17:06.000000+00:00\", \"2023-02-18 10:32:00.000000+00:00\"], \"session_ids\": [\"d34cc991-e6db-4848-a3d7-d0ec7c1f8bf0\", \"f703aef4-b84c-4f1d-aa2f-41574d48c793\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"51398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-06 17:09:15.000000+00:00\", \"2021-07-12 17:29:02.000000+00:00\"], \"session_ids\": [\"425a4f81-4d5a-4dae-8273-b67dcc827562\", \"3b90665e-14f6-435f-bf85-71ef5a772ab8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.316}}, {\"34413\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-31 22:27:25.000000+00:00\", \"2022-08-31 07:23:43.000000+00:00\"], \"session_ids\": [\"fd1eb07d-8796-4e42-8fec-a4dbf00c4c81\", \"8716387b-3882-4ddf-bd77-026a7bc1d1ec\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}, {\"28424\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-04 22:35:20.000000+00:00\", \"2021-09-10 20:35:42.000000+00:00\", \"2019-10-06 08:38:46.000000+00:00\", \"2021-05-27 16:42:12.000000+00:00\", \"2023-04-29 02:46:37.000000+00:00\", \"2019-07-07 16:28:22.000000+00:00\"], \"session_ids\": [\"bd5915a5-80dd-42b7-be14-aecd1baa011d\", \"a04fab3e-f6dc-479a-bae9-4a1a70e9742a\", \"a69ddc55-6c83-4e6a-8be3-0af4d79a0d19\", \"e06a6360-cab2-4f6e-b0d5-8ec11c2ecba8\", \"6fcb9e85-f3a8-4f6f-bc87-c6cc327d9972\", \"cc6ea7f2-0fe5-4082-970b-f022b535cac1\"], \"total_duration\": 63.0, \"total_sessions\": 6, \"mean_week_duration\": 0.317}}, {\"33807\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-10 18:34:37.000000+00:00\", \"2019-12-04 02:31:24.000000+00:00\"], \"session_ids\": [\"ddca69f4-9bf7-4999-b035-4c794945d6e5\", \"bde303a0-d53f-4bf5-8c0e-1cbb821a8e7c\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 5.357}}, {\"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-22 11:14:25.000000+00:00\", \"2020-01-02 19:24:12.000000+00:00\"], \"session_ids\": [\"35df5720-63c7-468d-9db0-1874e4b9c6f8\", \"31c6cffa-43b6-420f-adfe-04cf3140aa24\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 11.03}}, {\"13051\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-19 02:52:41.000000+00:00\", \"2022-09-30 06:46:27.000000+00:00\", \"2022-09-21 19:04:17.000000+00:00\", \"2023-01-22 12:21:22.000000+00:00\", \"2020-12-07 19:46:38.000000+00:00\", \"2020-09-25 11:47:13.000000+00:00\", \"2022-01-02 02:20:44.000000+00:00\"], \"session_ids\": [\"feda32b5-e4c1-4a82-bde0-fdd9e4063157\", \"6721815c-eb02-4cae-ba37-99276a52ab1e\", \"fc2335fb-219d-4b2f-a2bb-689fb06a5f6a\", \"b338640e-f7ec-4204-830c-7c8e988f599e\", \"4209f30a-e1c8-482e-b092-d47f5c0ac0a8\", \"ce813446-7270-425c-add8-e823233b0b45\", \"f916be0a-5651-4fbb-afa1-0a1f052cb4dc\"], \"total_duration\": 516.0, \"total_sessions\": 7, \"mean_week_duration\": 2.883}}, {\"19382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-01-04 08:50:41.000000+00:00\", \"2021-01-27 03:15:55.000000+00:00\", \"2022-12-03 15:51:43.000000+00:00\", \"2022-09-20 14:12:02.000000+00:00\", \"2020-03-24 11:43:34.000000+00:00\"], \"session_ids\": [\"2d3793e1-ffe2-464d-aaed-cc54fa5ff062\", \"24396bc1-7ded-45c3-8e89-c2c7c1ef3568\", \"08335c6f-735a-4393-b7fc-bbc3166a46d3\", \"b010555b-4904-4665-b6a6-1aae0a76e707\", \"07e85800-6402-44f0-a6ef-a8a2947da934\"], \"total_duration\": 2671.0, \"total_sessions\": 5, \"mean_week_duration\": 18.943}}]\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[{\"15368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-23 21:02:34.000000+00:00\", \"2020-03-01 12:01:49.000000+00:00\"], \"session_ids\": [\"79eca3ec-81b9-41ea-818b-1d73b8fd0f8e\", \"9ae6943a-87ce-4daf-bcb5-39cfba42e16f\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}}, {\"56566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-13 18:17:06.000000+00:00\", \"2023-02-18 10:32:00.000000+00:00\"], \"session_ids\": [\"d34cc991-e6db-4848-a3d7-d0ec7c1f8bf0\", \"f703aef4-b84c-4f1d-aa2f-41574d48c793\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"51398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-06 17:09:15.000000+00:00\", \"2021-07-12 17:29:02.000000+00:00\"], \"session_ids\": [\"425a4f81-4d5a-4dae-8273-b67dcc827562\", \"3b90665e-14f6-435f-bf85-71ef5a772ab8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.316}}, {\"34413\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-31 22:27:25.000000+00:00\", \"2022-08-31 07:23:43.000000+00:00\"], \"session_ids\": [\"fd1eb07d-8796-4e42-8fec-a4dbf00c4c81\", \"8716387b-3882-4ddf-bd77-026a7bc1d1ec\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}]\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[{\"15368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-23 21:02:34.000000+00:00\", \"2020-03-01 12:01:49.000000+00:00\"], \"session_ids\": [\"79eca3ec-81b9-41ea-818b-1d73b8fd0f8e\", \"9ae6943a-87ce-4daf-bcb5-39cfba42e16f\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}}, {\"56566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-13 18:17:06.000000+00:00\", \"2023-02-18 10:32:00.000000+00:00\"], \"session_ids\": [\"d34cc991-e6db-4848-a3d7-d0ec7c1f8bf0\", \"f703aef4-b84c-4f1d-aa2f-41574d48c793\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"51398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-06 17:09:15.000000+00:00\", \"2021-07-12 17:29:02.000000+00:00\"], \"session_ids\": [\"425a4f81-4d5a-4dae-8273-b67dcc827562\", \"3b90665e-14f6-435f-bf85-71ef5a772ab8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.316}}, {\"34413\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-31 22:27:25.000000+00:00\", \"2022-08-31 07:23:43.000000+00:00\"], \"session_ids\": [\"fd1eb07d-8796-4e42-8fec-a4dbf00c4c81\", \"8716387b-3882-4ddf-bd77-026a7bc1d1ec\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 3 users who aren't inhabitants of city Kingston in addition sort by all sessions quantity in asc order also remain only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"27279\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-25 21:57:13.000000+00:00\", \"2021-02-09 21:19:45.000000+00:00\"], \"session_ids\": [\"eebffd8a-0122-49cb-ab38-69a79dc3586b\", \"5caedf11-72e8-4059-8784-e3e4f5165b04\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 35.714}, \"63244\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-03 14:51:58.000000+00:00\", \"2020-08-21 04:13:14.000000+00:00\", \"2020-05-06 04:35:13.000000+00:00\", \"2021-10-26 03:06:01.000000+00:00\", \"2021-10-22 17:52:29.000000+00:00\"], \"session_ids\": [\"54117beb-745c-4cd3-8c0f-ce4d33f8ef88\", \"440f7993-2337-4e5e-afef-cd53eac2cbd0\", \"4bc7c88a-e4c8-48c7-a052-2a23d5a9ea50\", \"e80e51e9-226c-4a0c-9a0f-58bc1015b95a\", \"bde73f33-bfd8-4b7f-bfd0-dff5722935aa\"], \"total_duration\": 1386.0, \"total_sessions\": 5, \"mean_week_duration\": 16.699}, \"86240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-10 22:18:23.000000+00:00\", \"2019-08-19 11:10:54.000000+00:00\"], \"session_ids\": [\"af9d92b0-301d-4607-9a34-44232c955a5e\", \"ed696e31-513a-424b-ad85-b2d06386e7ec\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 3.304}, \"4776\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-27 03:52:23.000000+00:00\", \"2020-12-13 05:40:56.000000+00:00\"], \"session_ids\": [\"a1d49f11-98e8-40f3-8a2b-3a7fddd0e5b0\", \"76c165ac-8f76-41f7-894f-5c7844906b5f\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.824}, \"22984\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-09 18:51:06.000000+00:00\", \"2019-02-07 05:12:53.000000+00:00\"], \"session_ids\": [\"1b39a0bb-4333-4f4e-8141-6883fbbe99d9\", \"6e60dc89-00ad-4d81-929a-f0578953aae2\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}, \"55469\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-20 16:02:04.000000+00:00\", \"2021-03-12 14:37:43.000000+00:00\"], \"session_ids\": [\"77bd755d-a052-4dbc-965a-b1a54d93baa4\", \"592ea3e9-1981-40db-b4c9-1a7766e1177e\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.452}, \"9997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-08 22:49:32.000000+00:00\", \"2021-06-02 17:17:57.000000+00:00\", \"2021-01-12 08:20:09.000000+00:00\", \"2021-03-17 06:33:01.000000+00:00\", \"2020-11-09 02:03:12.000000+00:00\", \"2022-01-12 03:07:38.000000+00:00\", \"2022-05-12 19:51:06.000000+00:00\", \"2021-09-24 18:12:24.000000+00:00\", \"2020-08-31 13:17:59.000000+00:00\", \"2019-02-12 19:03:55.000000+00:00\"], \"session_ids\": [\"feaee9e1-af9d-4138-adce-789a73ee22f4\", \"72103be6-e95a-4d88-a405-683487552b90\", \"fba8ac0d-481e-4252-a0bd-96225134c183\", \"38a56adb-40f1-4def-a0d7-4055a6a98aa1\", \"2ada4241-4f1c-4b30-baa8-f891101a8cb4\", \"01ca7eca-6c09-4695-b95c-d2fbeddd0148\", \"b423f2bf-5e82-4f38-939f-4aaa8a068b06\", \"6a3af45f-adb7-44e7-890f-bb057ed99ed7\", \"6d90cf09-e4d8-4e62-8e2a-df8eddf22820\", \"9d6d119d-e448-4047-8953-1dc864330103\"], \"total_duration\": 844.0, \"total_sessions\": 10, \"mean_week_duration\": 4.965}, \"43446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-19 01:41:21.000000+00:00\", \"2021-11-29 08:02:11.000000+00:00\", \"2021-01-05 20:05:17.000000+00:00\"], \"session_ids\": [\"19b3b705-ffb9-4cbb-96cc-db8cf73ac533\", \"41c659bb-bcc7-4d28-88ed-8c31f2a8f30f\", \"85ef3e82-4a22-41a4-9e7f-ad643f0b65de\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 11.2}, \"34367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-16 03:00:05.000000+00:00\", \"2020-11-21 09:02:31.000000+00:00\"], \"session_ids\": [\"02793ce4-3c56-4278-b54f-612ce2c862e8\", \"7922a788-b8f1-479f-9ad4-434084e12bc8\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}, \"75482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-16 18:18:47.000000+00:00\", \"2020-11-30 09:08:47.000000+00:00\"], \"session_ids\": [\"2d032201-0c79-42d4-9615-3c546a654d24\", \"1ea2c417-a3ab-4b4e-8858-ed1d114948c7\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is not Kingston"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kingston\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"27279\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-25 21:57:13.000000+00:00\", \"2021-02-09 21:19:45.000000+00:00\"], \"session_ids\": [\"eebffd8a-0122-49cb-ab38-69a79dc3586b\", \"5caedf11-72e8-4059-8784-e3e4f5165b04\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 35.714}, \"63244\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-03 14:51:58.000000+00:00\", \"2020-08-21 04:13:14.000000+00:00\", \"2020-05-06 04:35:13.000000+00:00\", \"2021-10-26 03:06:01.000000+00:00\", \"2021-10-22 17:52:29.000000+00:00\"], \"session_ids\": [\"54117beb-745c-4cd3-8c0f-ce4d33f8ef88\", \"440f7993-2337-4e5e-afef-cd53eac2cbd0\", \"4bc7c88a-e4c8-48c7-a052-2a23d5a9ea50\", \"e80e51e9-226c-4a0c-9a0f-58bc1015b95a\", \"bde73f33-bfd8-4b7f-bfd0-dff5722935aa\"], \"total_duration\": 1386.0, \"total_sessions\": 5, \"mean_week_duration\": 16.699}, \"86240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-10 22:18:23.000000+00:00\", \"2019-08-19 11:10:54.000000+00:00\"], \"session_ids\": [\"af9d92b0-301d-4607-9a34-44232c955a5e\", \"ed696e31-513a-424b-ad85-b2d06386e7ec\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 3.304}, \"4776\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-27 03:52:23.000000+00:00\", \"2020-12-13 05:40:56.000000+00:00\"], \"session_ids\": [\"a1d49f11-98e8-40f3-8a2b-3a7fddd0e5b0\", \"76c165ac-8f76-41f7-894f-5c7844906b5f\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.824}, \"22984\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-09 18:51:06.000000+00:00\", \"2019-02-07 05:12:53.000000+00:00\"], \"session_ids\": [\"1b39a0bb-4333-4f4e-8141-6883fbbe99d9\", \"6e60dc89-00ad-4d81-929a-f0578953aae2\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}, \"9997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-08 22:49:32.000000+00:00\", \"2021-06-02 17:17:57.000000+00:00\", \"2021-01-12 08:20:09.000000+00:00\", \"2021-03-17 06:33:01.000000+00:00\", \"2020-11-09 02:03:12.000000+00:00\", \"2022-01-12 03:07:38.000000+00:00\", \"2022-05-12 19:51:06.000000+00:00\", \"2021-09-24 18:12:24.000000+00:00\", \"2020-08-31 13:17:59.000000+00:00\", \"2019-02-12 19:03:55.000000+00:00\"], \"session_ids\": [\"feaee9e1-af9d-4138-adce-789a73ee22f4\", \"72103be6-e95a-4d88-a405-683487552b90\", \"fba8ac0d-481e-4252-a0bd-96225134c183\", \"38a56adb-40f1-4def-a0d7-4055a6a98aa1\", \"2ada4241-4f1c-4b30-baa8-f891101a8cb4\", \"01ca7eca-6c09-4695-b95c-d2fbeddd0148\", \"b423f2bf-5e82-4f38-939f-4aaa8a068b06\", \"6a3af45f-adb7-44e7-890f-bb057ed99ed7\", \"6d90cf09-e4d8-4e62-8e2a-df8eddf22820\", \"9d6d119d-e448-4047-8953-1dc864330103\"], \"total_duration\": 844.0, \"total_sessions\": 10, \"mean_week_duration\": 4.965}, \"43446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-19 01:41:21.000000+00:00\", \"2021-11-29 08:02:11.000000+00:00\", \"2021-01-05 20:05:17.000000+00:00\"], \"session_ids\": [\"19b3b705-ffb9-4cbb-96cc-db8cf73ac533\", \"41c659bb-bcc7-4d28-88ed-8c31f2a8f30f\", \"85ef3e82-4a22-41a4-9e7f-ad643f0b65de\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 11.2}, \"34367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-16 03:00:05.000000+00:00\", \"2020-11-21 09:02:31.000000+00:00\"], \"session_ids\": [\"02793ce4-3c56-4278-b54f-612ce2c862e8\", \"7922a788-b8f1-479f-9ad4-434084e12bc8\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}, \"75482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-16 18:18:47.000000+00:00\", \"2020-11-30 09:08:47.000000+00:00\"], \"session_ids\": [\"2d032201-0c79-42d4-9615-3c546a654d24\", \"1ea2c417-a3ab-4b4e-8858-ed1d114948c7\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}}\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[{\"27279\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-25 21:57:13.000000+00:00\", \"2021-02-09 21:19:45.000000+00:00\"], \"session_ids\": [\"eebffd8a-0122-49cb-ab38-69a79dc3586b\", \"5caedf11-72e8-4059-8784-e3e4f5165b04\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 35.714}}, {\"86240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-10 22:18:23.000000+00:00\", \"2019-08-19 11:10:54.000000+00:00\"], \"session_ids\": [\"af9d92b0-301d-4607-9a34-44232c955a5e\", \"ed696e31-513a-424b-ad85-b2d06386e7ec\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 3.304}}, {\"4776\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-27 03:52:23.000000+00:00\", \"2020-12-13 05:40:56.000000+00:00\"], \"session_ids\": [\"a1d49f11-98e8-40f3-8a2b-3a7fddd0e5b0\", \"76c165ac-8f76-41f7-894f-5c7844906b5f\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.824}}, {\"22984\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-09 18:51:06.000000+00:00\", \"2019-02-07 05:12:53.000000+00:00\"], \"session_ids\": [\"1b39a0bb-4333-4f4e-8141-6883fbbe99d9\", \"6e60dc89-00ad-4d81-929a-f0578953aae2\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}}, {\"34367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-16 03:00:05.000000+00:00\", \"2020-11-21 09:02:31.000000+00:00\"], \"session_ids\": [\"02793ce4-3c56-4278-b54f-612ce2c862e8\", \"7922a788-b8f1-479f-9ad4-434084e12bc8\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 1.904}}, {\"75482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-16 18:18:47.000000+00:00\", \"2020-11-30 09:08:47.000000+00:00\"], \"session_ids\": [\"2d032201-0c79-42d4-9615-3c546a654d24\", \"1ea2c417-a3ab-4b4e-8858-ed1d114948c7\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}}, {\"43446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-19 01:41:21.000000+00:00\", \"2021-11-29 08:02:11.000000+00:00\", \"2021-01-05 20:05:17.000000+00:00\"], \"session_ids\": [\"19b3b705-ffb9-4cbb-96cc-db8cf73ac533\", \"41c659bb-bcc7-4d28-88ed-8c31f2a8f30f\", \"85ef3e82-4a22-41a4-9e7f-ad643f0b65de\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 11.2}}, {\"63244\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-03 14:51:58.000000+00:00\", \"2020-08-21 04:13:14.000000+00:00\", \"2020-05-06 04:35:13.000000+00:00\", \"2021-10-26 03:06:01.000000+00:00\", \"2021-10-22 17:52:29.000000+00:00\"], \"session_ids\": [\"54117beb-745c-4cd3-8c0f-ce4d33f8ef88\", \"440f7993-2337-4e5e-afef-cd53eac2cbd0\", \"4bc7c88a-e4c8-48c7-a052-2a23d5a9ea50\", \"e80e51e9-226c-4a0c-9a0f-58bc1015b95a\", \"bde73f33-bfd8-4b7f-bfd0-dff5722935aa\"], \"total_duration\": 1386.0, \"total_sessions\": 5, \"mean_week_duration\": 16.699}}, {\"9997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-08 22:49:32.000000+00:00\", \"2021-06-02 17:17:57.000000+00:00\", \"2021-01-12 08:20:09.000000+00:00\", \"2021-03-17 06:33:01.000000+00:00\", \"2020-11-09 02:03:12.000000+00:00\", \"2022-01-12 03:07:38.000000+00:00\", \"2022-05-12 19:51:06.000000+00:00\", \"2021-09-24 18:12:24.000000+00:00\", \"2020-08-31 13:17:59.000000+00:00\", \"2019-02-12 19:03:55.000000+00:00\"], \"session_ids\": [\"feaee9e1-af9d-4138-adce-789a73ee22f4\", \"72103be6-e95a-4d88-a405-683487552b90\", \"fba8ac0d-481e-4252-a0bd-96225134c183\", \"38a56adb-40f1-4def-a0d7-4055a6a98aa1\", \"2ada4241-4f1c-4b30-baa8-f891101a8cb4\", \"01ca7eca-6c09-4695-b95c-d2fbeddd0148\", \"b423f2bf-5e82-4f38-939f-4aaa8a068b06\", \"6a3af45f-adb7-44e7-890f-bb057ed99ed7\", \"6d90cf09-e4d8-4e62-8e2a-df8eddf22820\", \"9d6d119d-e448-4047-8953-1dc864330103\"], \"total_duration\": 844.0, \"total_sessions\": 10, \"mean_week_duration\": 4.965}}]\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[{\"27279\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-25 21:57:13.000000+00:00\", \"2021-02-09 21:19:45.000000+00:00\"], \"session_ids\": [\"eebffd8a-0122-49cb-ab38-69a79dc3586b\", \"5caedf11-72e8-4059-8784-e3e4f5165b04\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 35.714}}, {\"86240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-10 22:18:23.000000+00:00\", \"2019-08-19 11:10:54.000000+00:00\"], \"session_ids\": [\"af9d92b0-301d-4607-9a34-44232c955a5e\", \"ed696e31-513a-424b-ad85-b2d06386e7ec\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 3.304}}, {\"4776\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-27 03:52:23.000000+00:00\", \"2020-12-13 05:40:56.000000+00:00\"], \"session_ids\": [\"a1d49f11-98e8-40f3-8a2b-3a7fddd0e5b0\", \"76c165ac-8f76-41f7-894f-5c7844906b5f\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.824}}, {\"22984\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-09 18:51:06.000000+00:00\", \"2019-02-07 05:12:53.000000+00:00\"], \"session_ids\": [\"1b39a0bb-4333-4f4e-8141-6883fbbe99d9\", \"6e60dc89-00ad-4d81-929a-f0578953aae2\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}}]\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[{\"27279\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-25 21:57:13.000000+00:00\", \"2021-02-09 21:19:45.000000+00:00\"], \"session_ids\": [\"eebffd8a-0122-49cb-ab38-69a79dc3586b\", \"5caedf11-72e8-4059-8784-e3e4f5165b04\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 35.714}}, {\"86240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-10 22:18:23.000000+00:00\", \"2019-08-19 11:10:54.000000+00:00\"], \"session_ids\": [\"af9d92b0-301d-4607-9a34-44232c955a5e\", \"ed696e31-513a-424b-ad85-b2d06386e7ec\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 3.304}}, {\"4776\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-27 03:52:23.000000+00:00\", \"2020-12-13 05:40:56.000000+00:00\"], \"session_ids\": [\"a1d49f11-98e8-40f3-8a2b-3a7fddd0e5b0\", \"76c165ac-8f76-41f7-894f-5c7844906b5f\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.824}}, {\"22984\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-09 18:51:06.000000+00:00\", \"2019-02-07 05:12:53.000000+00:00\"], \"session_ids\": [\"1b39a0bb-4333-4f4e-8141-6883fbbe99d9\", \"6e60dc89-00ad-4d81-929a-f0578953aae2\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about users who have the lowest sessions count in addition carry out sorting by name of the city descending plus remain only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"22370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-16 09:22:51.000000+00:00\", \"2020-07-25 06:32:36.000000+00:00\"], \"session_ids\": [\"5b9cbbd3-84e7-41d4-a855-bfe3a211ef4b\", \"0bb57175-5e2a-422d-a238-72bca911ae45\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}, \"4695\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-14 19:44:10.000000+00:00\", \"2019-02-19 10:22:38.000000+00:00\", \"2022-05-05 04:09:42.000000+00:00\"], \"session_ids\": [\"a90069c4-9f3b-4019-9542-b05c754d19b7\", \"f4cd509a-f24f-4219-9f91-939a252c6806\", \"711a9e51-8f8e-47d9-aff8-9cb63b331786\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.137}, \"90626\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-15 01:44:14.000000+00:00\", \"2023-02-13 04:08:10.000000+00:00\", \"2019-08-06 01:13:21.000000+00:00\", \"2022-01-16 23:22:57.000000+00:00\", \"2020-05-19 13:02:40.000000+00:00\"], \"session_ids\": [\"9e5cc39e-b52f-40c8-8346-ce7225fa1446\", \"d0e902f0-118e-4bc3-b183-be7cc5d48e8c\", \"b1cbe176-782c-41de-a761-a59cf97275ae\", \"3286b930-42c4-4c3b-98e0-e7ec90b9d85f\", \"b30fa9bb-7e3d-4f41-893a-583b624fa900\"], \"total_duration\": 834.0, \"total_sessions\": 5, \"mean_week_duration\": 4.533}, \"39451\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-03 03:13:54.000000+00:00\", \"2022-09-29 04:55:37.000000+00:00\"], \"session_ids\": [\"1062cf22-6a11-44b3-9f8b-aea403294079\", \"49d2cacc-87f0-4794-a903-5fc29fc93b5b\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 5.86}, \"66924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-06 01:05:06.000000+00:00\", \"2021-04-07 00:20:59.000000+00:00\"], \"session_ids\": [\"24731d15-617b-46f7-8a71-db1ad861778c\", \"d4bdee85-f45b-4751-b7f7-5f53a0186af6\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}, \"2078\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-11-03 06:36:49.000000+00:00\", \"2022-05-20 13:03:15.000000+00:00\"], \"session_ids\": [\"cc4d3ac0-f8ef-475c-9fc6-0213929dd06f\", \"39b9e1b6-e495-4e03-92ee-fb2459eb3a44\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 3.379}, \"94996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-28 08:42:56.000000+00:00\", \"2022-06-04 13:10:58.000000+00:00\"], \"session_ids\": [\"04bc9414-569a-4e55-b839-888353e86933\", \"322589d4-b37a-46ad-a160-22d981c998d5\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 6.089}, \"23573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-09-08 03:55:02.000000+00:00\", \"2022-04-25 12:44:12.000000+00:00\", \"2020-05-13 02:41:53.000000+00:00\"], \"session_ids\": [\"4884d016-a272-437c-8740-cef149622402\", \"fc686f16-cc71-43ad-9a64-2d5b68717bab\", \"8b813c32-a21d-4be8-9ae7-935523f20460\"], \"total_duration\": 735.0, \"total_sessions\": 3, \"mean_week_duration\": 7.206}, \"66201\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-07 08:05:14.000000+00:00\", \"2021-06-29 08:28:35.000000+00:00\"], \"session_ids\": [\"229abb69-b704-45e2-9a76-9faa09662050\", \"f1edb624-7938-4555-9fdd-74cdb2a72047\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.941}, \"48671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-29 22:40:03.000000+00:00\", \"2023-01-13 08:00:16.000000+00:00\"], \"session_ids\": [\"b9d20651-4f8e-46d0-a758-4fe4e15ada80\", \"871f0942-6772-4171-a628-4229d83974c3\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 122.5}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 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[{\"22370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-16 09:22:51.000000+00:00\", \"2020-07-25 06:32:36.000000+00:00\"], \"session_ids\": [\"5b9cbbd3-84e7-41d4-a855-bfe3a211ef4b\", \"0bb57175-5e2a-422d-a238-72bca911ae45\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}}, {\"39451\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-03 03:13:54.000000+00:00\", \"2022-09-29 04:55:37.000000+00:00\"], \"session_ids\": [\"1062cf22-6a11-44b3-9f8b-aea403294079\", \"49d2cacc-87f0-4794-a903-5fc29fc93b5b\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 5.86}}, {\"66924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-06 01:05:06.000000+00:00\", \"2021-04-07 00:20:59.000000+00:00\"], \"session_ids\": [\"24731d15-617b-46f7-8a71-db1ad861778c\", \"d4bdee85-f45b-4751-b7f7-5f53a0186af6\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}}]\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[{\"66924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-06 01:05:06.000000+00:00\", \"2021-04-07 00:20:59.000000+00:00\"], \"session_ids\": [\"24731d15-617b-46f7-8a71-db1ad861778c\", \"d4bdee85-f45b-4751-b7f7-5f53a0186af6\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}}, {\"22370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-16 09:22:51.000000+00:00\", \"2020-07-25 06:32:36.000000+00:00\"], \"session_ids\": [\"5b9cbbd3-84e7-41d4-a855-bfe3a211ef4b\", \"0bb57175-5e2a-422d-a238-72bca911ae45\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}}, {\"39451\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-03 03:13:54.000000+00:00\", \"2022-09-29 04:55:37.000000+00:00\"], \"session_ids\": [\"1062cf22-6a11-44b3-9f8b-aea403294079\", \"49d2cacc-87f0-4794-a903-5fc29fc93b5b\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 5.86}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"66924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-06 01:05:06.000000+00:00\", \"2021-04-07 00:20:59.000000+00:00\"], \"session_ids\": [\"24731d15-617b-46f7-8a71-db1ad861778c\", \"d4bdee85-f45b-4751-b7f7-5f53a0186af6\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}}, {\"22370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-16 09:22:51.000000+00:00\", \"2020-07-25 06:32:36.000000+00:00\"], \"session_ids\": [\"5b9cbbd3-84e7-41d4-a855-bfe3a211ef4b\", \"0bb57175-5e2a-422d-a238-72bca911ae45\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}}]\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[{\"66924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-06 01:05:06.000000+00:00\", \"2021-04-07 00:20:59.000000+00:00\"], \"session_ids\": [\"24731d15-617b-46f7-8a71-db1ad861778c\", \"d4bdee85-f45b-4751-b7f7-5f53a0186af6\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}}, {\"22370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-16 09:22:51.000000+00:00\", \"2020-07-25 06:32:36.000000+00:00\"], \"session_ids\": [\"5b9cbbd3-84e7-41d4-a855-bfe3a211ef4b\", \"0bb57175-5e2a-422d-a238-72bca911ae45\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 5 users who are currently living in cities Dubai, Rio de Janeiro, Reykjavik, Kuala Lumpur , do sorting by total duration form the highest value to the lowest 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{\"20150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-09 07:47:50.000000+00:00\", \"2019-03-06 18:21:25.000000+00:00\"], \"session_ids\": [\"0082d216-8f98-47e2-bdea-57d2810fd78d\", \"693d9261-ae16-4e14-8da3-870b1d60ba95\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}, \"16773\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-06 14:04:41.000000+00:00\", \"2022-07-11 18:14:30.000000+00:00\", \"2022-10-23 20:09:46.000000+00:00\"], \"session_ids\": [\"de752496-a379-489b-a80c-5c7530bf3093\", \"126b5821-fa62-464d-8e97-b6995f4d6f23\", \"19115c43-91b7-4857-b4b5-50cb9e2f13dc\"], \"total_duration\": 210.0, \"total_sessions\": 3, \"mean_week_duration\": 1.082}, \"33964\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-20 23:27:41.000000+00:00\", \"2022-11-15 12:26:36.000000+00:00\"], \"session_ids\": [\"879d93b0-0ff6-48fc-8d39-eb7ac10a3a12\", \"ed57d237-4aab-4846-8c32-848daf1bfe46\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 5.628}, \"90459\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-19 00:52:09.000000+00:00\", \"2022-02-24 18:00:05.000000+00:00\", \"2022-09-13 01:08:58.000000+00:00\", \"2023-03-22 12:08:12.000000+00:00\", \"2022-08-02 05:01:54.000000+00:00\", \"2019-12-27 11:44:15.000000+00:00\", \"2021-06-11 10:55:41.000000+00:00\"], \"session_ids\": [\"1575e012-1f87-437f-92f1-26423f6ffb25\", \"a8f5b328-165c-4795-9217-681a96fb3eb1\", \"d87ec2d5-ac59-46f5-b738-38649ec5e77d\", \"db38b85c-4711-4090-8ad7-dc4109ba9832\", \"35d00d65-ab31-46c4-9ee5-608ad7bc0bf1\", \"09816983-9541-4a15-b9f9-eb833be2f074\", \"dfa5b7e5-121a-47f6-b7e8-26f8361ea035\"], \"total_duration\": 395.0, \"total_sessions\": 7, \"mean_week_duration\": 2.337}, \"72349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-25 18:00:26.000000+00:00\", \"2023-04-27 00:01:38.000000+00:00\", \"2019-04-28 21:28:58.000000+00:00\"], \"session_ids\": [\"dda584f9-017d-441e-83ca-166489b80b85\", \"b79a358c-3d3a-4af4-ad73-332d05a834c8\", \"9e63786b-3fd6-46a5-a7c6-a4b56e4d4fb3\"], \"total_duration\": 647.0, \"total_sessions\": 3, \"mean_week_duration\": 3.096}, \"73852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-01-26 05:59:33.000000+00:00\", \"2023-01-08 10:38:52.000000+00:00\", \"2021-06-16 11:43:50.000000+00:00\"], \"session_ids\": [\"92c88b53-a75b-4b58-9740-dd14c6470cb3\", \"4d7444bb-a459-4ec4-8046-4eeeca4774c6\", \"40e3618a-970f-41fd-87a1-c1011106e5c0\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 1.922}, \"62299\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-03 20:23:59.000000+00:00\", \"2022-02-24 08:39:38.000000+00:00\", \"2019-01-31 18:35:50.000000+00:00\", \"2019-03-26 04:06:36.000000+00:00\", \"2020-03-02 09:08:32.000000+00:00\", \"2019-10-01 23:47:16.000000+00:00\", \"2021-04-04 18:19:37.000000+00:00\", \"2023-06-15 17:39:25.000000+00:00\", \"2020-04-03 03:35:58.000000+00:00\"], \"session_ids\": [\"9ef75551-4598-4b94-bef4-e126edbea1a6\", \"56c1015d-1633-49f0-9812-0775b3ddd30f\", \"654540d4-22a0-4227-8f6c-3783de0560ae\", \"a5218d1e-9e9e-4d26-8a03-87cd9dbe46d0\", \"3da53e23-4288-420b-ac9d-72be35144ac2\", \"c7587266-f895-482b-baa1-28dc19bcd565\", \"0573d890-d203-4177-9923-ca59c517ddd0\", \"5cdf9c00-1ebf-4218-a03a-285ad9aba621\", \"9483619e-54c7-48ff-9c42-46197abb131d\"], \"total_duration\": 18992.0, \"total_sessions\": 9, \"mean_week_duration\": 83.298}, \"13980\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-14 02:20:23.000000+00:00\", \"2020-12-29 21:15:57.000000+00:00\", \"2021-10-07 04:02:56.000000+00:00\"], \"session_ids\": [\"462bebb3-b704-4f2f-bb40-b067b732c9c3\", \"75c374c5-91f7-4ab8-be97-51078b085e18\", \"cb7d867e-393a-4e0c-97f7-9812ed2f3d62\"], \"total_duration\": 369.0, \"total_sessions\": 3, \"mean_week_duration\": 2.838}, \"99617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-28 05:39:51.000000+00:00\", \"2021-09-19 21:27:15.000000+00:00\", \"2020-01-26 05:50:46.000000+00:00\", \"2021-02-12 04:42:00.000000+00:00\", \"2020-09-08 05:50:05.000000+00:00\", \"2022-05-27 06:23:10.000000+00:00\", \"2020-06-08 22:04:06.000000+00:00\", \"2022-07-29 09:28:33.000000+00:00\", \"2021-04-18 04:10:09.000000+00:00\", \"2019-10-25 00:22:21.000000+00:00\"], \"session_ids\": [\"09f4469a-d055-4007-83e5-488ec06c3631\", \"ae8d0eb0-10d4-44ce-b4f9-7f0d07f078a7\", \"326346b9-d179-4148-b522-367e3d098bee\", \"a5212105-eb75-4218-9658-c41793089084\", \"3bffee93-890d-4218-bc41-f70497e0273b\", \"557a07f8-fcb3-4715-aeb6-825e148fdddf\", \"ad607957-be4a-41fc-8d16-4d87c933af2f\", \"dc9c838d-9576-4e46-9ae1-7540106a4939\", \"0819dcc5-585d-4668-a369-1bdb480f3af8\", \"1f543f88-cad8-4828-a60b-a571f877f39a\"], \"total_duration\": 512.0, \"total_sessions\": 10, \"mean_week_duration\": 3.556}, \"87774\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-09 18:26:06.000000+00:00\", \"2022-09-09 00:11:10.000000+00:00\"], \"session_ids\": [\"50ae5e95-9dc4-45e8-a1ff-70350ad64be1\", \"641d1c3e-61c3-4ef7-b925-c755275ab25e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.682}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Dubai, Rio de Janeiro, Reykjavik, Kuala Lumpur"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Dubai\", \"Rio de Janeiro\", \"Reykjavik\", \"Kuala Lumpur\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the 2 users with a overall total duration that is higher than 1198 and lower than 3954, exclusive both nums as well as apply sorting by time spent on the site per week in asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"40838\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-27 10:48:38.000000+00:00\", \"2021-01-28 12:50:11.000000+00:00\"], \"session_ids\": [\"d48c325d-ac82-4287-be74-855197e07e3a\", \"11a09650-e1db-4f5b-9a4e-16d902bb4465\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}, \"3461\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-26 13:59:52.000000+00:00\", \"2019-09-29 21:35:32.000000+00:00\", \"2021-08-04 19:07:12.000000+00:00\"], \"session_ids\": [\"f3b15738-ef77-45b2-8fac-54aa6a037a38\", \"e71fb63f-070b-4568-928f-2ca4411d3978\", \"f92f2f50-b60e-4657-a7ab-23e1edc5c7a2\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.33}, \"67465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-12 07:33:56.000000+00:00\", \"2022-01-13 09:59:54.000000+00:00\"], \"session_ids\": [\"d99d9e8f-568a-409c-8b22-4f2a94a97ee9\", \"4e13c34c-d73a-4abb-951b-96048a547b7e\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.118}, \"48830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 04:07:42.000000+00:00\", \"2021-02-01 21:18:39.000000+00:00\", \"2020-04-21 07:47:30.000000+00:00\", \"2022-07-11 18:40:43.000000+00:00\"], \"session_ids\": [\"a6c55c0d-3336-4c7d-805c-811480264313\", \"c2a6a6ee-3bde-49b2-b639-ca2022ad825a\", \"dae8e6a0-93fb-4309-8932-3784f92d19c2\", \"53493670-3f77-4a31-9424-b1cbd10a8565\"], \"total_duration\": 1751.0, \"total_sessions\": 4, \"mean_week_duration\": 9.674}, \"95332\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-31 12:28:37.000000+00:00\", \"2022-01-24 07:58:20.000000+00:00\"], \"session_ids\": [\"469ff8fb-5ce8-414e-91db-b11a7f6e6350\", \"58aacfe5-85ee-4608-b56c-44c662a42fba\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 91.0}, \"81675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-11-28 02:39:39.000000+00:00\", \"2022-02-10 04:34:26.000000+00:00\"], \"session_ids\": [\"9e172087-f589-4a0f-8a9a-00d345b1bd6e\", \"59661cfe-cfe8-49a3-b303-321c0f437947\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 4.119}, \"12066\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-09 10:46:04.000000+00:00\", \"2019-07-07 17:01:57.000000+00:00\", \"2023-03-18 16:49:37.000000+00:00\", \"2020-08-27 12:04:32.000000+00:00\"], \"session_ids\": [\"52e91da0-1af6-4530-9f8d-86b0c9d047b0\", \"1aa4bb58-2d7a-46e0-ae6f-b1c76ceada40\", \"6aa93d86-7f8c-4ef7-aca1-27e79ee00fd5\", \"13c81ddf-77bf-494e-a878-233617cc42aa\"], \"total_duration\": 968.0, \"total_sessions\": 4, \"mean_week_duration\": 4.939}, \"91003\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-22 04:11:15.000000+00:00\", \"2022-04-29 15:08:50.000000+00:00\"], \"session_ids\": [\"16be2890-31ca-4186-bc8b-6f2841514529\", \"33ad80aa-b0e1-4103-bdc9-0f1729af6e4a\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}, \"17505\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-19 08:57:49.000000+00:00\", \"2021-04-13 23:21:28.000000+00:00\"], \"session_ids\": [\"d44218cb-0dcf-4656-b73a-d4d0f718e08c\", \"401e97a0-db73-455f-af74-278ed5537d0e\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.423}, \"39092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-27 16:40:36.000000+00:00\", \"2020-11-05 17:14:24.000000+00:00\", \"2019-04-23 07:05:08.000000+00:00\", \"2019-02-24 15:01:25.000000+00:00\", \"2021-08-31 23:48:19.000000+00:00\", \"2022-01-24 20:43:39.000000+00:00\", \"2022-10-27 06:32:20.000000+00:00\", \"2020-10-02 23:31:12.000000+00:00\"], \"session_ids\": [\"ba2298f6-ab3f-4ba1-8762-a9dd66617123\", \"53bbe092-4eb4-4e1d-a4e9-0c3e81be42d6\", \"906242ad-deb0-4754-bb9e-983139d2f65d\", \"87c45b55-e6b2-4437-bbf3-3346dd4c89a6\", \"45085f08-a7fd-4fb4-8c30-fadb7829c7b6\", \"ec93225e-4d92-424d-a5d8-e42a8be92c41\", \"9a285dca-74df-4613-b90e-9dc215a7432d\", \"ee6e154b-931a-4366-9802-0a00d4d7b7aa\"], \"total_duration\": 3125.0, \"total_sessions\": 8, \"mean_week_duration\": 16.276}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 1198 and are less than 3954"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1198, 3954]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"48830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 04:07:42.000000+00:00\", \"2021-02-01 21:18:39.000000+00:00\", \"2020-04-21 07:47:30.000000+00:00\", \"2022-07-11 18:40:43.000000+00:00\"], \"session_ids\": [\"a6c55c0d-3336-4c7d-805c-811480264313\", \"c2a6a6ee-3bde-49b2-b639-ca2022ad825a\", \"dae8e6a0-93fb-4309-8932-3784f92d19c2\", \"53493670-3f77-4a31-9424-b1cbd10a8565\"], \"total_duration\": 1751.0, \"total_sessions\": 4, \"mean_week_duration\": 9.674}, \"39092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-27 16:40:36.000000+00:00\", \"2020-11-05 17:14:24.000000+00:00\", \"2019-04-23 07:05:08.000000+00:00\", \"2019-02-24 15:01:25.000000+00:00\", \"2021-08-31 23:48:19.000000+00:00\", \"2022-01-24 20:43:39.000000+00:00\", \"2022-10-27 06:32:20.000000+00:00\", \"2020-10-02 23:31:12.000000+00:00\"], \"session_ids\": [\"ba2298f6-ab3f-4ba1-8762-a9dd66617123\", \"53bbe092-4eb4-4e1d-a4e9-0c3e81be42d6\", \"906242ad-deb0-4754-bb9e-983139d2f65d\", \"87c45b55-e6b2-4437-bbf3-3346dd4c89a6\", \"45085f08-a7fd-4fb4-8c30-fadb7829c7b6\", \"ec93225e-4d92-424d-a5d8-e42a8be92c41\", \"9a285dca-74df-4613-b90e-9dc215a7432d\", \"ee6e154b-931a-4366-9802-0a00d4d7b7aa\"], \"total_duration\": 3125.0, \"total_sessions\": 8, \"mean_week_duration\": 16.276}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"48830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 04:07:42.000000+00:00\", \"2021-02-01 21:18:39.000000+00:00\", \"2020-04-21 07:47:30.000000+00:00\", \"2022-07-11 18:40:43.000000+00:00\"], \"session_ids\": [\"a6c55c0d-3336-4c7d-805c-811480264313\", \"c2a6a6ee-3bde-49b2-b639-ca2022ad825a\", \"dae8e6a0-93fb-4309-8932-3784f92d19c2\", \"53493670-3f77-4a31-9424-b1cbd10a8565\"], \"total_duration\": 1751.0, \"total_sessions\": 4, \"mean_week_duration\": 9.674}}, {\"39092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-27 16:40:36.000000+00:00\", \"2020-11-05 17:14:24.000000+00:00\", \"2019-04-23 07:05:08.000000+00:00\", \"2019-02-24 15:01:25.000000+00:00\", \"2021-08-31 23:48:19.000000+00:00\", \"2022-01-24 20:43:39.000000+00:00\", \"2022-10-27 06:32:20.000000+00:00\", \"2020-10-02 23:31:12.000000+00:00\"], \"session_ids\": [\"ba2298f6-ab3f-4ba1-8762-a9dd66617123\", \"53bbe092-4eb4-4e1d-a4e9-0c3e81be42d6\", \"906242ad-deb0-4754-bb9e-983139d2f65d\", \"87c45b55-e6b2-4437-bbf3-3346dd4c89a6\", \"45085f08-a7fd-4fb4-8c30-fadb7829c7b6\", \"ec93225e-4d92-424d-a5d8-e42a8be92c41\", \"9a285dca-74df-4613-b90e-9dc215a7432d\", \"ee6e154b-931a-4366-9802-0a00d4d7b7aa\"], \"total_duration\": 3125.0, \"total_sessions\": 8, \"mean_week_duration\": 16.276}}]\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[{\"48830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 04:07:42.000000+00:00\", \"2021-02-01 21:18:39.000000+00:00\", \"2020-04-21 07:47:30.000000+00:00\", \"2022-07-11 18:40:43.000000+00:00\"], \"session_ids\": [\"a6c55c0d-3336-4c7d-805c-811480264313\", \"c2a6a6ee-3bde-49b2-b639-ca2022ad825a\", \"dae8e6a0-93fb-4309-8932-3784f92d19c2\", \"53493670-3f77-4a31-9424-b1cbd10a8565\"], \"total_duration\": 1751.0, \"total_sessions\": 4, \"mean_week_duration\": 9.674}}, {\"39092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-27 16:40:36.000000+00:00\", \"2020-11-05 17:14:24.000000+00:00\", \"2019-04-23 07:05:08.000000+00:00\", \"2019-02-24 15:01:25.000000+00:00\", \"2021-08-31 23:48:19.000000+00:00\", \"2022-01-24 20:43:39.000000+00:00\", \"2022-10-27 06:32:20.000000+00:00\", \"2020-10-02 23:31:12.000000+00:00\"], \"session_ids\": [\"ba2298f6-ab3f-4ba1-8762-a9dd66617123\", \"53bbe092-4eb4-4e1d-a4e9-0c3e81be42d6\", \"906242ad-deb0-4754-bb9e-983139d2f65d\", \"87c45b55-e6b2-4437-bbf3-3346dd4c89a6\", \"45085f08-a7fd-4fb4-8c30-fadb7829c7b6\", \"ec93225e-4d92-424d-a5d8-e42a8be92c41\", \"9a285dca-74df-4613-b90e-9dc215a7432d\", \"ee6e154b-931a-4366-9802-0a00d4d7b7aa\"], \"total_duration\": 3125.0, \"total_sessions\": 8, \"mean_week_duration\": 16.276}}]\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[{\"48830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 04:07:42.000000+00:00\", \"2021-02-01 21:18:39.000000+00:00\", \"2020-04-21 07:47:30.000000+00:00\", \"2022-07-11 18:40:43.000000+00:00\"], \"session_ids\": [\"a6c55c0d-3336-4c7d-805c-811480264313\", \"c2a6a6ee-3bde-49b2-b639-ca2022ad825a\", \"dae8e6a0-93fb-4309-8932-3784f92d19c2\", \"53493670-3f77-4a31-9424-b1cbd10a8565\"], \"total_duration\": 1751.0, \"total_sessions\": 4, \"mean_week_duration\": 9.674}}, {\"39092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-27 16:40:36.000000+00:00\", \"2020-11-05 17:14:24.000000+00:00\", \"2019-04-23 07:05:08.000000+00:00\", \"2019-02-24 15:01:25.000000+00:00\", \"2021-08-31 23:48:19.000000+00:00\", \"2022-01-24 20:43:39.000000+00:00\", \"2022-10-27 06:32:20.000000+00:00\", \"2020-10-02 23:31:12.000000+00:00\"], \"session_ids\": [\"ba2298f6-ab3f-4ba1-8762-a9dd66617123\", \"53bbe092-4eb4-4e1d-a4e9-0c3e81be42d6\", \"906242ad-deb0-4754-bb9e-983139d2f65d\", \"87c45b55-e6b2-4437-bbf3-3346dd4c89a6\", \"45085f08-a7fd-4fb4-8c30-fadb7829c7b6\", \"ec93225e-4d92-424d-a5d8-e42a8be92c41\", \"9a285dca-74df-4613-b90e-9dc215a7432d\", \"ee6e154b-931a-4366-9802-0a00d4d7b7aa\"], \"total_duration\": 3125.0, \"total_sessions\": 8, \"mean_week_duration\": 16.276}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about 2 users who aren't currently living in cities Nassau, Stockholm, San Salvador, Santiago, Belize City, Reykjavik, Panama City, Lima and in addition apply sorting by sum of duration of sessions per week in desc order additionaly provide me only with 3 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{\"74697\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-23 01:43:25.000000+00:00\", \"2022-08-16 21:44:22.000000+00:00\"], \"session_ids\": [\"2a75ea5e-0389-4d74-bbd0-9d5e952cc43f\", \"21997a2c-55cc-4526-9b50-5e0027fb4c65\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.224}, \"22516\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-18 11:22:01.000000+00:00\", \"2022-02-01 16:48:04.000000+00:00\", \"2021-05-22 01:05:56.000000+00:00\"], \"session_ids\": [\"0ecb58c1-3ddd-404b-9703-3725d611efda\", \"598615a8-6114-46ef-bd43-8ebdf00248c6\", \"d4ffe89d-f522-4f64-9422-f0448a0d5853\"], \"total_duration\": 651.0, \"total_sessions\": 3, \"mean_week_duration\": 8.346}, \"71819\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-24 13:29:20.000000+00:00\", \"2020-08-03 14:05:56.000000+00:00\", \"2022-04-05 16:36:35.000000+00:00\", \"2022-10-20 15:59:36.000000+00:00\", \"2020-12-06 11:47:04.000000+00:00\", \"2022-07-09 20:05:53.000000+00:00\", \"2022-07-24 14:53:07.000000+00:00\", \"2021-08-19 11:24:13.000000+00:00\", \"2022-01-08 05:22:46.000000+00:00\"], \"session_ids\": [\"ae7fc273-0217-44ae-ba28-ee9f5f5d06cd\", \"fcd90a62-4dd1-47e1-9436-b2e1f221980c\", \"09d6d554-9472-466b-915b-e2260f9c5052\", \"cc13fb3e-5c2e-4ac4-9e14-e22a8d317607\", \"58e40424-4526-470a-9769-b643b0b0b4d3\", \"73c03136-042b-43ca-9643-2f35531af463\", \"3d43508a-7437-415b-846d-bb01b4bc3713\", \"cfa4b161-003c-4e9c-b362-024b3bba9cd7\", \"81c2083c-4a89-42a8-85a1-ec133cc537ba\"], \"total_duration\": 6209.0, \"total_sessions\": 9, \"mean_week_duration\": 45.993}, \"76930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-20 11:04:29.000000+00:00\", \"2020-11-09 21:35:02.000000+00:00\"], \"session_ids\": [\"b4015c48-f7fe-4193-ac70-a6807b5fa49a\", \"42b380c8-3446-4858-9eee-44c18bbd6cfe\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}, \"30967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-31 04:33:13.000000+00:00\", \"2021-05-28 22:44:35.000000+00:00\", \"2021-12-31 09:00:49.000000+00:00\"], \"session_ids\": [\"7137b060-cf79-4301-a456-1ef32331c890\", \"951b97a5-acb3-4df7-8199-fcda18788464\", \"5071fead-4208-43b6-b84b-6efd7c556dad\"], \"total_duration\": 387.0, \"total_sessions\": 3, \"mean_week_duration\": 8.795}, \"50093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-06 18:21:21.000000+00:00\", \"2022-10-13 21:11:45.000000+00:00\"], \"session_ids\": [\"725dd656-c446-4c90-b5a6-1ef455ce9249\", \"f93b00d9-6878-48ff-91f1-ac4ba3433512\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 0.843}, \"24917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-31 23:01:44.000000+00:00\", \"2019-02-07 04:41:21.000000+00:00\"], \"session_ids\": [\"e5c30c36-fad6-460c-86b6-5d5b48a69d75\", \"70788eec-fc0c-4944-b9c0-5ec255c5dff5\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}, \"88324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-05 08:07:16.000000+00:00\", \"2022-10-19 09:27:19.000000+00:00\", \"2020-10-16 07:23:04.000000+00:00\"], \"session_ids\": [\"86f4549c-54b3-41cc-aea0-34ebfa85bf65\", \"9c9b009e-d384-4b84-bfbd-d44393fc6a44\", \"40e8ae39-a7e6-404e-b7e1-1e69fa8c50ad\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.476}, \"34208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-05 05:00:27.000000+00:00\", \"2022-03-01 14:54:57.000000+00:00\", \"2019-04-28 21:03:23.000000+00:00\", \"2023-04-03 08:51:28.000000+00:00\"], \"session_ids\": [\"f48afe0f-1618-4bc0-81ed-63c31d4f6a40\", \"5975ea83-bfd3-4bfd-973b-d9aa1bcf51cf\", \"49a067c5-6a3a-442f-8200-dc2e13f69fa6\", \"9e87c541-9ade-4abe-b563-124fff6a121e\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.273}, \"25534\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-14 01:17:01.000000+00:00\", \"2019-04-13 02:29:56.000000+00:00\", \"2022-08-05 19:19:14.000000+00:00\", \"2021-11-11 00:21:14.000000+00:00\", \"2021-01-03 05:56:59.000000+00:00\", \"2019-09-08 15:46:38.000000+00:00\", \"2019-07-01 17:38:31.000000+00:00\"], \"session_ids\": [\"053e49e7-50ed-4703-8fa7-c03568e5ff3f\", \"26fddfed-3003-456c-bd55-0194c199a44d\", \"97de8630-0b82-4947-bdde-2aae2bacdfb4\", \"47fd3992-8e6a-4078-9bac-c3647aabc230\", \"6c5ddf41-4932-455f-8ade-7f14899410f5\", \"6c50df65-9cc3-4fab-b875-7e4e24e95d5a\", \"a5f36e2e-7c40-45df-a1f4-f446180b781e\"], \"total_duration\": 495.0, \"total_sessions\": 7, \"mean_week_duration\": 2.861}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Nassau, Stockholm, San Salvador, Santiago, Belize City, Reykjavik, Panama City, Lima"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Nassau\", \"Stockholm\", \"San Salvador\", \"Santiago\", \"Belize City\", \"Reykjavik\", \"Panama City\", \"Lima\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"74697\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-23 01:43:25.000000+00:00\", \"2022-08-16 21:44:22.000000+00:00\"], \"session_ids\": [\"2a75ea5e-0389-4d74-bbd0-9d5e952cc43f\", \"21997a2c-55cc-4526-9b50-5e0027fb4c65\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.224}, \"22516\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-18 11:22:01.000000+00:00\", \"2022-02-01 16:48:04.000000+00:00\", \"2021-05-22 01:05:56.000000+00:00\"], \"session_ids\": [\"0ecb58c1-3ddd-404b-9703-3725d611efda\", \"598615a8-6114-46ef-bd43-8ebdf00248c6\", \"d4ffe89d-f522-4f64-9422-f0448a0d5853\"], \"total_duration\": 651.0, \"total_sessions\": 3, \"mean_week_duration\": 8.346}, \"76930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-20 11:04:29.000000+00:00\", \"2020-11-09 21:35:02.000000+00:00\"], \"session_ids\": [\"b4015c48-f7fe-4193-ac70-a6807b5fa49a\", \"42b380c8-3446-4858-9eee-44c18bbd6cfe\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}, \"24917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-31 23:01:44.000000+00:00\", \"2019-02-07 04:41:21.000000+00:00\"], \"session_ids\": [\"e5c30c36-fad6-460c-86b6-5d5b48a69d75\", \"70788eec-fc0c-4944-b9c0-5ec255c5dff5\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}, \"88324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-05 08:07:16.000000+00:00\", \"2022-10-19 09:27:19.000000+00:00\", \"2020-10-16 07:23:04.000000+00:00\"], \"session_ids\": [\"86f4549c-54b3-41cc-aea0-34ebfa85bf65\", \"9c9b009e-d384-4b84-bfbd-d44393fc6a44\", \"40e8ae39-a7e6-404e-b7e1-1e69fa8c50ad\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.476}, \"34208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-05 05:00:27.000000+00:00\", \"2022-03-01 14:54:57.000000+00:00\", \"2019-04-28 21:03:23.000000+00:00\", \"2023-04-03 08:51:28.000000+00:00\"], \"session_ids\": [\"f48afe0f-1618-4bc0-81ed-63c31d4f6a40\", \"5975ea83-bfd3-4bfd-973b-d9aa1bcf51cf\", \"49a067c5-6a3a-442f-8200-dc2e13f69fa6\", \"9e87c541-9ade-4abe-b563-124fff6a121e\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.273}, \"25534\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-14 01:17:01.000000+00:00\", \"2019-04-13 02:29:56.000000+00:00\", \"2022-08-05 19:19:14.000000+00:00\", \"2021-11-11 00:21:14.000000+00:00\", \"2021-01-03 05:56:59.000000+00:00\", \"2019-09-08 15:46:38.000000+00:00\", \"2019-07-01 17:38:31.000000+00:00\"], \"session_ids\": [\"053e49e7-50ed-4703-8fa7-c03568e5ff3f\", \"26fddfed-3003-456c-bd55-0194c199a44d\", \"97de8630-0b82-4947-bdde-2aae2bacdfb4\", \"47fd3992-8e6a-4078-9bac-c3647aabc230\", \"6c5ddf41-4932-455f-8ade-7f14899410f5\", \"6c50df65-9cc3-4fab-b875-7e4e24e95d5a\", \"a5f36e2e-7c40-45df-a1f4-f446180b781e\"], \"total_duration\": 495.0, \"total_sessions\": 7, \"mean_week_duration\": 2.861}}\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[{\"22516\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-18 11:22:01.000000+00:00\", \"2022-02-01 16:48:04.000000+00:00\", \"2021-05-22 01:05:56.000000+00:00\"], \"session_ids\": [\"0ecb58c1-3ddd-404b-9703-3725d611efda\", \"598615a8-6114-46ef-bd43-8ebdf00248c6\", \"d4ffe89d-f522-4f64-9422-f0448a0d5853\"], \"total_duration\": 651.0, \"total_sessions\": 3, \"mean_week_duration\": 8.346}}, {\"25534\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-14 01:17:01.000000+00:00\", \"2019-04-13 02:29:56.000000+00:00\", \"2022-08-05 19:19:14.000000+00:00\", \"2021-11-11 00:21:14.000000+00:00\", \"2021-01-03 05:56:59.000000+00:00\", \"2019-09-08 15:46:38.000000+00:00\", \"2019-07-01 17:38:31.000000+00:00\"], \"session_ids\": [\"053e49e7-50ed-4703-8fa7-c03568e5ff3f\", \"26fddfed-3003-456c-bd55-0194c199a44d\", \"97de8630-0b82-4947-bdde-2aae2bacdfb4\", \"47fd3992-8e6a-4078-9bac-c3647aabc230\", \"6c5ddf41-4932-455f-8ade-7f14899410f5\", \"6c50df65-9cc3-4fab-b875-7e4e24e95d5a\", \"a5f36e2e-7c40-45df-a1f4-f446180b781e\"], \"total_duration\": 495.0, \"total_sessions\": 7, \"mean_week_duration\": 2.861}}, {\"24917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-31 23:01:44.000000+00:00\", \"2019-02-07 04:41:21.000000+00:00\"], \"session_ids\": [\"e5c30c36-fad6-460c-86b6-5d5b48a69d75\", \"70788eec-fc0c-4944-b9c0-5ec255c5dff5\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"74697\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-23 01:43:25.000000+00:00\", \"2022-08-16 21:44:22.000000+00:00\"], \"session_ids\": [\"2a75ea5e-0389-4d74-bbd0-9d5e952cc43f\", \"21997a2c-55cc-4526-9b50-5e0027fb4c65\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.224}}, {\"88324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-05 08:07:16.000000+00:00\", \"2022-10-19 09:27:19.000000+00:00\", \"2020-10-16 07:23:04.000000+00:00\"], \"session_ids\": [\"86f4549c-54b3-41cc-aea0-34ebfa85bf65\", \"9c9b009e-d384-4b84-bfbd-d44393fc6a44\", \"40e8ae39-a7e6-404e-b7e1-1e69fa8c50ad\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.476}}, {\"34208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-05 05:00:27.000000+00:00\", \"2022-03-01 14:54:57.000000+00:00\", \"2019-04-28 21:03:23.000000+00:00\", \"2023-04-03 08:51:28.000000+00:00\"], \"session_ids\": [\"f48afe0f-1618-4bc0-81ed-63c31d4f6a40\", \"5975ea83-bfd3-4bfd-973b-d9aa1bcf51cf\", \"49a067c5-6a3a-442f-8200-dc2e13f69fa6\", \"9e87c541-9ade-4abe-b563-124fff6a121e\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.273}}, {\"76930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-20 11:04:29.000000+00:00\", \"2020-11-09 21:35:02.000000+00:00\"], \"session_ids\": [\"b4015c48-f7fe-4193-ac70-a6807b5fa49a\", \"42b380c8-3446-4858-9eee-44c18bbd6cfe\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"22516\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-18 11:22:01.000000+00:00\", \"2022-02-01 16:48:04.000000+00:00\", \"2021-05-22 01:05:56.000000+00:00\"], \"session_ids\": [\"0ecb58c1-3ddd-404b-9703-3725d611efda\", \"598615a8-6114-46ef-bd43-8ebdf00248c6\", \"d4ffe89d-f522-4f64-9422-f0448a0d5853\"], \"total_duration\": 651.0, \"total_sessions\": 3, \"mean_week_duration\": 8.346}}, {\"25534\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-14 01:17:01.000000+00:00\", \"2019-04-13 02:29:56.000000+00:00\", \"2022-08-05 19:19:14.000000+00:00\", \"2021-11-11 00:21:14.000000+00:00\", \"2021-01-03 05:56:59.000000+00:00\", \"2019-09-08 15:46:38.000000+00:00\", \"2019-07-01 17:38:31.000000+00:00\"], \"session_ids\": [\"053e49e7-50ed-4703-8fa7-c03568e5ff3f\", \"26fddfed-3003-456c-bd55-0194c199a44d\", \"97de8630-0b82-4947-bdde-2aae2bacdfb4\", \"47fd3992-8e6a-4078-9bac-c3647aabc230\", \"6c5ddf41-4932-455f-8ade-7f14899410f5\", \"6c50df65-9cc3-4fab-b875-7e4e24e95d5a\", \"a5f36e2e-7c40-45df-a1f4-f446180b781e\"], \"total_duration\": 495.0, \"total_sessions\": 7, \"mean_week_duration\": 2.861}}, {\"24917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-31 23:01:44.000000+00:00\", \"2019-02-07 04:41:21.000000+00:00\"], \"session_ids\": [\"e5c30c36-fad6-460c-86b6-5d5b48a69d75\", \"70788eec-fc0c-4944-b9c0-5ec255c5dff5\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}]\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[{\"22516\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-18 11:22:01.000000+00:00\", \"2022-02-01 16:48:04.000000+00:00\", \"2021-05-22 01:05:56.000000+00:00\"], \"session_ids\": [\"0ecb58c1-3ddd-404b-9703-3725d611efda\", \"598615a8-6114-46ef-bd43-8ebdf00248c6\", \"d4ffe89d-f522-4f64-9422-f0448a0d5853\"], \"total_duration\": 651.0, \"total_sessions\": 3, \"mean_week_duration\": 8.346}}, {\"25534\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-14 01:17:01.000000+00:00\", \"2019-04-13 02:29:56.000000+00:00\", \"2022-08-05 19:19:14.000000+00:00\", \"2021-11-11 00:21:14.000000+00:00\", \"2021-01-03 05:56:59.000000+00:00\", \"2019-09-08 15:46:38.000000+00:00\", \"2019-07-01 17:38:31.000000+00:00\"], \"session_ids\": [\"053e49e7-50ed-4703-8fa7-c03568e5ff3f\", \"26fddfed-3003-456c-bd55-0194c199a44d\", \"97de8630-0b82-4947-bdde-2aae2bacdfb4\", \"47fd3992-8e6a-4078-9bac-c3647aabc230\", \"6c5ddf41-4932-455f-8ade-7f14899410f5\", \"6c50df65-9cc3-4fab-b875-7e4e24e95d5a\", \"a5f36e2e-7c40-45df-a1f4-f446180b781e\"], \"total_duration\": 495.0, \"total_sessions\": 7, \"mean_week_duration\": 2.861}}, {\"24917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-31 23:01:44.000000+00:00\", \"2019-02-07 04:41:21.000000+00:00\"], \"session_ids\": [\"e5c30c36-fad6-460c-86b6-5d5b48a69d75\", \"70788eec-fc0c-4944-b9c0-5ec255c5dff5\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 3 users who don't belong to cities Ho Chi Minh City, Caracas, Vienna, Berlin, London plus apply sorting by duration summation of sessions per week form the highest value to the lowest 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{\"91242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-11-03 03:44:26.000000+00:00\", \"2020-08-09 17:49:25.000000+00:00\"], \"session_ids\": [\"e3a8be18-668f-456f-a2a5-98d78f7c1230\", \"0cd6cdee-d61e-4a6d-91f0-0b1e8e3cff67\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 4.862}, \"71356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-07 02:02:34.000000+00:00\", \"2020-11-22 02:59:53.000000+00:00\", \"2019-01-05 15:50:08.000000+00:00\", \"2020-08-09 16:21:42.000000+00:00\", \"2019-11-06 09:04:28.000000+00:00\", \"2020-09-10 08:38:20.000000+00:00\", \"2021-01-15 18:30:41.000000+00:00\"], \"session_ids\": [\"e79964e3-22e7-493f-8a5b-730af6fedfee\", \"4e07ef8e-2015-4d48-803a-2e9d200578de\", \"9321c73e-d95b-476d-9a02-68725e71f161\", \"15fcc564-86f0-4bbb-b81e-c27b018fcc6f\", \"0b8ac792-8f42-4426-8845-32e593b99b00\", \"94de6dab-f679-4cfc-983f-554ce813d00a\", \"4b3c41bc-b9bb-4023-8485-6947fd3be56b\"], \"total_duration\": 420.0, \"total_sessions\": 7, \"mean_week_duration\": 3.962}, \"72948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-02 06:59:21.000000+00:00\", \"2023-04-17 20:30:31.000000+00:00\", \"2023-06-21 17:59:27.000000+00:00\", \"2022-07-05 18:05:45.000000+00:00\", \"2019-08-22 13:10:49.000000+00:00\", \"2022-12-31 19:16:31.000000+00:00\", \"2019-02-17 18:50:55.000000+00:00\", \"2019-03-21 07:18:06.000000+00:00\", \"2019-11-13 10:01:18.000000+00:00\"], \"session_ids\": [\"624a547d-336e-48d3-971e-42e84253b446\", \"509c8c2e-2eb4-4f35-b899-30a38be1cf85\", \"c411a41c-f44a-4fa5-affc-1a14ef0897b4\", \"35a076a6-8163-426d-a065-aaf5519f9c41\", \"2cc8940a-51fc-4db7-819c-78d69274f8c9\", \"5202cd12-3509-4e3f-b0f2-1d8c653615de\", \"771e140e-8ff3-406b-8f24-8b3e80a0e428\", \"a26be712-cfde-4179-a772-d82db379c5e3\", \"0579292d-1163-4591-ad28-bc630996d636\"], \"total_duration\": 20331.0, \"total_sessions\": 9, \"mean_week_duration\": 89.564}, \"47510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-26 03:44:40.000000+00:00\", \"2019-04-08 06:59:25.000000+00:00\"], \"session_ids\": [\"35ddf044-c152-44fd-b71f-99b0e50d2e7e\", \"84c0eff4-bb7f-4638-b860-f913193c38c6\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 2.55}, \"68202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-05-20 09:23:37.000000+00:00\", \"2023-05-21 05:30:59.000000+00:00\", \"2021-11-03 01:20:59.000000+00:00\"], \"session_ids\": [\"69d9653e-5813-41df-884d-2a61fa39b59d\", \"336a15a7-26dc-4291-bdb1-11d98767243a\", \"1fe3eb42-4e1c-49da-a433-6fc9fe5c5e50\"], \"total_duration\": 787.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}, \"43755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-20 14:35:19.000000+00:00\", \"2019-10-29 12:10:52.000000+00:00\", \"2020-08-23 22:27:53.000000+00:00\", \"2020-02-04 03:25:05.000000+00:00\", \"2020-09-25 14:51:05.000000+00:00\", \"2020-01-09 02:54:39.000000+00:00\", \"2023-04-26 09:49:46.000000+00:00\", \"2023-02-26 16:35:44.000000+00:00\", \"2023-02-13 03:48:57.000000+00:00\", \"2021-03-14 07:16:51.000000+00:00\", \"2020-12-04 23:47:41.000000+00:00\"], \"session_ids\": [\"d178b7a7-afd1-4aed-acf6-488b7c2bfe11\", \"a9f76765-7bba-4f2e-9591-292863fc844c\", \"442eab5b-7d59-499d-abc2-6d0d7150653b\", \"6bb9fba2-c33f-4f5c-8e35-980d3b3ebd16\", \"21fee9de-a280-4faa-8eae-f263163d8b15\", \"7226129d-2e0d-4fd7-bbe3-ddcbb2bbee1e\", \"1ed2e018-e9a3-4ad9-8d58-b18ea3fd2490\", \"96e41805-eb84-4ca8-87ed-10536788c1aa\", \"8278a105-c700-49cc-ab05-19fc6ed0e08c\", \"4480d398-d516-4ba5-9551-1578f6edfdab\", \"54dbc78a-528d-4c0b-80d8-74b344813a03\"], \"total_duration\": 147.0, \"total_sessions\": 11, \"mean_week_duration\": 0.808}, \"45908\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-23 00:28:50.000000+00:00\", \"2019-11-17 20:01:42.000000+00:00\", \"2021-08-28 02:35:39.000000+00:00\", \"2022-10-27 07:24:13.000000+00:00\", \"2020-03-22 09:06:16.000000+00:00\", \"2019-07-18 10:55:26.000000+00:00\", \"2022-01-22 08:54:48.000000+00:00\", \"2021-01-09 07:17:57.000000+00:00\", \"2020-07-18 00:33:43.000000+00:00\"], \"session_ids\": [\"9cfce555-471c-466d-b51d-e89bf4c694cc\", \"b92c4996-ebb8-4a1c-bfb8-db19c94f82bb\", \"8ccbfe64-83a4-44d3-860d-74d691d483f8\", \"8d6409cb-3d67-4aa7-b5e8-ee4c46743538\", \"13f7879d-6a4c-467a-a549-3607b9c826a0\", \"2bb4e64b-b240-4b5e-b081-d7533b01dd01\", \"363e0f23-f3d5-41d8-89b7-2f8d71b78338\", \"e555c07a-3526-4b3d-81a0-3b9efe78c95f\", \"8075f4b9-b6c4-46ba-8418-4a9a6cb69271\"], \"total_duration\": 28416.0, \"total_sessions\": 9, \"mean_week_duration\": 166.175}, \"37346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-09 05:33:18.000000+00:00\", \"2019-01-18 22:15:12.000000+00:00\", \"2022-10-22 18:30:53.000000+00:00\"], \"session_ids\": [\"6fa145d4-2a69-4a30-b324-77ef50c4fe92\", \"683ced66-1259-4e63-9072-72191b2c0250\", \"c4ae217d-ae95-43f0-b41b-9fb79bcad878\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.24}, \"69974\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-09-14 04:10:51.000000+00:00\", \"2021-02-26 06:51:26.000000+00:00\", \"2022-08-31 06:52:36.000000+00:00\", \"2021-04-23 19:10:01.000000+00:00\"], \"session_ids\": [\"d8face05-c441-4748-842e-9c75854f3e35\", \"94a5f8d9-321d-450f-8268-c8ae70639377\", \"9d459046-fee3-442a-9faf-c796c66458ec\", \"32ceca74-f150-4b24-bece-93bdc1d57426\"], \"total_duration\": 437.0, \"total_sessions\": 4, \"mean_week_duration\": 5.532}, \"68877\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-02-01 14:26:49.000000+00:00\", \"2021-12-23 19:12:10.000000+00:00\", \"2021-04-26 11:08:19.000000+00:00\", \"2020-05-31 04:38:35.000000+00:00\", \"2019-01-20 07:52:53.000000+00:00\", \"2019-11-20 14:13:08.000000+00:00\", \"2020-01-24 09:49:13.000000+00:00\", \"2019-02-27 03:34:46.000000+00:00\", \"2021-12-16 00:23:01.000000+00:00\"], \"session_ids\": [\"f2e75ebc-4fb1-4570-a01f-20be7c634a4c\", \"b5866c60-a525-45d0-b36f-da71d9a404cc\", \"6f9f83fb-7254-475e-b040-6222d8d1d6ff\", \"6cbce5fb-2b98-4647-8363-0e1c1f4d1077\", \"f00b8988-26db-4d87-a58b-632283174ff4\", \"c2711d8b-9f02-45cf-ace8-cb5f6d19a4d6\", \"435d8006-e7b9-4eb5-9190-088022073d82\", \"f6e043a5-2613-4a5d-b718-3867d9d626a1\", \"90d06920-df6e-4667-baae-ac5cc74fa5df\"], \"total_duration\": 275.0, \"total_sessions\": 9, \"mean_week_duration\": 1.73}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Ho Chi Minh City, Caracas, Vienna, Berlin, London"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Ho Chi Minh City\", \"Caracas\", \"Vienna\", \"Berlin\", \"London\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"91242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-11-03 03:44:26.000000+00:00\", \"2020-08-09 17:49:25.000000+00:00\"], \"session_ids\": [\"e3a8be18-668f-456f-a2a5-98d78f7c1230\", \"0cd6cdee-d61e-4a6d-91f0-0b1e8e3cff67\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 4.862}, \"71356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-07 02:02:34.000000+00:00\", \"2020-11-22 02:59:53.000000+00:00\", \"2019-01-05 15:50:08.000000+00:00\", \"2020-08-09 16:21:42.000000+00:00\", \"2019-11-06 09:04:28.000000+00:00\", \"2020-09-10 08:38:20.000000+00:00\", \"2021-01-15 18:30:41.000000+00:00\"], \"session_ids\": [\"e79964e3-22e7-493f-8a5b-730af6fedfee\", \"4e07ef8e-2015-4d48-803a-2e9d200578de\", \"9321c73e-d95b-476d-9a02-68725e71f161\", \"15fcc564-86f0-4bbb-b81e-c27b018fcc6f\", \"0b8ac792-8f42-4426-8845-32e593b99b00\", \"94de6dab-f679-4cfc-983f-554ce813d00a\", \"4b3c41bc-b9bb-4023-8485-6947fd3be56b\"], \"total_duration\": 420.0, \"total_sessions\": 7, \"mean_week_duration\": 3.962}, \"72948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-02 06:59:21.000000+00:00\", \"2023-04-17 20:30:31.000000+00:00\", \"2023-06-21 17:59:27.000000+00:00\", \"2022-07-05 18:05:45.000000+00:00\", \"2019-08-22 13:10:49.000000+00:00\", \"2022-12-31 19:16:31.000000+00:00\", \"2019-02-17 18:50:55.000000+00:00\", \"2019-03-21 07:18:06.000000+00:00\", \"2019-11-13 10:01:18.000000+00:00\"], \"session_ids\": [\"624a547d-336e-48d3-971e-42e84253b446\", \"509c8c2e-2eb4-4f35-b899-30a38be1cf85\", \"c411a41c-f44a-4fa5-affc-1a14ef0897b4\", \"35a076a6-8163-426d-a065-aaf5519f9c41\", \"2cc8940a-51fc-4db7-819c-78d69274f8c9\", \"5202cd12-3509-4e3f-b0f2-1d8c653615de\", \"771e140e-8ff3-406b-8f24-8b3e80a0e428\", \"a26be712-cfde-4179-a772-d82db379c5e3\", \"0579292d-1163-4591-ad28-bc630996d636\"], \"total_duration\": 20331.0, \"total_sessions\": 9, \"mean_week_duration\": 89.564}, \"47510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-26 03:44:40.000000+00:00\", \"2019-04-08 06:59:25.000000+00:00\"], \"session_ids\": [\"35ddf044-c152-44fd-b71f-99b0e50d2e7e\", \"84c0eff4-bb7f-4638-b860-f913193c38c6\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 2.55}, \"68202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-05-20 09:23:37.000000+00:00\", \"2023-05-21 05:30:59.000000+00:00\", \"2021-11-03 01:20:59.000000+00:00\"], \"session_ids\": [\"69d9653e-5813-41df-884d-2a61fa39b59d\", \"336a15a7-26dc-4291-bdb1-11d98767243a\", \"1fe3eb42-4e1c-49da-a433-6fc9fe5c5e50\"], \"total_duration\": 787.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}, \"43755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-20 14:35:19.000000+00:00\", \"2019-10-29 12:10:52.000000+00:00\", \"2020-08-23 22:27:53.000000+00:00\", \"2020-02-04 03:25:05.000000+00:00\", \"2020-09-25 14:51:05.000000+00:00\", \"2020-01-09 02:54:39.000000+00:00\", \"2023-04-26 09:49:46.000000+00:00\", \"2023-02-26 16:35:44.000000+00:00\", \"2023-02-13 03:48:57.000000+00:00\", \"2021-03-14 07:16:51.000000+00:00\", \"2020-12-04 23:47:41.000000+00:00\"], \"session_ids\": [\"d178b7a7-afd1-4aed-acf6-488b7c2bfe11\", \"a9f76765-7bba-4f2e-9591-292863fc844c\", \"442eab5b-7d59-499d-abc2-6d0d7150653b\", \"6bb9fba2-c33f-4f5c-8e35-980d3b3ebd16\", \"21fee9de-a280-4faa-8eae-f263163d8b15\", \"7226129d-2e0d-4fd7-bbe3-ddcbb2bbee1e\", \"1ed2e018-e9a3-4ad9-8d58-b18ea3fd2490\", \"96e41805-eb84-4ca8-87ed-10536788c1aa\", \"8278a105-c700-49cc-ab05-19fc6ed0e08c\", \"4480d398-d516-4ba5-9551-1578f6edfdab\", \"54dbc78a-528d-4c0b-80d8-74b344813a03\"], \"total_duration\": 147.0, \"total_sessions\": 11, \"mean_week_duration\": 0.808}, \"45908\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-23 00:28:50.000000+00:00\", \"2019-11-17 20:01:42.000000+00:00\", \"2021-08-28 02:35:39.000000+00:00\", \"2022-10-27 07:24:13.000000+00:00\", \"2020-03-22 09:06:16.000000+00:00\", \"2019-07-18 10:55:26.000000+00:00\", \"2022-01-22 08:54:48.000000+00:00\", \"2021-01-09 07:17:57.000000+00:00\", \"2020-07-18 00:33:43.000000+00:00\"], \"session_ids\": [\"9cfce555-471c-466d-b51d-e89bf4c694cc\", \"b92c4996-ebb8-4a1c-bfb8-db19c94f82bb\", \"8ccbfe64-83a4-44d3-860d-74d691d483f8\", \"8d6409cb-3d67-4aa7-b5e8-ee4c46743538\", \"13f7879d-6a4c-467a-a549-3607b9c826a0\", \"2bb4e64b-b240-4b5e-b081-d7533b01dd01\", \"363e0f23-f3d5-41d8-89b7-2f8d71b78338\", \"e555c07a-3526-4b3d-81a0-3b9efe78c95f\", \"8075f4b9-b6c4-46ba-8418-4a9a6cb69271\"], \"total_duration\": 28416.0, \"total_sessions\": 9, \"mean_week_duration\": 166.175}, \"69974\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-09-14 04:10:51.000000+00:00\", \"2021-02-26 06:51:26.000000+00:00\", \"2022-08-31 06:52:36.000000+00:00\", \"2021-04-23 19:10:01.000000+00:00\"], \"session_ids\": [\"d8face05-c441-4748-842e-9c75854f3e35\", \"94a5f8d9-321d-450f-8268-c8ae70639377\", \"9d459046-fee3-442a-9faf-c796c66458ec\", \"32ceca74-f150-4b24-bece-93bdc1d57426\"], \"total_duration\": 437.0, \"total_sessions\": 4, \"mean_week_duration\": 5.532}, \"68877\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-02-01 14:26:49.000000+00:00\", \"2021-12-23 19:12:10.000000+00:00\", \"2021-04-26 11:08:19.000000+00:00\", \"2020-05-31 04:38:35.000000+00:00\", \"2019-01-20 07:52:53.000000+00:00\", \"2019-11-20 14:13:08.000000+00:00\", \"2020-01-24 09:49:13.000000+00:00\", \"2019-02-27 03:34:46.000000+00:00\", \"2021-12-16 00:23:01.000000+00:00\"], \"session_ids\": [\"f2e75ebc-4fb1-4570-a01f-20be7c634a4c\", \"b5866c60-a525-45d0-b36f-da71d9a404cc\", \"6f9f83fb-7254-475e-b040-6222d8d1d6ff\", \"6cbce5fb-2b98-4647-8363-0e1c1f4d1077\", \"f00b8988-26db-4d87-a58b-632283174ff4\", \"c2711d8b-9f02-45cf-ace8-cb5f6d19a4d6\", \"435d8006-e7b9-4eb5-9190-088022073d82\", \"f6e043a5-2613-4a5d-b718-3867d9d626a1\", \"90d06920-df6e-4667-baae-ac5cc74fa5df\"], \"total_duration\": 275.0, \"total_sessions\": 9, \"mean_week_duration\": 1.73}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"45908\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-23 00:28:50.000000+00:00\", \"2019-11-17 20:01:42.000000+00:00\", \"2021-08-28 02:35:39.000000+00:00\", \"2022-10-27 07:24:13.000000+00:00\", \"2020-03-22 09:06:16.000000+00:00\", \"2019-07-18 10:55:26.000000+00:00\", \"2022-01-22 08:54:48.000000+00:00\", \"2021-01-09 07:17:57.000000+00:00\", \"2020-07-18 00:33:43.000000+00:00\"], \"session_ids\": [\"9cfce555-471c-466d-b51d-e89bf4c694cc\", \"b92c4996-ebb8-4a1c-bfb8-db19c94f82bb\", \"8ccbfe64-83a4-44d3-860d-74d691d483f8\", \"8d6409cb-3d67-4aa7-b5e8-ee4c46743538\", \"13f7879d-6a4c-467a-a549-3607b9c826a0\", \"2bb4e64b-b240-4b5e-b081-d7533b01dd01\", \"363e0f23-f3d5-41d8-89b7-2f8d71b78338\", \"e555c07a-3526-4b3d-81a0-3b9efe78c95f\", \"8075f4b9-b6c4-46ba-8418-4a9a6cb69271\"], \"total_duration\": 28416.0, \"total_sessions\": 9, \"mean_week_duration\": 166.175}}, {\"72948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-02 06:59:21.000000+00:00\", \"2023-04-17 20:30:31.000000+00:00\", \"2023-06-21 17:59:27.000000+00:00\", \"2022-07-05 18:05:45.000000+00:00\", \"2019-08-22 13:10:49.000000+00:00\", \"2022-12-31 19:16:31.000000+00:00\", \"2019-02-17 18:50:55.000000+00:00\", \"2019-03-21 07:18:06.000000+00:00\", \"2019-11-13 10:01:18.000000+00:00\"], \"session_ids\": [\"624a547d-336e-48d3-971e-42e84253b446\", \"509c8c2e-2eb4-4f35-b899-30a38be1cf85\", \"c411a41c-f44a-4fa5-affc-1a14ef0897b4\", \"35a076a6-8163-426d-a065-aaf5519f9c41\", \"2cc8940a-51fc-4db7-819c-78d69274f8c9\", \"5202cd12-3509-4e3f-b0f2-1d8c653615de\", \"771e140e-8ff3-406b-8f24-8b3e80a0e428\", \"a26be712-cfde-4179-a772-d82db379c5e3\", \"0579292d-1163-4591-ad28-bc630996d636\"], \"total_duration\": 20331.0, \"total_sessions\": 9, \"mean_week_duration\": 89.564}}, {\"68202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-05-20 09:23:37.000000+00:00\", \"2023-05-21 05:30:59.000000+00:00\", \"2021-11-03 01:20:59.000000+00:00\"], \"session_ids\": [\"69d9653e-5813-41df-884d-2a61fa39b59d\", \"336a15a7-26dc-4291-bdb1-11d98767243a\", \"1fe3eb42-4e1c-49da-a433-6fc9fe5c5e50\"], \"total_duration\": 787.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}}, {\"69974\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-09-14 04:10:51.000000+00:00\", \"2021-02-26 06:51:26.000000+00:00\", \"2022-08-31 06:52:36.000000+00:00\", \"2021-04-23 19:10:01.000000+00:00\"], \"session_ids\": [\"d8face05-c441-4748-842e-9c75854f3e35\", \"94a5f8d9-321d-450f-8268-c8ae70639377\", \"9d459046-fee3-442a-9faf-c796c66458ec\", \"32ceca74-f150-4b24-bece-93bdc1d57426\"], \"total_duration\": 437.0, \"total_sessions\": 4, \"mean_week_duration\": 5.532}}, {\"91242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-11-03 03:44:26.000000+00:00\", \"2020-08-09 17:49:25.000000+00:00\"], \"session_ids\": [\"e3a8be18-668f-456f-a2a5-98d78f7c1230\", \"0cd6cdee-d61e-4a6d-91f0-0b1e8e3cff67\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 4.862}}, {\"71356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-07 02:02:34.000000+00:00\", \"2020-11-22 02:59:53.000000+00:00\", \"2019-01-05 15:50:08.000000+00:00\", \"2020-08-09 16:21:42.000000+00:00\", \"2019-11-06 09:04:28.000000+00:00\", \"2020-09-10 08:38:20.000000+00:00\", \"2021-01-15 18:30:41.000000+00:00\"], \"session_ids\": [\"e79964e3-22e7-493f-8a5b-730af6fedfee\", \"4e07ef8e-2015-4d48-803a-2e9d200578de\", \"9321c73e-d95b-476d-9a02-68725e71f161\", \"15fcc564-86f0-4bbb-b81e-c27b018fcc6f\", \"0b8ac792-8f42-4426-8845-32e593b99b00\", \"94de6dab-f679-4cfc-983f-554ce813d00a\", \"4b3c41bc-b9bb-4023-8485-6947fd3be56b\"], \"total_duration\": 420.0, \"total_sessions\": 7, \"mean_week_duration\": 3.962}}, {\"47510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-26 03:44:40.000000+00:00\", \"2019-04-08 06:59:25.000000+00:00\"], \"session_ids\": [\"35ddf044-c152-44fd-b71f-99b0e50d2e7e\", \"84c0eff4-bb7f-4638-b860-f913193c38c6\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 2.55}}, {\"68877\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-02-01 14:26:49.000000+00:00\", \"2021-12-23 19:12:10.000000+00:00\", \"2021-04-26 11:08:19.000000+00:00\", \"2020-05-31 04:38:35.000000+00:00\", \"2019-01-20 07:52:53.000000+00:00\", \"2019-11-20 14:13:08.000000+00:00\", \"2020-01-24 09:49:13.000000+00:00\", \"2019-02-27 03:34:46.000000+00:00\", \"2021-12-16 00:23:01.000000+00:00\"], \"session_ids\": [\"f2e75ebc-4fb1-4570-a01f-20be7c634a4c\", \"b5866c60-a525-45d0-b36f-da71d9a404cc\", \"6f9f83fb-7254-475e-b040-6222d8d1d6ff\", \"6cbce5fb-2b98-4647-8363-0e1c1f4d1077\", \"f00b8988-26db-4d87-a58b-632283174ff4\", \"c2711d8b-9f02-45cf-ace8-cb5f6d19a4d6\", \"435d8006-e7b9-4eb5-9190-088022073d82\", \"f6e043a5-2613-4a5d-b718-3867d9d626a1\", \"90d06920-df6e-4667-baae-ac5cc74fa5df\"], \"total_duration\": 275.0, \"total_sessions\": 9, \"mean_week_duration\": 1.73}}, {\"43755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-20 14:35:19.000000+00:00\", \"2019-10-29 12:10:52.000000+00:00\", \"2020-08-23 22:27:53.000000+00:00\", \"2020-02-04 03:25:05.000000+00:00\", \"2020-09-25 14:51:05.000000+00:00\", \"2020-01-09 02:54:39.000000+00:00\", \"2023-04-26 09:49:46.000000+00:00\", \"2023-02-26 16:35:44.000000+00:00\", \"2023-02-13 03:48:57.000000+00:00\", \"2021-03-14 07:16:51.000000+00:00\", \"2020-12-04 23:47:41.000000+00:00\"], \"session_ids\": [\"d178b7a7-afd1-4aed-acf6-488b7c2bfe11\", \"a9f76765-7bba-4f2e-9591-292863fc844c\", \"442eab5b-7d59-499d-abc2-6d0d7150653b\", \"6bb9fba2-c33f-4f5c-8e35-980d3b3ebd16\", \"21fee9de-a280-4faa-8eae-f263163d8b15\", \"7226129d-2e0d-4fd7-bbe3-ddcbb2bbee1e\", \"1ed2e018-e9a3-4ad9-8d58-b18ea3fd2490\", \"96e41805-eb84-4ca8-87ed-10536788c1aa\", \"8278a105-c700-49cc-ab05-19fc6ed0e08c\", \"4480d398-d516-4ba5-9551-1578f6edfdab\", \"54dbc78a-528d-4c0b-80d8-74b344813a03\"], \"total_duration\": 147.0, \"total_sessions\": 11, \"mean_week_duration\": 0.808}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"45908\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-23 00:28:50.000000+00:00\", \"2019-11-17 20:01:42.000000+00:00\", \"2021-08-28 02:35:39.000000+00:00\", \"2022-10-27 07:24:13.000000+00:00\", \"2020-03-22 09:06:16.000000+00:00\", \"2019-07-18 10:55:26.000000+00:00\", \"2022-01-22 08:54:48.000000+00:00\", \"2021-01-09 07:17:57.000000+00:00\", \"2020-07-18 00:33:43.000000+00:00\"], \"session_ids\": [\"9cfce555-471c-466d-b51d-e89bf4c694cc\", \"b92c4996-ebb8-4a1c-bfb8-db19c94f82bb\", \"8ccbfe64-83a4-44d3-860d-74d691d483f8\", \"8d6409cb-3d67-4aa7-b5e8-ee4c46743538\", \"13f7879d-6a4c-467a-a549-3607b9c826a0\", \"2bb4e64b-b240-4b5e-b081-d7533b01dd01\", \"363e0f23-f3d5-41d8-89b7-2f8d71b78338\", \"e555c07a-3526-4b3d-81a0-3b9efe78c95f\", \"8075f4b9-b6c4-46ba-8418-4a9a6cb69271\"], \"total_duration\": 28416.0, \"total_sessions\": 9, \"mean_week_duration\": 166.175}}, {\"72948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-02 06:59:21.000000+00:00\", \"2023-04-17 20:30:31.000000+00:00\", \"2023-06-21 17:59:27.000000+00:00\", \"2022-07-05 18:05:45.000000+00:00\", \"2019-08-22 13:10:49.000000+00:00\", \"2022-12-31 19:16:31.000000+00:00\", \"2019-02-17 18:50:55.000000+00:00\", \"2019-03-21 07:18:06.000000+00:00\", \"2019-11-13 10:01:18.000000+00:00\"], \"session_ids\": [\"624a547d-336e-48d3-971e-42e84253b446\", \"509c8c2e-2eb4-4f35-b899-30a38be1cf85\", \"c411a41c-f44a-4fa5-affc-1a14ef0897b4\", \"35a076a6-8163-426d-a065-aaf5519f9c41\", \"2cc8940a-51fc-4db7-819c-78d69274f8c9\", \"5202cd12-3509-4e3f-b0f2-1d8c653615de\", \"771e140e-8ff3-406b-8f24-8b3e80a0e428\", \"a26be712-cfde-4179-a772-d82db379c5e3\", \"0579292d-1163-4591-ad28-bc630996d636\"], \"total_duration\": 20331.0, \"total_sessions\": 9, \"mean_week_duration\": 89.564}}, {\"68202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-05-20 09:23:37.000000+00:00\", \"2023-05-21 05:30:59.000000+00:00\", \"2021-11-03 01:20:59.000000+00:00\"], \"session_ids\": [\"69d9653e-5813-41df-884d-2a61fa39b59d\", \"336a15a7-26dc-4291-bdb1-11d98767243a\", \"1fe3eb42-4e1c-49da-a433-6fc9fe5c5e50\"], \"total_duration\": 787.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}}]\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[{\"45908\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-23 00:28:50.000000+00:00\", \"2019-11-17 20:01:42.000000+00:00\", \"2021-08-28 02:35:39.000000+00:00\", \"2022-10-27 07:24:13.000000+00:00\", \"2020-03-22 09:06:16.000000+00:00\", \"2019-07-18 10:55:26.000000+00:00\", \"2022-01-22 08:54:48.000000+00:00\", \"2021-01-09 07:17:57.000000+00:00\", \"2020-07-18 00:33:43.000000+00:00\"], \"session_ids\": [\"9cfce555-471c-466d-b51d-e89bf4c694cc\", \"b92c4996-ebb8-4a1c-bfb8-db19c94f82bb\", \"8ccbfe64-83a4-44d3-860d-74d691d483f8\", \"8d6409cb-3d67-4aa7-b5e8-ee4c46743538\", \"13f7879d-6a4c-467a-a549-3607b9c826a0\", \"2bb4e64b-b240-4b5e-b081-d7533b01dd01\", \"363e0f23-f3d5-41d8-89b7-2f8d71b78338\", \"e555c07a-3526-4b3d-81a0-3b9efe78c95f\", \"8075f4b9-b6c4-46ba-8418-4a9a6cb69271\"], \"total_duration\": 28416.0, \"total_sessions\": 9, \"mean_week_duration\": 166.175}}, {\"72948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-02 06:59:21.000000+00:00\", \"2023-04-17 20:30:31.000000+00:00\", \"2023-06-21 17:59:27.000000+00:00\", \"2022-07-05 18:05:45.000000+00:00\", \"2019-08-22 13:10:49.000000+00:00\", \"2022-12-31 19:16:31.000000+00:00\", \"2019-02-17 18:50:55.000000+00:00\", \"2019-03-21 07:18:06.000000+00:00\", \"2019-11-13 10:01:18.000000+00:00\"], \"session_ids\": [\"624a547d-336e-48d3-971e-42e84253b446\", \"509c8c2e-2eb4-4f35-b899-30a38be1cf85\", \"c411a41c-f44a-4fa5-affc-1a14ef0897b4\", \"35a076a6-8163-426d-a065-aaf5519f9c41\", \"2cc8940a-51fc-4db7-819c-78d69274f8c9\", \"5202cd12-3509-4e3f-b0f2-1d8c653615de\", \"771e140e-8ff3-406b-8f24-8b3e80a0e428\", \"a26be712-cfde-4179-a772-d82db379c5e3\", \"0579292d-1163-4591-ad28-bc630996d636\"], \"total_duration\": 20331.0, \"total_sessions\": 9, \"mean_week_duration\": 89.564}}, {\"68202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-05-20 09:23:37.000000+00:00\", \"2023-05-21 05:30:59.000000+00:00\", \"2021-11-03 01:20:59.000000+00:00\"], \"session_ids\": [\"69d9653e-5813-41df-884d-2a61fa39b59d\", \"336a15a7-26dc-4291-bdb1-11d98767243a\", \"1fe3eb42-4e1c-49da-a433-6fc9fe5c5e50\"], \"total_duration\": 787.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}}]\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 3 users who have duration summation of sessions per week strictly less than 14 and greater than 30 (not including) additionaly sort by mean week duration in descending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"6510\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-19 07:33:02.000000+00:00\", \"2021-09-01 10:56:24.000000+00:00\", \"2020-09-04 18:07:58.000000+00:00\", \"2020-03-20 20:04:19.000000+00:00\", \"2022-05-27 01:21:21.000000+00:00\", \"2021-09-24 22:55:24.000000+00:00\", \"2019-03-25 16:10:15.000000+00:00\", \"2020-06-18 20:21:08.000000+00:00\", \"2021-08-25 22:46:37.000000+00:00\", \"2019-05-18 16:06:55.000000+00:00\", \"2020-08-03 09:36:13.000000+00:00\"], \"session_ids\": [\"7eb19be4-8d03-4c09-8f43-793063561cb3\", \"54604066-3641-4b9d-9c59-fb1e33fa2587\", \"ec4aa731-c9e1-4161-b4e0-42c0d83ed52f\", \"c7bf1f78-817b-4f1b-86f0-4c0b79a731d5\", \"028e1bde-4bf6-46c1-9671-d782bc1e123e\", \"eac55153-513a-4dbf-9f4d-d37cc3cca4f6\", \"1fa48c14-4308-45cf-ad61-deaab58f2598\", \"430a690b-58b6-4fcc-9e5a-0a6897217de7\", \"ad23b5b2-3c75-4a14-8365-1fcf9273d4d3\", \"e69b90ba-d823-43d4-a50b-b5e6a971259d\", \"7892d617-e32b-4eba-a1a0-edaa1c059ac1\"], \"total_duration\": 2626.0, \"total_sessions\": 11, \"mean_week_duration\": 15.819}, \"29860\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-24 03:50:41.000000+00:00\", \"2021-05-18 01:13:04.000000+00:00\"], \"session_ids\": [\"39424bdb-92e2-4bab-92ec-afc5238a4f24\", \"df5f76be-2f3b-4392-ae6a-130029f0833c\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}, \"69326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-24 09:22:55.000000+00:00\", \"2021-06-13 12:00:45.000000+00:00\"], \"session_ids\": [\"a8dbdf28-3274-45d9-a34a-1fd5765b402a\", \"a6c20b5f-9807-4f0c-bc2c-3eceb1481be0\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.434}, \"64815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-03-14 13:58:10.000000+00:00\", \"2019-01-19 12:03:43.000000+00:00\"], \"session_ids\": [\"134b921b-9647-4db6-9530-a2fea2e34808\", \"9384b643-f534-47bd-b75a-a6b15e0f0e2e\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.382}, \"45709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-12 19:08:50.000000+00:00\", \"2022-03-13 15:31:29.000000+00:00\", \"2023-01-28 07:19:10.000000+00:00\", \"2022-08-30 04:32:38.000000+00:00\", \"2021-01-08 14:13:57.000000+00:00\", \"2020-12-07 21:19:54.000000+00:00\", \"2021-12-14 10:54:40.000000+00:00\", \"2021-01-10 10:08:03.000000+00:00\"], \"session_ids\": [\"7797a718-7d82-4343-98a8-31fb34869c01\", \"1533acea-c1db-415e-ae98-6602a67de8b8\", \"dc93914f-ea5b-4254-bc2c-ddbe205194a6\", \"ac217af7-203c-4699-b4ed-5b3ed6333292\", \"6ad219de-aba9-46d3-a0a6-ce7bf3cc55f0\", \"877c23cd-01ca-4b50-93ff-c2d9fe35060a\", \"4624a4f7-038b-4a37-9899-daf015579459\", \"9e68b6f6-5e73-4674-85c2-59b69bf80aca\"], \"total_duration\": 3308.0, \"total_sessions\": 8, \"mean_week_duration\": 29.536}, \"38105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-17 18:41:24.000000+00:00\", \"2022-05-28 09:38:54.000000+00:00\"], \"session_ids\": [\"09976284-13ab-4b22-b635-3c11563e4171\", \"785b81ae-0c9a-4f4f-9bd4-70fdcf8943cb\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}, \"7759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-01 01:59:27.000000+00:00\", \"2020-08-19 22:50:26.000000+00:00\", \"2020-06-06 23:16:59.000000+00:00\", \"2019-06-26 18:59:11.000000+00:00\", \"2022-10-12 05:29:16.000000+00:00\", \"2022-01-21 11:41:50.000000+00:00\", \"2019-09-22 19:32:03.000000+00:00\", \"2019-09-06 14:22:57.000000+00:00\", \"2019-01-20 05:03:58.000000+00:00\"], \"session_ids\": [\"31390973-6359-4150-9b8a-003f8a7469d6\", \"0907a495-25ff-4aa3-8e76-476a796dd765\", \"c93de9fb-c9b2-4262-8336-e0f0f65194b9\", \"c4270013-4997-498a-a16d-a2025149a4cf\", \"cee1fcea-6aa6-44ac-bdd7-e77049483f30\", \"fb8ef442-4927-4ef2-81cb-63d76096ee88\", \"8b275e75-3486-40b2-9b47-3bba477be184\", \"dd0bfdf1-15e8-45e6-81e0-7ab0d79095a2\", \"cadfdb5b-8b63-469b-805c-5754c3ee9f62\"], \"total_duration\": 2603.0, \"total_sessions\": 9, \"mean_week_duration\": 13.349}, \"30774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-04 03:27:06.000000+00:00\", \"2020-07-07 13:55:42.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2021-04-24 22:04:00.000000+00:00\", \"2023-03-25 13:10:35.000000+00:00\", \"2020-10-08 08:29:42.000000+00:00\", \"2022-12-27 11:45:36.000000+00:00\"], \"session_ids\": [\"9ef9cd9b-1c41-42fe-b5d5-b4f8b8701a95\", \"7545d196-d249-4f5a-8a17-aacbc0f8aae6\", \"23f65a27-fb37-466d-b6b6-e33e09e14d69\", \"78451178-129b-43a7-9016-185fc75a96a2\", \"143ecceb-bd1f-4e39-bc27-f6e40cb59631\", \"8a640f39-99af-480d-be1f-e3063c803894\", \"3e052d33-d785-4113-80cf-88d8d5594a19\"], \"total_duration\": 1810.0, \"total_sessions\": 7, \"mean_week_duration\": 12.397}, \"4476\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-30 17:54:28.000000+00:00\", \"2020-12-31 22:38:00.000000+00:00\"], \"session_ids\": [\"99642063-e157-45ac-950e-0bf9a0ab4a9f\", \"ec5ed74c-3c0b-41ef-877b-e4ae4d36521c\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}, \"1850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-26 23:24:28.000000+00:00\", \"2021-06-10 00:27:48.000000+00:00\"], \"session_ids\": [\"6f8294fa-e154-4948-b0f7-714ac8260ddd\", \"6aea7b20-b74c-4775-80f1-ca2a8ce7cbda\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.32}}\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 14 and are greater than 30"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 30]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"29860\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-24 03:50:41.000000+00:00\", \"2021-05-18 01:13:04.000000+00:00\"], \"session_ids\": [\"39424bdb-92e2-4bab-92ec-afc5238a4f24\", \"df5f76be-2f3b-4392-ae6a-130029f0833c\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}, \"69326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-24 09:22:55.000000+00:00\", \"2021-06-13 12:00:45.000000+00:00\"], \"session_ids\": [\"a8dbdf28-3274-45d9-a34a-1fd5765b402a\", \"a6c20b5f-9807-4f0c-bc2c-3eceb1481be0\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.434}, \"64815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-03-14 13:58:10.000000+00:00\", \"2019-01-19 12:03:43.000000+00:00\"], \"session_ids\": [\"134b921b-9647-4db6-9530-a2fea2e34808\", \"9384b643-f534-47bd-b75a-a6b15e0f0e2e\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.382}, \"38105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-17 18:41:24.000000+00:00\", \"2022-05-28 09:38:54.000000+00:00\"], \"session_ids\": [\"09976284-13ab-4b22-b635-3c11563e4171\", \"785b81ae-0c9a-4f4f-9bd4-70fdcf8943cb\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}, \"7759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-01 01:59:27.000000+00:00\", \"2020-08-19 22:50:26.000000+00:00\", \"2020-06-06 23:16:59.000000+00:00\", \"2019-06-26 18:59:11.000000+00:00\", \"2022-10-12 05:29:16.000000+00:00\", \"2022-01-21 11:41:50.000000+00:00\", \"2019-09-22 19:32:03.000000+00:00\", \"2019-09-06 14:22:57.000000+00:00\", \"2019-01-20 05:03:58.000000+00:00\"], \"session_ids\": [\"31390973-6359-4150-9b8a-003f8a7469d6\", \"0907a495-25ff-4aa3-8e76-476a796dd765\", \"c93de9fb-c9b2-4262-8336-e0f0f65194b9\", \"c4270013-4997-498a-a16d-a2025149a4cf\", \"cee1fcea-6aa6-44ac-bdd7-e77049483f30\", \"fb8ef442-4927-4ef2-81cb-63d76096ee88\", \"8b275e75-3486-40b2-9b47-3bba477be184\", \"dd0bfdf1-15e8-45e6-81e0-7ab0d79095a2\", \"cadfdb5b-8b63-469b-805c-5754c3ee9f62\"], \"total_duration\": 2603.0, \"total_sessions\": 9, \"mean_week_duration\": 13.349}, \"30774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-04 03:27:06.000000+00:00\", \"2020-07-07 13:55:42.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2021-04-24 22:04:00.000000+00:00\", \"2023-03-25 13:10:35.000000+00:00\", \"2020-10-08 08:29:42.000000+00:00\", \"2022-12-27 11:45:36.000000+00:00\"], \"session_ids\": [\"9ef9cd9b-1c41-42fe-b5d5-b4f8b8701a95\", \"7545d196-d249-4f5a-8a17-aacbc0f8aae6\", \"23f65a27-fb37-466d-b6b6-e33e09e14d69\", \"78451178-129b-43a7-9016-185fc75a96a2\", \"143ecceb-bd1f-4e39-bc27-f6e40cb59631\", \"8a640f39-99af-480d-be1f-e3063c803894\", \"3e052d33-d785-4113-80cf-88d8d5594a19\"], \"total_duration\": 1810.0, \"total_sessions\": 7, \"mean_week_duration\": 12.397}, \"4476\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-30 17:54:28.000000+00:00\", \"2020-12-31 22:38:00.000000+00:00\"], \"session_ids\": [\"99642063-e157-45ac-950e-0bf9a0ab4a9f\", \"ec5ed74c-3c0b-41ef-877b-e4ae4d36521c\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}, \"1850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-26 23:24:28.000000+00:00\", \"2021-06-10 00:27:48.000000+00:00\"], \"session_ids\": [\"6f8294fa-e154-4948-b0f7-714ac8260ddd\", \"6aea7b20-b74c-4775-80f1-ca2a8ce7cbda\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.32}}\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[{\"7759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-01 01:59:27.000000+00:00\", \"2020-08-19 22:50:26.000000+00:00\", \"2020-06-06 23:16:59.000000+00:00\", \"2019-06-26 18:59:11.000000+00:00\", \"2022-10-12 05:29:16.000000+00:00\", \"2022-01-21 11:41:50.000000+00:00\", \"2019-09-22 19:32:03.000000+00:00\", \"2019-09-06 14:22:57.000000+00:00\", \"2019-01-20 05:03:58.000000+00:00\"], \"session_ids\": [\"31390973-6359-4150-9b8a-003f8a7469d6\", \"0907a495-25ff-4aa3-8e76-476a796dd765\", \"c93de9fb-c9b2-4262-8336-e0f0f65194b9\", \"c4270013-4997-498a-a16d-a2025149a4cf\", \"cee1fcea-6aa6-44ac-bdd7-e77049483f30\", \"fb8ef442-4927-4ef2-81cb-63d76096ee88\", \"8b275e75-3486-40b2-9b47-3bba477be184\", \"dd0bfdf1-15e8-45e6-81e0-7ab0d79095a2\", \"cadfdb5b-8b63-469b-805c-5754c3ee9f62\"], \"total_duration\": 2603.0, \"total_sessions\": 9, \"mean_week_duration\": 13.349}}, {\"30774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-04 03:27:06.000000+00:00\", \"2020-07-07 13:55:42.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2021-04-24 22:04:00.000000+00:00\", \"2023-03-25 13:10:35.000000+00:00\", \"2020-10-08 08:29:42.000000+00:00\", \"2022-12-27 11:45:36.000000+00:00\"], \"session_ids\": [\"9ef9cd9b-1c41-42fe-b5d5-b4f8b8701a95\", \"7545d196-d249-4f5a-8a17-aacbc0f8aae6\", \"23f65a27-fb37-466d-b6b6-e33e09e14d69\", \"78451178-129b-43a7-9016-185fc75a96a2\", \"143ecceb-bd1f-4e39-bc27-f6e40cb59631\", \"8a640f39-99af-480d-be1f-e3063c803894\", \"3e052d33-d785-4113-80cf-88d8d5594a19\"], \"total_duration\": 1810.0, \"total_sessions\": 7, \"mean_week_duration\": 12.397}}, {\"4476\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-30 17:54:28.000000+00:00\", \"2020-12-31 22:38:00.000000+00:00\"], \"session_ids\": [\"99642063-e157-45ac-950e-0bf9a0ab4a9f\", \"ec5ed74c-3c0b-41ef-877b-e4ae4d36521c\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}}, {\"29860\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-24 03:50:41.000000+00:00\", \"2021-05-18 01:13:04.000000+00:00\"], \"session_ids\": [\"39424bdb-92e2-4bab-92ec-afc5238a4f24\", \"df5f76be-2f3b-4392-ae6a-130029f0833c\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}}, {\"69326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-24 09:22:55.000000+00:00\", \"2021-06-13 12:00:45.000000+00:00\"], \"session_ids\": [\"a8dbdf28-3274-45d9-a34a-1fd5765b402a\", \"a6c20b5f-9807-4f0c-bc2c-3eceb1481be0\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.434}}, {\"64815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-03-14 13:58:10.000000+00:00\", \"2019-01-19 12:03:43.000000+00:00\"], \"session_ids\": [\"134b921b-9647-4db6-9530-a2fea2e34808\", \"9384b643-f534-47bd-b75a-a6b15e0f0e2e\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.382}}, {\"1850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-26 23:24:28.000000+00:00\", \"2021-06-10 00:27:48.000000+00:00\"], \"session_ids\": [\"6f8294fa-e154-4948-b0f7-714ac8260ddd\", \"6aea7b20-b74c-4775-80f1-ca2a8ce7cbda\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.32}}, {\"38105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-17 18:41:24.000000+00:00\", \"2022-05-28 09:38:54.000000+00:00\"], \"session_ids\": [\"09976284-13ab-4b22-b635-3c11563e4171\", \"785b81ae-0c9a-4f4f-9bd4-70fdcf8943cb\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"7759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-01 01:59:27.000000+00:00\", \"2020-08-19 22:50:26.000000+00:00\", \"2020-06-06 23:16:59.000000+00:00\", \"2019-06-26 18:59:11.000000+00:00\", \"2022-10-12 05:29:16.000000+00:00\", \"2022-01-21 11:41:50.000000+00:00\", \"2019-09-22 19:32:03.000000+00:00\", \"2019-09-06 14:22:57.000000+00:00\", \"2019-01-20 05:03:58.000000+00:00\"], \"session_ids\": [\"31390973-6359-4150-9b8a-003f8a7469d6\", \"0907a495-25ff-4aa3-8e76-476a796dd765\", \"c93de9fb-c9b2-4262-8336-e0f0f65194b9\", \"c4270013-4997-498a-a16d-a2025149a4cf\", \"cee1fcea-6aa6-44ac-bdd7-e77049483f30\", \"fb8ef442-4927-4ef2-81cb-63d76096ee88\", \"8b275e75-3486-40b2-9b47-3bba477be184\", \"dd0bfdf1-15e8-45e6-81e0-7ab0d79095a2\", \"cadfdb5b-8b63-469b-805c-5754c3ee9f62\"], \"total_duration\": 2603.0, \"total_sessions\": 9, \"mean_week_duration\": 13.349}}, {\"30774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-04 03:27:06.000000+00:00\", \"2020-07-07 13:55:42.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2021-04-24 22:04:00.000000+00:00\", \"2023-03-25 13:10:35.000000+00:00\", \"2020-10-08 08:29:42.000000+00:00\", \"2022-12-27 11:45:36.000000+00:00\"], \"session_ids\": [\"9ef9cd9b-1c41-42fe-b5d5-b4f8b8701a95\", \"7545d196-d249-4f5a-8a17-aacbc0f8aae6\", \"23f65a27-fb37-466d-b6b6-e33e09e14d69\", \"78451178-129b-43a7-9016-185fc75a96a2\", \"143ecceb-bd1f-4e39-bc27-f6e40cb59631\", \"8a640f39-99af-480d-be1f-e3063c803894\", \"3e052d33-d785-4113-80cf-88d8d5594a19\"], \"total_duration\": 1810.0, \"total_sessions\": 7, \"mean_week_duration\": 12.397}}, {\"4476\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-30 17:54:28.000000+00:00\", \"2020-12-31 22:38:00.000000+00:00\"], \"session_ids\": [\"99642063-e157-45ac-950e-0bf9a0ab4a9f\", \"ec5ed74c-3c0b-41ef-877b-e4ae4d36521c\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}}]\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[{\"7759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-01 01:59:27.000000+00:00\", \"2020-08-19 22:50:26.000000+00:00\", \"2020-06-06 23:16:59.000000+00:00\", \"2019-06-26 18:59:11.000000+00:00\", \"2022-10-12 05:29:16.000000+00:00\", \"2022-01-21 11:41:50.000000+00:00\", \"2019-09-22 19:32:03.000000+00:00\", \"2019-09-06 14:22:57.000000+00:00\", \"2019-01-20 05:03:58.000000+00:00\"], \"session_ids\": [\"31390973-6359-4150-9b8a-003f8a7469d6\", \"0907a495-25ff-4aa3-8e76-476a796dd765\", \"c93de9fb-c9b2-4262-8336-e0f0f65194b9\", \"c4270013-4997-498a-a16d-a2025149a4cf\", \"cee1fcea-6aa6-44ac-bdd7-e77049483f30\", \"fb8ef442-4927-4ef2-81cb-63d76096ee88\", \"8b275e75-3486-40b2-9b47-3bba477be184\", \"dd0bfdf1-15e8-45e6-81e0-7ab0d79095a2\", \"cadfdb5b-8b63-469b-805c-5754c3ee9f62\"], \"total_duration\": 2603.0, \"total_sessions\": 9, \"mean_week_duration\": 13.349}}, {\"30774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-04 03:27:06.000000+00:00\", \"2020-07-07 13:55:42.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2021-04-24 22:04:00.000000+00:00\", \"2023-03-25 13:10:35.000000+00:00\", \"2020-10-08 08:29:42.000000+00:00\", \"2022-12-27 11:45:36.000000+00:00\"], \"session_ids\": [\"9ef9cd9b-1c41-42fe-b5d5-b4f8b8701a95\", \"7545d196-d249-4f5a-8a17-aacbc0f8aae6\", \"23f65a27-fb37-466d-b6b6-e33e09e14d69\", \"78451178-129b-43a7-9016-185fc75a96a2\", \"143ecceb-bd1f-4e39-bc27-f6e40cb59631\", \"8a640f39-99af-480d-be1f-e3063c803894\", \"3e052d33-d785-4113-80cf-88d8d5594a19\"], \"total_duration\": 1810.0, \"total_sessions\": 7, \"mean_week_duration\": 12.397}}, {\"4476\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-30 17:54:28.000000+00:00\", \"2020-12-31 22:38:00.000000+00:00\"], \"session_ids\": [\"99642063-e157-45ac-950e-0bf9a0ab4a9f\", \"ec5ed74c-3c0b-41ef-877b-e4ae4d36521c\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 8 users pieces of information with a mean of duration of sessions per week that is above 19 and below 48 and in addition implement sorting by count of sessions risingly plus provide me only with 3 pieces of information."
}
] |
[
{
"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{\"91079\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-09-14 15:55:52.000000+00:00\", \"2021-10-02 19:27:58.000000+00:00\"], \"session_ids\": [\"6ace8a40-d285-4cd9-8198-67668cb3fd6f\", \"937a9291-feef-4fe3-8759-61be4aa62594\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}, \"69538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-07 05:19:34.000000+00:00\", \"2019-03-07 01:39:35.000000+00:00\", \"2022-08-14 22:54:57.000000+00:00\", \"2021-04-09 10:40:43.000000+00:00\", \"2020-08-28 16:01:39.000000+00:00\", \"2021-12-11 18:59:11.000000+00:00\", \"2023-04-21 10:13:19.000000+00:00\", \"2019-08-30 13:10:39.000000+00:00\"], \"session_ids\": [\"ff2cb47b-5c11-49a8-ac15-5b40a6d0e404\", \"35162232-8f76-4c09-8db2-7bd669284d9d\", \"f5bd1eb2-56f5-49da-ab22-0b2aa35de585\", \"c92c45f0-9316-49be-84ed-0c5b2a0bd99d\", \"044d7c03-c231-4d14-895e-fa15150caa39\", \"f2300d85-c2bc-4bd7-8d12-dc31e710a9ac\", \"c2c64c97-c7c0-49fe-a79d-594ef162e406\", \"5e7ed15d-aea0-405b-84d7-9a7d067ca7c8\"], \"total_duration\": 6181.0, \"total_sessions\": 8, \"mean_week_duration\": 28.616}, \"89285\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-24 00:55:59.000000+00:00\", \"2019-12-06 05:18:21.000000+00:00\"], \"session_ids\": [\"77c85e8e-7b64-4175-99ac-3fc652351b18\", \"7f05d4fb-adeb-47ca-8158-92774e1f9b14\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.626}, \"70307\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-06-06 20:14:55.000000+00:00\", \"2021-08-09 19:22:38.000000+00:00\"], \"session_ids\": [\"a50a1ef8-cab6-4991-ad7a-c10d2d9387f6\", \"dd63d1e9-4136-4f3e-bdf9-1a9af33f1b64\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 7.14}, \"52937\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-04 04:54:48.000000+00:00\", \"2019-05-27 16:18:57.000000+00:00\", \"2022-04-16 19:19:51.000000+00:00\"], \"session_ids\": [\"a6e4ada2-e289-4453-9820-490314352420\", \"58467251-f6dc-4134-badf-4bbda766d854\", \"239e1b79-b72c-4e94-a8b3-fa9432de2587\"], \"total_duration\": 876.0, \"total_sessions\": 3, \"mean_week_duration\": 5.801}, \"41500\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-09 09:56:10.000000+00:00\", \"2022-05-26 23:29:18.000000+00:00\", \"2021-08-07 18:28:25.000000+00:00\"], \"session_ids\": [\"491b2f80-88e2-42b6-88b4-2e3140945cf9\", \"d54633df-a21e-4ad3-a0b9-12fd8d28b77b\", \"9ca61b3d-1865-4c4e-8f9a-e586421c30c5\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 3.992}, \"14681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-10-04 13:58:38.000000+00:00\", \"2022-11-01 05:01:09.000000+00:00\", \"2021-05-25 08:48:29.000000+00:00\", \"2019-10-01 20:20:38.000000+00:00\"], \"session_ids\": [\"132464f9-f5d0-46f7-9842-3241778d6fec\", \"17be7ac6-8c31-4fed-a0d6-ccd7be6779fc\", \"ec3341e3-791f-428b-977e-536f556dc056\", \"06cd2564-640e-43e8-a792-5c8561bd04d6\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 1.366}, \"5669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-30 17:31:32.000000+00:00\", \"2019-08-05 05:32:05.000000+00:00\", \"2021-09-13 07:21:03.000000+00:00\", \"2023-02-03 11:16:57.000000+00:00\", \"2020-03-25 08:02:40.000000+00:00\", \"2021-08-29 14:34:11.000000+00:00\", \"2020-11-13 17:04:16.000000+00:00\", \"2022-08-26 23:36:37.000000+00:00\", \"2022-10-22 23:34:24.000000+00:00\"], \"session_ids\": [\"a7dc4241-4239-45c0-b332-04b0a38dfc6d\", \"d4340cf0-f2a9-40bb-86bb-4bc5a3db9836\", \"671cc694-c118-46b7-9f35-9218f351de38\", \"4e5564eb-e50c-4631-b455-40c7bae8cfe1\", \"55459e36-ce8d-4fa9-acc7-a66a4d969907\", \"23b3ff46-b6a2-4a11-8c4a-87ab92ef20df\", \"b73142fc-3621-4146-859d-70afe16e3400\", \"7c09187a-c5b4-49b2-b726-dae26df3b180\", \"d84d2100-a6b1-402b-899d-42a24e57e549\"], \"total_duration\": 28141.0, \"total_sessions\": 9, \"mean_week_duration\": 153.776}, \"41271\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-11-24 08:59:38.000000+00:00\", \"2022-06-25 09:54:38.000000+00:00\"], \"session_ids\": [\"5ba6c98e-439e-41b3-ac29-d73dd2601d30\", \"6de5f378-5271-4915-b0a1-5b16e4208415\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.807}, \"45397\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-11 23:49:15.000000+00:00\", \"2023-02-24 13:51:49.000000+00:00\", \"2022-09-16 16:23:16.000000+00:00\", \"2020-06-24 16:41:36.000000+00:00\", \"2020-10-25 05:26:51.000000+00:00\", \"2019-03-29 17:13:28.000000+00:00\"], \"session_ids\": [\"ee3a0bda-b5c8-4aa9-a311-faf7c8cdc905\", \"4b669cc4-d359-410f-9f50-3beb02225fde\", \"56014835-8978-42a3-84af-423034845f88\", \"e4f1ce09-e216-4c4b-a666-5207b38cfead\", \"710e703e-c849-4547-87e3-f5569f8470c0\", \"02158c7e-3255-4c1e-99d5-a00f37a4b558\"], \"total_duration\": 3266.0, \"total_sessions\": 6, \"mean_week_duration\": 16.01}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 19 and are equal or less than 48"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 48]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"91079\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-09-14 15:55:52.000000+00:00\", \"2021-10-02 19:27:58.000000+00:00\"], \"session_ids\": [\"6ace8a40-d285-4cd9-8198-67668cb3fd6f\", \"937a9291-feef-4fe3-8759-61be4aa62594\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}, \"69538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-07 05:19:34.000000+00:00\", \"2019-03-07 01:39:35.000000+00:00\", \"2022-08-14 22:54:57.000000+00:00\", \"2021-04-09 10:40:43.000000+00:00\", \"2020-08-28 16:01:39.000000+00:00\", \"2021-12-11 18:59:11.000000+00:00\", \"2023-04-21 10:13:19.000000+00:00\", \"2019-08-30 13:10:39.000000+00:00\"], \"session_ids\": [\"ff2cb47b-5c11-49a8-ac15-5b40a6d0e404\", \"35162232-8f76-4c09-8db2-7bd669284d9d\", \"f5bd1eb2-56f5-49da-ab22-0b2aa35de585\", \"c92c45f0-9316-49be-84ed-0c5b2a0bd99d\", \"044d7c03-c231-4d14-895e-fa15150caa39\", \"f2300d85-c2bc-4bd7-8d12-dc31e710a9ac\", \"c2c64c97-c7c0-49fe-a79d-594ef162e406\", \"5e7ed15d-aea0-405b-84d7-9a7d067ca7c8\"], \"total_duration\": 6181.0, \"total_sessions\": 8, \"mean_week_duration\": 28.616}}\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[{\"91079\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-09-14 15:55:52.000000+00:00\", \"2021-10-02 19:27:58.000000+00:00\"], \"session_ids\": [\"6ace8a40-d285-4cd9-8198-67668cb3fd6f\", \"937a9291-feef-4fe3-8759-61be4aa62594\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}}, {\"69538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-07 05:19:34.000000+00:00\", \"2019-03-07 01:39:35.000000+00:00\", \"2022-08-14 22:54:57.000000+00:00\", \"2021-04-09 10:40:43.000000+00:00\", \"2020-08-28 16:01:39.000000+00:00\", \"2021-12-11 18:59:11.000000+00:00\", \"2023-04-21 10:13:19.000000+00:00\", \"2019-08-30 13:10:39.000000+00:00\"], \"session_ids\": [\"ff2cb47b-5c11-49a8-ac15-5b40a6d0e404\", \"35162232-8f76-4c09-8db2-7bd669284d9d\", \"f5bd1eb2-56f5-49da-ab22-0b2aa35de585\", \"c92c45f0-9316-49be-84ed-0c5b2a0bd99d\", \"044d7c03-c231-4d14-895e-fa15150caa39\", \"f2300d85-c2bc-4bd7-8d12-dc31e710a9ac\", \"c2c64c97-c7c0-49fe-a79d-594ef162e406\", \"5e7ed15d-aea0-405b-84d7-9a7d067ca7c8\"], \"total_duration\": 6181.0, \"total_sessions\": 8, \"mean_week_duration\": 28.616}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"91079\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-09-14 15:55:52.000000+00:00\", \"2021-10-02 19:27:58.000000+00:00\"], \"session_ids\": [\"6ace8a40-d285-4cd9-8198-67668cb3fd6f\", \"937a9291-feef-4fe3-8759-61be4aa62594\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}}, {\"69538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-07 05:19:34.000000+00:00\", \"2019-03-07 01:39:35.000000+00:00\", \"2022-08-14 22:54:57.000000+00:00\", \"2021-04-09 10:40:43.000000+00:00\", \"2020-08-28 16:01:39.000000+00:00\", \"2021-12-11 18:59:11.000000+00:00\", \"2023-04-21 10:13:19.000000+00:00\", \"2019-08-30 13:10:39.000000+00:00\"], \"session_ids\": [\"ff2cb47b-5c11-49a8-ac15-5b40a6d0e404\", \"35162232-8f76-4c09-8db2-7bd669284d9d\", \"f5bd1eb2-56f5-49da-ab22-0b2aa35de585\", \"c92c45f0-9316-49be-84ed-0c5b2a0bd99d\", \"044d7c03-c231-4d14-895e-fa15150caa39\", \"f2300d85-c2bc-4bd7-8d12-dc31e710a9ac\", \"c2c64c97-c7c0-49fe-a79d-594ef162e406\", \"5e7ed15d-aea0-405b-84d7-9a7d067ca7c8\"], \"total_duration\": 6181.0, \"total_sessions\": 8, \"mean_week_duration\": 28.616}}]\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[{\"91079\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-09-14 15:55:52.000000+00:00\", \"2021-10-02 19:27:58.000000+00:00\"], \"session_ids\": [\"6ace8a40-d285-4cd9-8198-67668cb3fd6f\", \"937a9291-feef-4fe3-8759-61be4aa62594\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}}, {\"69538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-07 05:19:34.000000+00:00\", \"2019-03-07 01:39:35.000000+00:00\", \"2022-08-14 22:54:57.000000+00:00\", \"2021-04-09 10:40:43.000000+00:00\", \"2020-08-28 16:01:39.000000+00:00\", \"2021-12-11 18:59:11.000000+00:00\", \"2023-04-21 10:13:19.000000+00:00\", \"2019-08-30 13:10:39.000000+00:00\"], \"session_ids\": [\"ff2cb47b-5c11-49a8-ac15-5b40a6d0e404\", \"35162232-8f76-4c09-8db2-7bd669284d9d\", \"f5bd1eb2-56f5-49da-ab22-0b2aa35de585\", \"c92c45f0-9316-49be-84ed-0c5b2a0bd99d\", \"044d7c03-c231-4d14-895e-fa15150caa39\", \"f2300d85-c2bc-4bd7-8d12-dc31e710a9ac\", \"c2c64c97-c7c0-49fe-a79d-594ef162e406\", \"5e7ed15d-aea0-405b-84d7-9a7d067ca7c8\"], \"total_duration\": 6181.0, \"total_sessions\": 8, \"mean_week_duration\": 28.616}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please offer data on 4 users who don't live in cities Kuala Lumpur, Singapore City, Reykjavik, Bangkok, Manila, Budapest, New York City, Toronto plus put to use sorting by aver of time using the app per week in descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-02-25 13:19:18.000000+00:00\", \"2020-02-27 13:49:17.000000+00:00\", \"2019-02-27 17:33:30.000000+00:00\", \"2019-10-22 15:11:24.000000+00:00\"], \"session_ids\": [\"3bbad938-6abd-4d7f-8d5b-dfa7ab9cbaf2\", \"ade8fd54-ac4f-4158-9d90-2d2a321f3254\", \"08e845b4-b5d8-437e-a848-79f4361538f3\", \"29ce9dca-da69-46c1-88c8-e836dd1a687b\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 0.688}, \"30746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-16 04:36:22.000000+00:00\", \"2021-05-04 13:07:16.000000+00:00\", \"2021-04-10 08:56:11.000000+00:00\"], \"session_ids\": [\"fd873a7f-b483-4e3a-a606-a0f0ee0ebd67\", \"c9553906-b2b7-44f7-953d-082315308ec1\", \"0780c104-7c2c-4357-84d8-8a5d35ed1f7e\"], \"total_duration\": 458.0, \"total_sessions\": 3, \"mean_week_duration\": 8.98}, \"71296\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 15:16:56.000000+00:00\", \"2020-11-02 09:08:31.000000+00:00\", \"2021-11-28 10:45:39.000000+00:00\", \"2021-10-10 17:15:25.000000+00:00\", \"2020-08-10 06:21:50.000000+00:00\", \"2022-02-17 10:23:23.000000+00:00\", \"2022-11-18 04:56:16.000000+00:00\", \"2019-10-09 01:54:05.000000+00:00\", \"2020-01-29 01:11:31.000000+00:00\"], \"session_ids\": [\"0677517c-4bea-4717-a146-68679317b10d\", \"050644f4-2a6d-484c-9569-b43f66f14d37\", \"96aa1e15-c466-4cf4-bee7-945e0e490f6e\", \"25ebe4c8-276c-46e3-91af-64f7d8b88e29\", \"127a8c77-8c79-4e7f-bb5e-462f3a751ffc\", \"162e0687-8600-4e5d-8e30-e7051d5e45e2\", \"457fdea5-087c-4281-9043-dde8e941dfe1\", \"a97a0a9b-0caf-4755-9d7a-fb3c5d1cb4c3\", \"b6747761-711e-4060-a8d2-ff5aeb0ca4a0\"], \"total_duration\": 1115.0, \"total_sessions\": 9, \"mean_week_duration\": 6.717}, \"62660\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-05-11 18:03:09.000000+00:00\", \"2020-10-24 22:43:21.000000+00:00\", \"2021-08-05 05:30:45.000000+00:00\"], \"session_ids\": [\"47cfd1c6-a633-49ec-bf8e-dcd9274308b0\", \"68e282c6-b3f7-4a3b-9530-4497118eb5d7\", \"42bbff3f-7c21-43a4-bad2-69d9b1d5f384\"], \"total_duration\": 384.0, \"total_sessions\": 3, \"mean_week_duration\": 4.741}, \"69062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-11-30 16:42:38.000000+00:00\", \"2022-08-24 17:20:48.000000+00:00\"], \"session_ids\": [\"7d6acc54-3636-4c57-98c2-4908096e1cbd\", \"13d9d0a5-5a1e-45b6-848c-5faa9f6e4611\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 2.077}, \"16046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-20 10:41:21.000000+00:00\", \"2019-03-17 07:15:56.000000+00:00\"], \"session_ids\": [\"16b14e19-ca42-4f33-a71a-b358c18e5ddb\", \"b26c2bc7-9b56-46d2-b8e4-5b2ec37116a6\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.172}, \"92655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-30 05:59:48.000000+00:00\", \"2019-04-03 12:38:48.000000+00:00\", \"2022-08-07 16:42:03.000000+00:00\", \"2022-05-08 18:22:54.000000+00:00\", \"2021-08-30 23:10:35.000000+00:00\", \"2020-07-30 21:29:29.000000+00:00\", \"2022-01-10 07:00:38.000000+00:00\", \"2021-04-25 12:34:39.000000+00:00\", \"2020-07-11 12:26:16.000000+00:00\"], \"session_ids\": [\"f130a934-59ce-4151-94f1-b9d3cd97f9d1\", \"b453122f-84df-43ae-b9da-ae957360a789\", \"9873bfaa-d036-4893-b31f-01e6961b768b\", \"72992893-09d0-47ad-9670-99798fc5a8ff\", \"19a0075e-0db3-424c-a666-3d14c88c6137\", \"b8bf99a2-1297-4b74-bd85-f3ed6cd04a82\", \"c405d36a-535b-4a45-9b26-b8b0fa31e909\", \"3c12d7bf-6a13-4a2c-bf48-f03e32a61c98\", \"ceae113b-a969-4004-8236-3911abb44377\"], \"total_duration\": 4468.0, \"total_sessions\": 9, \"mean_week_duration\": 25.531}, \"28028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-09 04:52:58.000000+00:00\", \"2022-09-11 01:07:51.000000+00:00\", \"2022-09-03 08:31:43.000000+00:00\", \"2020-04-16 13:55:30.000000+00:00\"], \"session_ids\": [\"bb6ea2b8-9e2b-4427-81d7-9f2aa199ba15\", \"efb66144-9818-406b-b01b-5df2c00b3aad\", \"bda227cb-d649-4742-95d2-fe74bc2f2527\", \"41d36d66-ba42-4223-a128-6d84a3ce7d5b\"], \"total_duration\": 822.0, \"total_sessions\": 4, \"mean_week_duration\": 4.835}, \"47443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 14:12:40.000000+00:00\", \"2021-04-30 08:13:56.000000+00:00\", \"2021-08-29 15:59:22.000000+00:00\", \"2019-04-10 08:24:23.000000+00:00\", \"2020-10-09 02:27:54.000000+00:00\", \"2023-05-22 21:11:47.000000+00:00\", \"2021-07-08 22:37:50.000000+00:00\", \"2023-05-27 15:19:44.000000+00:00\", \"2021-07-11 01:20:52.000000+00:00\", \"2019-03-17 21:25:08.000000+00:00\", \"2021-01-02 22:34:29.000000+00:00\"], \"session_ids\": [\"7d517a25-16d0-404e-8a92-7f897d2a59ec\", \"89359766-ab54-429d-ac1a-2680b8074ff7\", \"16e709d2-2d23-4bcd-8527-da3fdcf8acbf\", \"cdad9b9b-0a49-4cda-b87a-093d50c1fcee\", \"05a47d3e-fc86-4533-98dd-86eaa4041983\", \"d17dee75-6d4a-4808-be89-ee467f417fc1\", \"d46b1334-06eb-4457-882c-0c2d63e85bd5\", \"2fdd0c10-c82f-487a-998f-fcb967596869\", \"59c3d6b7-e0c8-4c23-91e2-6e9fae694558\", \"4ca2bbd9-54be-4648-82db-8ee880e21d76\", \"faee6af4-fcef-416c-ab6b-beb66e8b0d7a\"], \"total_duration\": 246.0, \"total_sessions\": 11, \"mean_week_duration\": 1.123}, \"62033\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-05 06:16:15.000000+00:00\", \"2022-11-18 15:10:13.000000+00:00\"], \"session_ids\": [\"4c43447e-9077-413b-8ad1-bb91d5cd1af7\", \"571e8011-1303-4c90-b104-6280d59f0786\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Kuala Lumpur, Singapore City, Reykjavik, Bangkok, Manila, Budapest, New York City, Toronto"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\", \"Singapore City\", \"Reykjavik\", \"Bangkok\", \"Manila\", \"Budapest\", \"New York City\", \"Toronto\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-02-25 13:19:18.000000+00:00\", \"2020-02-27 13:49:17.000000+00:00\", \"2019-02-27 17:33:30.000000+00:00\", \"2019-10-22 15:11:24.000000+00:00\"], \"session_ids\": [\"3bbad938-6abd-4d7f-8d5b-dfa7ab9cbaf2\", \"ade8fd54-ac4f-4158-9d90-2d2a321f3254\", \"08e845b4-b5d8-437e-a848-79f4361538f3\", \"29ce9dca-da69-46c1-88c8-e836dd1a687b\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 0.688}, \"30746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-16 04:36:22.000000+00:00\", \"2021-05-04 13:07:16.000000+00:00\", \"2021-04-10 08:56:11.000000+00:00\"], \"session_ids\": [\"fd873a7f-b483-4e3a-a606-a0f0ee0ebd67\", \"c9553906-b2b7-44f7-953d-082315308ec1\", \"0780c104-7c2c-4357-84d8-8a5d35ed1f7e\"], \"total_duration\": 458.0, \"total_sessions\": 3, \"mean_week_duration\": 8.98}, \"71296\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 15:16:56.000000+00:00\", \"2020-11-02 09:08:31.000000+00:00\", \"2021-11-28 10:45:39.000000+00:00\", \"2021-10-10 17:15:25.000000+00:00\", \"2020-08-10 06:21:50.000000+00:00\", \"2022-02-17 10:23:23.000000+00:00\", \"2022-11-18 04:56:16.000000+00:00\", \"2019-10-09 01:54:05.000000+00:00\", \"2020-01-29 01:11:31.000000+00:00\"], \"session_ids\": [\"0677517c-4bea-4717-a146-68679317b10d\", \"050644f4-2a6d-484c-9569-b43f66f14d37\", \"96aa1e15-c466-4cf4-bee7-945e0e490f6e\", \"25ebe4c8-276c-46e3-91af-64f7d8b88e29\", \"127a8c77-8c79-4e7f-bb5e-462f3a751ffc\", \"162e0687-8600-4e5d-8e30-e7051d5e45e2\", \"457fdea5-087c-4281-9043-dde8e941dfe1\", \"a97a0a9b-0caf-4755-9d7a-fb3c5d1cb4c3\", \"b6747761-711e-4060-a8d2-ff5aeb0ca4a0\"], \"total_duration\": 1115.0, \"total_sessions\": 9, \"mean_week_duration\": 6.717}, \"69062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-11-30 16:42:38.000000+00:00\", \"2022-08-24 17:20:48.000000+00:00\"], \"session_ids\": [\"7d6acc54-3636-4c57-98c2-4908096e1cbd\", \"13d9d0a5-5a1e-45b6-848c-5faa9f6e4611\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 2.077}, \"16046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-20 10:41:21.000000+00:00\", \"2019-03-17 07:15:56.000000+00:00\"], \"session_ids\": [\"16b14e19-ca42-4f33-a71a-b358c18e5ddb\", \"b26c2bc7-9b56-46d2-b8e4-5b2ec37116a6\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.172}, \"92655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-30 05:59:48.000000+00:00\", \"2019-04-03 12:38:48.000000+00:00\", \"2022-08-07 16:42:03.000000+00:00\", \"2022-05-08 18:22:54.000000+00:00\", \"2021-08-30 23:10:35.000000+00:00\", \"2020-07-30 21:29:29.000000+00:00\", \"2022-01-10 07:00:38.000000+00:00\", \"2021-04-25 12:34:39.000000+00:00\", \"2020-07-11 12:26:16.000000+00:00\"], \"session_ids\": [\"f130a934-59ce-4151-94f1-b9d3cd97f9d1\", \"b453122f-84df-43ae-b9da-ae957360a789\", \"9873bfaa-d036-4893-b31f-01e6961b768b\", \"72992893-09d0-47ad-9670-99798fc5a8ff\", \"19a0075e-0db3-424c-a666-3d14c88c6137\", \"b8bf99a2-1297-4b74-bd85-f3ed6cd04a82\", \"c405d36a-535b-4a45-9b26-b8b0fa31e909\", \"3c12d7bf-6a13-4a2c-bf48-f03e32a61c98\", \"ceae113b-a969-4004-8236-3911abb44377\"], \"total_duration\": 4468.0, \"total_sessions\": 9, \"mean_week_duration\": 25.531}, \"47443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 14:12:40.000000+00:00\", \"2021-04-30 08:13:56.000000+00:00\", \"2021-08-29 15:59:22.000000+00:00\", \"2019-04-10 08:24:23.000000+00:00\", \"2020-10-09 02:27:54.000000+00:00\", \"2023-05-22 21:11:47.000000+00:00\", \"2021-07-08 22:37:50.000000+00:00\", \"2023-05-27 15:19:44.000000+00:00\", \"2021-07-11 01:20:52.000000+00:00\", \"2019-03-17 21:25:08.000000+00:00\", \"2021-01-02 22:34:29.000000+00:00\"], \"session_ids\": [\"7d517a25-16d0-404e-8a92-7f897d2a59ec\", \"89359766-ab54-429d-ac1a-2680b8074ff7\", \"16e709d2-2d23-4bcd-8527-da3fdcf8acbf\", \"cdad9b9b-0a49-4cda-b87a-093d50c1fcee\", \"05a47d3e-fc86-4533-98dd-86eaa4041983\", \"d17dee75-6d4a-4808-be89-ee467f417fc1\", \"d46b1334-06eb-4457-882c-0c2d63e85bd5\", \"2fdd0c10-c82f-487a-998f-fcb967596869\", \"59c3d6b7-e0c8-4c23-91e2-6e9fae694558\", \"4ca2bbd9-54be-4648-82db-8ee880e21d76\", \"faee6af4-fcef-416c-ab6b-beb66e8b0d7a\"], \"total_duration\": 246.0, \"total_sessions\": 11, \"mean_week_duration\": 1.123}, \"62033\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-05 06:16:15.000000+00:00\", \"2022-11-18 15:10:13.000000+00:00\"], \"session_ids\": [\"4c43447e-9077-413b-8ad1-bb91d5cd1af7\", \"571e8011-1303-4c90-b104-6280d59f0786\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}\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[{\"92655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-30 05:59:48.000000+00:00\", \"2019-04-03 12:38:48.000000+00:00\", \"2022-08-07 16:42:03.000000+00:00\", \"2022-05-08 18:22:54.000000+00:00\", \"2021-08-30 23:10:35.000000+00:00\", \"2020-07-30 21:29:29.000000+00:00\", \"2022-01-10 07:00:38.000000+00:00\", \"2021-04-25 12:34:39.000000+00:00\", \"2020-07-11 12:26:16.000000+00:00\"], \"session_ids\": [\"f130a934-59ce-4151-94f1-b9d3cd97f9d1\", \"b453122f-84df-43ae-b9da-ae957360a789\", \"9873bfaa-d036-4893-b31f-01e6961b768b\", \"72992893-09d0-47ad-9670-99798fc5a8ff\", \"19a0075e-0db3-424c-a666-3d14c88c6137\", \"b8bf99a2-1297-4b74-bd85-f3ed6cd04a82\", \"c405d36a-535b-4a45-9b26-b8b0fa31e909\", \"3c12d7bf-6a13-4a2c-bf48-f03e32a61c98\", \"ceae113b-a969-4004-8236-3911abb44377\"], \"total_duration\": 4468.0, \"total_sessions\": 9, \"mean_week_duration\": 25.531}}, {\"30746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-16 04:36:22.000000+00:00\", \"2021-05-04 13:07:16.000000+00:00\", \"2021-04-10 08:56:11.000000+00:00\"], \"session_ids\": [\"fd873a7f-b483-4e3a-a606-a0f0ee0ebd67\", \"c9553906-b2b7-44f7-953d-082315308ec1\", \"0780c104-7c2c-4357-84d8-8a5d35ed1f7e\"], \"total_duration\": 458.0, \"total_sessions\": 3, \"mean_week_duration\": 8.98}}, {\"71296\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 15:16:56.000000+00:00\", \"2020-11-02 09:08:31.000000+00:00\", \"2021-11-28 10:45:39.000000+00:00\", \"2021-10-10 17:15:25.000000+00:00\", \"2020-08-10 06:21:50.000000+00:00\", \"2022-02-17 10:23:23.000000+00:00\", \"2022-11-18 04:56:16.000000+00:00\", \"2019-10-09 01:54:05.000000+00:00\", \"2020-01-29 01:11:31.000000+00:00\"], \"session_ids\": [\"0677517c-4bea-4717-a146-68679317b10d\", \"050644f4-2a6d-484c-9569-b43f66f14d37\", \"96aa1e15-c466-4cf4-bee7-945e0e490f6e\", \"25ebe4c8-276c-46e3-91af-64f7d8b88e29\", \"127a8c77-8c79-4e7f-bb5e-462f3a751ffc\", \"162e0687-8600-4e5d-8e30-e7051d5e45e2\", \"457fdea5-087c-4281-9043-dde8e941dfe1\", \"a97a0a9b-0caf-4755-9d7a-fb3c5d1cb4c3\", \"b6747761-711e-4060-a8d2-ff5aeb0ca4a0\"], \"total_duration\": 1115.0, \"total_sessions\": 9, \"mean_week_duration\": 6.717}}, {\"69062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-11-30 16:42:38.000000+00:00\", \"2022-08-24 17:20:48.000000+00:00\"], \"session_ids\": [\"7d6acc54-3636-4c57-98c2-4908096e1cbd\", \"13d9d0a5-5a1e-45b6-848c-5faa9f6e4611\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 2.077}}, {\"16046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-20 10:41:21.000000+00:00\", \"2019-03-17 07:15:56.000000+00:00\"], \"session_ids\": [\"16b14e19-ca42-4f33-a71a-b358c18e5ddb\", \"b26c2bc7-9b56-46d2-b8e4-5b2ec37116a6\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.172}}, {\"47443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 14:12:40.000000+00:00\", \"2021-04-30 08:13:56.000000+00:00\", \"2021-08-29 15:59:22.000000+00:00\", \"2019-04-10 08:24:23.000000+00:00\", \"2020-10-09 02:27:54.000000+00:00\", \"2023-05-22 21:11:47.000000+00:00\", \"2021-07-08 22:37:50.000000+00:00\", \"2023-05-27 15:19:44.000000+00:00\", \"2021-07-11 01:20:52.000000+00:00\", \"2019-03-17 21:25:08.000000+00:00\", \"2021-01-02 22:34:29.000000+00:00\"], \"session_ids\": [\"7d517a25-16d0-404e-8a92-7f897d2a59ec\", \"89359766-ab54-429d-ac1a-2680b8074ff7\", \"16e709d2-2d23-4bcd-8527-da3fdcf8acbf\", \"cdad9b9b-0a49-4cda-b87a-093d50c1fcee\", \"05a47d3e-fc86-4533-98dd-86eaa4041983\", \"d17dee75-6d4a-4808-be89-ee467f417fc1\", \"d46b1334-06eb-4457-882c-0c2d63e85bd5\", \"2fdd0c10-c82f-487a-998f-fcb967596869\", \"59c3d6b7-e0c8-4c23-91e2-6e9fae694558\", \"4ca2bbd9-54be-4648-82db-8ee880e21d76\", \"faee6af4-fcef-416c-ab6b-beb66e8b0d7a\"], \"total_duration\": 246.0, \"total_sessions\": 11, \"mean_week_duration\": 1.123}}, {\"62033\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-05 06:16:15.000000+00:00\", \"2022-11-18 15:10:13.000000+00:00\"], \"session_ids\": [\"4c43447e-9077-413b-8ad1-bb91d5cd1af7\", \"571e8011-1303-4c90-b104-6280d59f0786\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"80865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-02-25 13:19:18.000000+00:00\", \"2020-02-27 13:49:17.000000+00:00\", \"2019-02-27 17:33:30.000000+00:00\", \"2019-10-22 15:11:24.000000+00:00\"], \"session_ids\": [\"3bbad938-6abd-4d7f-8d5b-dfa7ab9cbaf2\", \"ade8fd54-ac4f-4158-9d90-2d2a321f3254\", \"08e845b4-b5d8-437e-a848-79f4361538f3\", \"29ce9dca-da69-46c1-88c8-e836dd1a687b\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 0.688}}]\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[{\"92655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-30 05:59:48.000000+00:00\", \"2019-04-03 12:38:48.000000+00:00\", \"2022-08-07 16:42:03.000000+00:00\", \"2022-05-08 18:22:54.000000+00:00\", \"2021-08-30 23:10:35.000000+00:00\", \"2020-07-30 21:29:29.000000+00:00\", \"2022-01-10 07:00:38.000000+00:00\", \"2021-04-25 12:34:39.000000+00:00\", \"2020-07-11 12:26:16.000000+00:00\"], \"session_ids\": [\"f130a934-59ce-4151-94f1-b9d3cd97f9d1\", \"b453122f-84df-43ae-b9da-ae957360a789\", \"9873bfaa-d036-4893-b31f-01e6961b768b\", \"72992893-09d0-47ad-9670-99798fc5a8ff\", \"19a0075e-0db3-424c-a666-3d14c88c6137\", \"b8bf99a2-1297-4b74-bd85-f3ed6cd04a82\", \"c405d36a-535b-4a45-9b26-b8b0fa31e909\", \"3c12d7bf-6a13-4a2c-bf48-f03e32a61c98\", \"ceae113b-a969-4004-8236-3911abb44377\"], \"total_duration\": 4468.0, \"total_sessions\": 9, \"mean_week_duration\": 25.531}}, {\"30746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-16 04:36:22.000000+00:00\", \"2021-05-04 13:07:16.000000+00:00\", \"2021-04-10 08:56:11.000000+00:00\"], \"session_ids\": [\"fd873a7f-b483-4e3a-a606-a0f0ee0ebd67\", \"c9553906-b2b7-44f7-953d-082315308ec1\", \"0780c104-7c2c-4357-84d8-8a5d35ed1f7e\"], \"total_duration\": 458.0, \"total_sessions\": 3, \"mean_week_duration\": 8.98}}, {\"71296\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 15:16:56.000000+00:00\", \"2020-11-02 09:08:31.000000+00:00\", \"2021-11-28 10:45:39.000000+00:00\", \"2021-10-10 17:15:25.000000+00:00\", \"2020-08-10 06:21:50.000000+00:00\", \"2022-02-17 10:23:23.000000+00:00\", \"2022-11-18 04:56:16.000000+00:00\", \"2019-10-09 01:54:05.000000+00:00\", \"2020-01-29 01:11:31.000000+00:00\"], \"session_ids\": [\"0677517c-4bea-4717-a146-68679317b10d\", \"050644f4-2a6d-484c-9569-b43f66f14d37\", \"96aa1e15-c466-4cf4-bee7-945e0e490f6e\", \"25ebe4c8-276c-46e3-91af-64f7d8b88e29\", \"127a8c77-8c79-4e7f-bb5e-462f3a751ffc\", \"162e0687-8600-4e5d-8e30-e7051d5e45e2\", \"457fdea5-087c-4281-9043-dde8e941dfe1\", \"a97a0a9b-0caf-4755-9d7a-fb3c5d1cb4c3\", \"b6747761-711e-4060-a8d2-ff5aeb0ca4a0\"], \"total_duration\": 1115.0, \"total_sessions\": 9, \"mean_week_duration\": 6.717}}, {\"69062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-11-30 16:42:38.000000+00:00\", \"2022-08-24 17:20:48.000000+00:00\"], \"session_ids\": [\"7d6acc54-3636-4c57-98c2-4908096e1cbd\", \"13d9d0a5-5a1e-45b6-848c-5faa9f6e4611\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 2.077}}]\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[{\"92655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-30 05:59:48.000000+00:00\", \"2019-04-03 12:38:48.000000+00:00\", \"2022-08-07 16:42:03.000000+00:00\", \"2022-05-08 18:22:54.000000+00:00\", \"2021-08-30 23:10:35.000000+00:00\", \"2020-07-30 21:29:29.000000+00:00\", \"2022-01-10 07:00:38.000000+00:00\", \"2021-04-25 12:34:39.000000+00:00\", \"2020-07-11 12:26:16.000000+00:00\"], \"session_ids\": [\"f130a934-59ce-4151-94f1-b9d3cd97f9d1\", \"b453122f-84df-43ae-b9da-ae957360a789\", \"9873bfaa-d036-4893-b31f-01e6961b768b\", \"72992893-09d0-47ad-9670-99798fc5a8ff\", \"19a0075e-0db3-424c-a666-3d14c88c6137\", \"b8bf99a2-1297-4b74-bd85-f3ed6cd04a82\", \"c405d36a-535b-4a45-9b26-b8b0fa31e909\", \"3c12d7bf-6a13-4a2c-bf48-f03e32a61c98\", \"ceae113b-a969-4004-8236-3911abb44377\"], \"total_duration\": 4468.0, \"total_sessions\": 9, \"mean_week_duration\": 25.531}}, {\"30746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-16 04:36:22.000000+00:00\", \"2021-05-04 13:07:16.000000+00:00\", \"2021-04-10 08:56:11.000000+00:00\"], \"session_ids\": [\"fd873a7f-b483-4e3a-a606-a0f0ee0ebd67\", \"c9553906-b2b7-44f7-953d-082315308ec1\", \"0780c104-7c2c-4357-84d8-8a5d35ed1f7e\"], \"total_duration\": 458.0, \"total_sessions\": 3, \"mean_week_duration\": 8.98}}, {\"71296\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 15:16:56.000000+00:00\", \"2020-11-02 09:08:31.000000+00:00\", \"2021-11-28 10:45:39.000000+00:00\", \"2021-10-10 17:15:25.000000+00:00\", \"2020-08-10 06:21:50.000000+00:00\", \"2022-02-17 10:23:23.000000+00:00\", \"2022-11-18 04:56:16.000000+00:00\", \"2019-10-09 01:54:05.000000+00:00\", \"2020-01-29 01:11:31.000000+00:00\"], \"session_ids\": [\"0677517c-4bea-4717-a146-68679317b10d\", \"050644f4-2a6d-484c-9569-b43f66f14d37\", \"96aa1e15-c466-4cf4-bee7-945e0e490f6e\", \"25ebe4c8-276c-46e3-91af-64f7d8b88e29\", \"127a8c77-8c79-4e7f-bb5e-462f3a751ffc\", \"162e0687-8600-4e5d-8e30-e7051d5e45e2\", \"457fdea5-087c-4281-9043-dde8e941dfe1\", \"a97a0a9b-0caf-4755-9d7a-fb3c5d1cb4c3\", \"b6747761-711e-4060-a8d2-ff5aeb0ca4a0\"], \"total_duration\": 1115.0, \"total_sessions\": 9, \"mean_week_duration\": 6.717}}, {\"69062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-11-30 16:42:38.000000+00:00\", \"2022-08-24 17:20:48.000000+00:00\"], \"session_ids\": [\"7d6acc54-3636-4c57-98c2-4908096e1cbd\", \"13d9d0a5-5a1e-45b6-848c-5faa9f6e4611\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 2.077}}]\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 2 users whose number of sessions is strictly smaller than 3 and bigger than 7 and sort by total_duration 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{\"5491\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-06-08 10:32:36.000000+00:00\", \"2023-04-21 06:49:49.000000+00:00\", \"2019-03-11 19:31:06.000000+00:00\"], \"session_ids\": [\"7dd262c6-e1ca-4ec3-86a7-1aae25dc2b87\", \"83b159ee-67ee-4b29-8f0f-0d8ef9c43041\", \"a097ee30-8c7c-4140-b3d0-a3f8e9d58831\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 0.86}, \"83865\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-11 07:17:57.000000+00:00\", \"2019-06-10 22:13:18.000000+00:00\"], \"session_ids\": [\"f6ad280c-b50b-4cde-a2b6-f09569f671a4\", \"c965398a-f2c1-457e-8ecb-2725aca74f29\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.486}, \"96013\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-17 09:06:56.000000+00:00\", \"2020-01-25 08:46:57.000000+00:00\"], \"session_ids\": [\"5b8e7898-aa23-498e-ba3c-a84b62bdf176\", \"75558891-9d0c-4ddf-bdb4-c04024824bcc\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 8.05}, \"36583\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-25 11:40:11.000000+00:00\", \"2021-12-06 12:55:41.000000+00:00\", \"2023-06-03 20:22:55.000000+00:00\"], \"session_ids\": [\"3a1e651d-bc5f-47ed-b38b-047a59e217c8\", \"fc11de7c-a508-44f9-af29-f43df3c03f3d\", \"46e44b6e-3d00-4cf7-9f9f-527063050b69\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.164}, \"62668\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-12 14:52:52.000000+00:00\", \"2022-03-03 00:45:38.000000+00:00\"], \"session_ids\": [\"4cf6cc9a-1faa-4e73-a07d-bbee0cb57ae2\", \"c870be18-5131-4cb9-924b-6cf43509534d\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 19.105}, \"50821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-19 22:03:04.000000+00:00\", \"2022-09-22 15:48:47.000000+00:00\", \"2022-09-15 04:33:44.000000+00:00\", \"2023-03-20 06:54:33.000000+00:00\", \"2020-04-20 19:38:34.000000+00:00\", \"2022-10-24 00:10:27.000000+00:00\", \"2019-09-26 01:45:25.000000+00:00\"], \"session_ids\": [\"ab8c0ac1-4f96-4239-a947-ad4ede9a6169\", \"bc7a311a-bc71-4089-9641-23357bd0e82b\", \"a0cb93c8-77a3-4a5e-8f8b-72dd0cd1f905\", \"c5f4332b-2982-4e03-aba3-6fbc4fd8552b\", \"c01f9d34-6936-4411-95db-01af5286d8b3\", \"65a3ad36-7879-4cb1-81e3-ec372f9352ab\", \"542dafc4-36ee-4127-89b7-429ff2ae25bc\"], \"total_duration\": 1256.0, \"total_sessions\": 7, \"mean_week_duration\": 6.901}, \"27847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-19 21:29:09.000000+00:00\", \"2021-08-15 11:25:04.000000+00:00\", \"2023-04-15 17:18:04.000000+00:00\"], \"session_ids\": [\"6f1aabf5-cf9e-4412-8cbe-83e9c3303955\", \"44babace-819b-4b23-8b6b-7f82df486829\", \"2a827004-76d9-482f-995b-abea62b3d1db\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.365}, \"97100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-25 11:59:15.000000+00:00\", \"2021-11-11 19:09:09.000000+00:00\", \"2020-12-07 12:05:43.000000+00:00\", \"2022-04-10 16:33:35.000000+00:00\"], \"session_ids\": [\"83496aa9-4799-4bd0-a178-e4e416711411\", \"e3a8b94a-8b1f-4d2d-80e3-ae1d52004987\", \"b8f3bfac-7801-4c2c-8cb7-6c77715177db\", \"56f5efc7-0a80-4c39-9030-f9eb33b07497\"], \"total_duration\": 938.0, \"total_sessions\": 4, \"mean_week_duration\": 13.4}, \"32158\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 02:17:20.000000+00:00\", \"2023-03-26 09:29:20.000000+00:00\"], \"session_ids\": [\"4be22845-33e9-4000-a64b-941374ab8c85\", \"7f51f00e-6027-4fbe-b7ad-0e6c3359abf6\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.089}, \"3526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-27 15:52:45.000000+00:00\", \"2023-05-11 10:21:53.000000+00:00\"], \"session_ids\": [\"9d61eb67-18a2-4b12-8989-9efd62625f24\", \"fab8768e-54aa-49e3-9902-0058ba3c2e5b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are less than 3 and are equal or greater than 7"
},
{
"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{\"83865\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-11 07:17:57.000000+00:00\", \"2019-06-10 22:13:18.000000+00:00\"], \"session_ids\": [\"f6ad280c-b50b-4cde-a2b6-f09569f671a4\", \"c965398a-f2c1-457e-8ecb-2725aca74f29\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.486}, \"96013\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-17 09:06:56.000000+00:00\", \"2020-01-25 08:46:57.000000+00:00\"], \"session_ids\": [\"5b8e7898-aa23-498e-ba3c-a84b62bdf176\", \"75558891-9d0c-4ddf-bdb4-c04024824bcc\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 8.05}, \"62668\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-12 14:52:52.000000+00:00\", \"2022-03-03 00:45:38.000000+00:00\"], \"session_ids\": [\"4cf6cc9a-1faa-4e73-a07d-bbee0cb57ae2\", \"c870be18-5131-4cb9-924b-6cf43509534d\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 19.105}, \"32158\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 02:17:20.000000+00:00\", \"2023-03-26 09:29:20.000000+00:00\"], \"session_ids\": [\"4be22845-33e9-4000-a64b-941374ab8c85\", \"7f51f00e-6027-4fbe-b7ad-0e6c3359abf6\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.089}, \"3526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-27 15:52:45.000000+00:00\", \"2023-05-11 10:21:53.000000+00:00\"], \"session_ids\": [\"9d61eb67-18a2-4b12-8989-9efd62625f24\", \"fab8768e-54aa-49e3-9902-0058ba3c2e5b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}, \"50821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-19 22:03:04.000000+00:00\", \"2022-09-22 15:48:47.000000+00:00\", \"2022-09-15 04:33:44.000000+00:00\", \"2023-03-20 06:54:33.000000+00:00\", \"2020-04-20 19:38:34.000000+00:00\", \"2022-10-24 00:10:27.000000+00:00\", \"2019-09-26 01:45:25.000000+00:00\"], \"session_ids\": [\"ab8c0ac1-4f96-4239-a947-ad4ede9a6169\", \"bc7a311a-bc71-4089-9641-23357bd0e82b\", \"a0cb93c8-77a3-4a5e-8f8b-72dd0cd1f905\", \"c5f4332b-2982-4e03-aba3-6fbc4fd8552b\", \"c01f9d34-6936-4411-95db-01af5286d8b3\", \"65a3ad36-7879-4cb1-81e3-ec372f9352ab\", \"542dafc4-36ee-4127-89b7-429ff2ae25bc\"], \"total_duration\": 1256.0, \"total_sessions\": 7, \"mean_week_duration\": 6.901}}\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[{\"50821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-19 22:03:04.000000+00:00\", \"2022-09-22 15:48:47.000000+00:00\", \"2022-09-15 04:33:44.000000+00:00\", \"2023-03-20 06:54:33.000000+00:00\", \"2020-04-20 19:38:34.000000+00:00\", \"2022-10-24 00:10:27.000000+00:00\", \"2019-09-26 01:45:25.000000+00:00\"], \"session_ids\": [\"ab8c0ac1-4f96-4239-a947-ad4ede9a6169\", \"bc7a311a-bc71-4089-9641-23357bd0e82b\", \"a0cb93c8-77a3-4a5e-8f8b-72dd0cd1f905\", \"c5f4332b-2982-4e03-aba3-6fbc4fd8552b\", \"c01f9d34-6936-4411-95db-01af5286d8b3\", \"65a3ad36-7879-4cb1-81e3-ec372f9352ab\", \"542dafc4-36ee-4127-89b7-429ff2ae25bc\"], \"total_duration\": 1256.0, \"total_sessions\": 7, \"mean_week_duration\": 6.901}}, {\"96013\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-17 09:06:56.000000+00:00\", \"2020-01-25 08:46:57.000000+00:00\"], \"session_ids\": [\"5b8e7898-aa23-498e-ba3c-a84b62bdf176\", \"75558891-9d0c-4ddf-bdb4-c04024824bcc\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 8.05}}, {\"62668\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-12 14:52:52.000000+00:00\", \"2022-03-03 00:45:38.000000+00:00\"], \"session_ids\": [\"4cf6cc9a-1faa-4e73-a07d-bbee0cb57ae2\", \"c870be18-5131-4cb9-924b-6cf43509534d\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 19.105}}, {\"32158\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-09 02:17:20.000000+00:00\", \"2023-03-26 09:29:20.000000+00:00\"], \"session_ids\": [\"4be22845-33e9-4000-a64b-941374ab8c85\", \"7f51f00e-6027-4fbe-b7ad-0e6c3359abf6\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.089}}, {\"83865\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-11 07:17:57.000000+00:00\", \"2019-06-10 22:13:18.000000+00:00\"], \"session_ids\": [\"f6ad280c-b50b-4cde-a2b6-f09569f671a4\", \"c965398a-f2c1-457e-8ecb-2725aca74f29\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.486}}, {\"3526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-27 15:52:45.000000+00:00\", \"2023-05-11 10:21:53.000000+00:00\"], \"session_ids\": [\"9d61eb67-18a2-4b12-8989-9efd62625f24\", \"fab8768e-54aa-49e3-9902-0058ba3c2e5b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"50821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-19 22:03:04.000000+00:00\", \"2022-09-22 15:48:47.000000+00:00\", \"2022-09-15 04:33:44.000000+00:00\", \"2023-03-20 06:54:33.000000+00:00\", \"2020-04-20 19:38:34.000000+00:00\", \"2022-10-24 00:10:27.000000+00:00\", \"2019-09-26 01:45:25.000000+00:00\"], \"session_ids\": [\"ab8c0ac1-4f96-4239-a947-ad4ede9a6169\", \"bc7a311a-bc71-4089-9641-23357bd0e82b\", \"a0cb93c8-77a3-4a5e-8f8b-72dd0cd1f905\", \"c5f4332b-2982-4e03-aba3-6fbc4fd8552b\", \"c01f9d34-6936-4411-95db-01af5286d8b3\", \"65a3ad36-7879-4cb1-81e3-ec372f9352ab\", \"542dafc4-36ee-4127-89b7-429ff2ae25bc\"], \"total_duration\": 1256.0, \"total_sessions\": 7, \"mean_week_duration\": 6.901}}, {\"96013\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-17 09:06:56.000000+00:00\", \"2020-01-25 08:46:57.000000+00:00\"], \"session_ids\": [\"5b8e7898-aa23-498e-ba3c-a84b62bdf176\", \"75558891-9d0c-4ddf-bdb4-c04024824bcc\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 8.05}}]\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[{\"50821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-19 22:03:04.000000+00:00\", \"2022-09-22 15:48:47.000000+00:00\", \"2022-09-15 04:33:44.000000+00:00\", \"2023-03-20 06:54:33.000000+00:00\", \"2020-04-20 19:38:34.000000+00:00\", \"2022-10-24 00:10:27.000000+00:00\", \"2019-09-26 01:45:25.000000+00:00\"], \"session_ids\": [\"ab8c0ac1-4f96-4239-a947-ad4ede9a6169\", \"bc7a311a-bc71-4089-9641-23357bd0e82b\", \"a0cb93c8-77a3-4a5e-8f8b-72dd0cd1f905\", \"c5f4332b-2982-4e03-aba3-6fbc4fd8552b\", \"c01f9d34-6936-4411-95db-01af5286d8b3\", \"65a3ad36-7879-4cb1-81e3-ec372f9352ab\", \"542dafc4-36ee-4127-89b7-429ff2ae25bc\"], \"total_duration\": 1256.0, \"total_sessions\": 7, \"mean_week_duration\": 6.901}}, {\"96013\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-17 09:06:56.000000+00:00\", \"2020-01-25 08:46:57.000000+00:00\"], \"session_ids\": [\"5b8e7898-aa23-498e-ba3c-a84b62bdf176\", \"75558891-9d0c-4ddf-bdb4-c04024824bcc\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 8.05}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into 4 users who belong to cities Bangkok, Karachi, Panama City, Bridgetown, Havana, Cairo additionaly implement sorting by duration summation of sessions per week in ascending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-28 03:08:51.000000+00:00\", \"2019-02-01 08:34:16.000000+00:00\", \"2021-03-16 06:13:03.000000+00:00\", \"2021-01-12 03:47:34.000000+00:00\", \"2023-04-02 15:53:31.000000+00:00\"], \"session_ids\": [\"74956056-7120-4eff-ac6b-8d3c9fc342cf\", \"379fdaed-977e-4c5f-8f7c-3af5d0293064\", \"75408f73-d8cd-438a-81f8-9fe1fc8fba80\", \"87274919-18b9-4d80-9bcb-fe3befd32b12\", \"4ad5e4f5-0566-4e57-ace7-9bc82e7ea504\"], \"total_duration\": 1516.0, \"total_sessions\": 5, \"mean_week_duration\": 6.954}, \"53019\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-01 09:45:18.000000+00:00\", \"2019-07-28 19:51:00.000000+00:00\"], \"session_ids\": [\"9e1af43e-d3e6-4a6e-9fc9-21fb80275416\", \"8f08d471-b1aa-478d-8592-bec2b9e0ee6b\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 4.127}, \"30545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-05 23:52:14.000000+00:00\", \"2020-02-19 06:42:07.000000+00:00\"], \"session_ids\": [\"0f2d793a-7869-4081-8066-1cccfc213872\", \"0849d474-cd06-4313-a26e-e04eca454a02\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"73871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-15 12:50:44.000000+00:00\", \"2019-07-02 21:50:58.000000+00:00\", \"2020-03-21 05:57:10.000000+00:00\"], \"session_ids\": [\"1a4c15cb-647e-4438-810b-73fd9b873515\", \"a68b2cbc-94ae-4890-8d16-e255b7e3ee30\", \"fc37b13a-d6ca-43a6-a8a1-32624844b2b0\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 1.12}, \"42045\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-06 06:50:46.000000+00:00\", \"2022-02-04 10:14:34.000000+00:00\", \"2021-09-20 12:56:07.000000+00:00\", \"2020-10-17 15:33:14.000000+00:00\", \"2019-01-27 14:16:13.000000+00:00\"], \"session_ids\": [\"0d014514-a5c5-471d-ada0-ed2cad36c383\", \"ea0f277f-ddac-4e78-a808-90ef16d095a6\", \"c55fd5ba-3ca7-4164-84c5-91723c778f41\", \"818cfb2d-05b8-47e8-887b-2d39c8ca4760\", \"4b0253b4-faef-43a8-be38-a6eec038e377\"], \"total_duration\": 225.0, \"total_sessions\": 5, \"mean_week_duration\": 1.316}, \"23983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-04-25 01:20:22.000000+00:00\", \"2020-05-04 05:51:46.000000+00:00\", \"2020-02-02 07:29:14.000000+00:00\"], \"session_ids\": [\"1365beac-8463-4f68-83ad-3c3fb0a4e423\", \"ad6e7537-2797-4d51-8656-f5338b3f76ed\", \"1933e8fd-c35d-407c-8377-c33705304927\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 8.462}, \"78127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-09 05:46:26.000000+00:00\", \"2021-12-01 20:33:12.000000+00:00\", \"2019-10-14 14:42:35.000000+00:00\", \"2021-05-20 20:02:22.000000+00:00\", \"2021-04-04 17:35:46.000000+00:00\", \"2022-08-19 17:02:41.000000+00:00\", \"2021-05-04 21:46:33.000000+00:00\", \"2021-09-08 15:08:28.000000+00:00\", \"2019-07-25 11:23:12.000000+00:00\"], \"session_ids\": [\"bec96af1-53a0-4d8a-a758-569a936658ca\", \"cbd7661c-5224-4f6a-a7df-2e6fe400e580\", \"9617566a-f955-4d86-982f-475fd0f052dc\", \"4b9e6415-c537-420b-98c7-933a0b81c09d\", \"26ffae1e-e9be-478d-be04-6f9fdcc31beb\", \"859e315e-51b3-48d7-8398-b11acfe34d73\", \"12654fc0-b663-4257-bc59-f895f95a7de2\", \"5eb1b8ef-83e9-4a94-bb22-68dd31a7d7f1\", \"78e3d6d4-fe4d-4691-bb82-0e745b4b9c04\"], \"total_duration\": 4573.0, \"total_sessions\": 9, \"mean_week_duration\": 28.404}, \"51312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-25 13:34:19.000000+00:00\", \"2020-11-29 10:18:35.000000+00:00\", \"2022-11-13 15:06:36.000000+00:00\"], \"session_ids\": [\"54cdce59-f02d-4260-ac27-253da4804f6b\", \"50bb269f-8d4e-4141-aa99-a5b2dcd0bc45\", \"6b3227a0-ffaf-4a46-8d8a-5ce2c5978449\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 1.913}, \"37265\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-31 01:44:45.000000+00:00\", \"2019-11-09 03:31:48.000000+00:00\", \"2019-10-05 16:10:50.000000+00:00\", \"2019-12-26 08:30:21.000000+00:00\", \"2021-05-13 21:28:21.000000+00:00\"], \"session_ids\": [\"b4cb3b99-a3e2-4899-bb8a-3c0494d78a50\", \"c81b13fb-5cd1-4ca9-9339-2929323ce8a9\", \"681bfa9d-1329-4c8b-be7d-227de278dd39\", \"ea4c2365-4711-44a7-a903-271854560638\", \"ca640347-0506-4f36-a2fb-e29e3fc3afb0\"], \"total_duration\": 256.0, \"total_sessions\": 5, \"mean_week_duration\": 3.048}, \"75201\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-01 05:54:06.000000+00:00\", \"2020-08-09 15:10:11.000000+00:00\"], \"session_ids\": [\"649a2b32-60da-4645-98a2-450746b27311\", \"6ce68b5b-8682-419e-8287-ab048cb49c28\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Bangkok, Karachi, Panama City, Bridgetown, Havana, Cairo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Bangkok\", \"Karachi\", \"Panama City\", \"Bridgetown\", \"Havana\", \"Cairo\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"30545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-05 23:52:14.000000+00:00\", \"2020-02-19 06:42:07.000000+00:00\"], \"session_ids\": [\"0f2d793a-7869-4081-8066-1cccfc213872\", \"0849d474-cd06-4313-a26e-e04eca454a02\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"75201\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-01 05:54:06.000000+00:00\", \"2020-08-09 15:10:11.000000+00:00\"], \"session_ids\": [\"649a2b32-60da-4645-98a2-450746b27311\", \"6ce68b5b-8682-419e-8287-ab048cb49c28\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"30545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-05 23:52:14.000000+00:00\", \"2020-02-19 06:42:07.000000+00:00\"], \"session_ids\": [\"0f2d793a-7869-4081-8066-1cccfc213872\", \"0849d474-cd06-4313-a26e-e04eca454a02\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"75201\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-01 05:54:06.000000+00:00\", \"2020-08-09 15:10:11.000000+00:00\"], \"session_ids\": [\"649a2b32-60da-4645-98a2-450746b27311\", \"6ce68b5b-8682-419e-8287-ab048cb49c28\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}}]\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[{\"30545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-05 23:52:14.000000+00:00\", \"2020-02-19 06:42:07.000000+00:00\"], \"session_ids\": [\"0f2d793a-7869-4081-8066-1cccfc213872\", \"0849d474-cd06-4313-a26e-e04eca454a02\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"75201\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-01 05:54:06.000000+00:00\", \"2020-08-09 15:10:11.000000+00:00\"], \"session_ids\": [\"649a2b32-60da-4645-98a2-450746b27311\", \"6ce68b5b-8682-419e-8287-ab048cb49c28\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}}]\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[{\"30545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-05 23:52:14.000000+00:00\", \"2020-02-19 06:42:07.000000+00:00\"], \"session_ids\": [\"0f2d793a-7869-4081-8066-1cccfc213872\", \"0849d474-cd06-4313-a26e-e04eca454a02\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"75201\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-01 05:54:06.000000+00:00\", \"2020-08-09 15:10:11.000000+00:00\"], \"session_ids\": [\"649a2b32-60da-4645-98a2-450746b27311\", \"6ce68b5b-8682-419e-8287-ab048cb49c28\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 2 users who have app usage time strictly smaller than 3427 and also strictly bigger than 1406 , moreover execute sorting by sessions total 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{\"90070\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-09-27 04:40:03.000000+00:00\", \"2021-03-18 16:02:03.000000+00:00\"], \"session_ids\": [\"56ac1fbd-146d-4479-8a29-e7895845b857\", \"01c2f3b0-a080-4db1-9fb2-f1f816122baa\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}, \"11536\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-04 20:21:30.000000+00:00\", \"2020-04-15 02:37:01.000000+00:00\", \"2020-10-03 08:54:23.000000+00:00\", \"2021-12-11 19:23:59.000000+00:00\", \"2021-03-21 12:34:47.000000+00:00\"], \"session_ids\": [\"e4d085ef-eb6c-401b-9089-86ee52114f0b\", \"d34c8d97-0083-4954-9145-2eb7c3d26880\", \"1d8b0adb-2d98-4b97-b7c3-dbfca7536e26\", \"5f29c92b-50bd-4d89-a03a-d55b1bab8191\", \"43ca7a4d-362a-48b4-8bb2-62c324150a5d\"], \"total_duration\": 945.0, \"total_sessions\": 5, \"mean_week_duration\": 6.429}, \"1846\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-09-29 09:32:26.000000+00:00\", \"2021-01-25 23:53:56.000000+00:00\", \"2019-09-08 03:45:38.000000+00:00\"], \"session_ids\": [\"c4cce0fb-607c-4787-ac41-def53b78f818\", \"4d497f0b-57a9-4f36-8ddb-11e1ed7b5d4d\", \"a8b694f1-2216-41a5-b473-f2722b3b7db0\"], \"total_duration\": 1083.0, \"total_sessions\": 3, \"mean_week_duration\": 14.836}, \"75990\": {\"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\": 5, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-02 03:56:49.000000+00:00\", \"2019-11-25 23:59:19.000000+00:00\", \"2020-11-11 18:19:14.000000+00:00\", \"2020-05-07 13:56:40.000000+00:00\", \"2019-06-05 13:50:20.000000+00:00\"], \"session_ids\": [\"dcf4263a-fddf-4c10-bda5-2883d9f943d2\", \"9040100c-57d2-4010-8b6b-c7e56010b1bf\", \"3e8ab24b-89c0-4d3b-89cc-9b1e25daef25\", \"8d712efe-6dcc-41b9-9cf4-590cdd271f6b\", \"e51fac5f-195f-4847-bd39-5b2d6425bc91\"], \"total_duration\": 1576.0, \"total_sessions\": 5, \"mean_week_duration\": 9.789}, \"15225\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-25 01:28:11.000000+00:00\", \"2023-04-10 22:16:01.000000+00:00\"], \"session_ids\": [\"dc94cc8f-3706-453e-870c-c678f34e2738\", \"97d4e440-f7f4-47da-a2a8-d9b9b8319a63\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"28928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-28 11:49:05.000000+00:00\", \"2021-01-29 22:44:59.000000+00:00\"], \"session_ids\": [\"7724afc6-f8a5-487a-a521-e7e0ff492171\", \"52f4acbf-dddb-42db-b426-b2c07949daa2\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.741}, \"31684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-12-23 12:56:45.000000+00:00\", \"2020-04-19 07:03:49.000000+00:00\"], \"session_ids\": [\"9d7fc62f-b4e7-477e-9425-2886db3b4c5e\", \"b8e125d0-bd54-43ec-b9a1-18c8a1c9abd1\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.882}, \"57476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-30 15:05:30.000000+00:00\", \"2019-04-04 06:35:26.000000+00:00\", \"2023-06-20 19:05:27.000000+00:00\"], \"session_ids\": [\"132e28a1-7825-4113-8d48-bed6893d11aa\", \"9efee81d-c83f-4229-96dd-b6562b3e5df5\", \"88cb30be-aafb-42c0-a202-9f71a7f91eb8\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.195}, \"80097\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-28 10:19:40.000000+00:00\", \"2019-03-16 05:27:41.000000+00:00\"], \"session_ids\": [\"35627bd5-ec4a-469f-9b2f-33afb2980fb2\", \"b0aec327-0ba3-489f-b7bd-7e7cddc39c1d\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.248}, \"56410\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-27 08:40:28.000000+00:00\", \"2021-11-17 20:24:47.000000+00:00\"], \"session_ids\": [\"60494b2b-e1c2-438d-9305-eb5babe1b539\", \"0f64bf28-789a-4b88-a45b-2905de590ca1\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 13.952}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1406 and are less than 3427"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1406, 3427]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75990\": {\"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\": 5, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-02 03:56:49.000000+00:00\", \"2019-11-25 23:59:19.000000+00:00\", \"2020-11-11 18:19:14.000000+00:00\", \"2020-05-07 13:56:40.000000+00:00\", \"2019-06-05 13:50:20.000000+00:00\"], \"session_ids\": [\"dcf4263a-fddf-4c10-bda5-2883d9f943d2\", \"9040100c-57d2-4010-8b6b-c7e56010b1bf\", \"3e8ab24b-89c0-4d3b-89cc-9b1e25daef25\", \"8d712efe-6dcc-41b9-9cf4-590cdd271f6b\", \"e51fac5f-195f-4847-bd39-5b2d6425bc91\"], \"total_duration\": 1576.0, \"total_sessions\": 5, \"mean_week_duration\": 9.789}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"75990\": {\"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\": 5, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-02 03:56:49.000000+00:00\", \"2019-11-25 23:59:19.000000+00:00\", \"2020-11-11 18:19:14.000000+00:00\", \"2020-05-07 13:56:40.000000+00:00\", \"2019-06-05 13:50:20.000000+00:00\"], \"session_ids\": [\"dcf4263a-fddf-4c10-bda5-2883d9f943d2\", \"9040100c-57d2-4010-8b6b-c7e56010b1bf\", \"3e8ab24b-89c0-4d3b-89cc-9b1e25daef25\", \"8d712efe-6dcc-41b9-9cf4-590cdd271f6b\", \"e51fac5f-195f-4847-bd39-5b2d6425bc91\"], \"total_duration\": 1576.0, \"total_sessions\": 5, \"mean_week_duration\": 9.789}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"75990\": {\"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\": 5, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-02 03:56:49.000000+00:00\", \"2019-11-25 23:59:19.000000+00:00\", \"2020-11-11 18:19:14.000000+00:00\", \"2020-05-07 13:56:40.000000+00:00\", \"2019-06-05 13:50:20.000000+00:00\"], \"session_ids\": [\"dcf4263a-fddf-4c10-bda5-2883d9f943d2\", \"9040100c-57d2-4010-8b6b-c7e56010b1bf\", \"3e8ab24b-89c0-4d3b-89cc-9b1e25daef25\", \"8d712efe-6dcc-41b9-9cf4-590cdd271f6b\", \"e51fac5f-195f-4847-bd39-5b2d6425bc91\"], \"total_duration\": 1576.0, \"total_sessions\": 5, \"mean_week_duration\": 9.789}}]\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[{\"75990\": {\"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\": 5, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-02 03:56:49.000000+00:00\", \"2019-11-25 23:59:19.000000+00:00\", \"2020-11-11 18:19:14.000000+00:00\", \"2020-05-07 13:56:40.000000+00:00\", \"2019-06-05 13:50:20.000000+00:00\"], \"session_ids\": [\"dcf4263a-fddf-4c10-bda5-2883d9f943d2\", \"9040100c-57d2-4010-8b6b-c7e56010b1bf\", \"3e8ab24b-89c0-4d3b-89cc-9b1e25daef25\", \"8d712efe-6dcc-41b9-9cf4-590cdd271f6b\", \"e51fac5f-195f-4847-bd39-5b2d6425bc91\"], \"total_duration\": 1576.0, \"total_sessions\": 5, \"mean_week_duration\": 9.789}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about 5 users who are not living in city Rome and in addition execute sorting by average of total time spent in the app per week form the highest to the lowest also provide me only with 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-21 19:04:44.000000+00:00\", \"2023-06-07 14:26:05.000000+00:00\"], \"session_ids\": [\"d8734fd6-0155-4061-bc25-a928633b3477\", \"a798ab6f-9f0f-4fbf-bcaf-fe6f1f5b9fc0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}, \"71356\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-22 13:22:59.000000+00:00\", \"2022-08-20 11:22:01.000000+00:00\", \"2022-06-08 16:27:51.000000+00:00\", \"2020-01-13 19:44:01.000000+00:00\", \"2020-08-26 21:29:39.000000+00:00\", \"2021-12-31 11:36:28.000000+00:00\", \"2022-02-07 19:08:18.000000+00:00\"], \"session_ids\": [\"3cff3a9f-5320-45d3-b832-8b8e803aa36b\", \"be70193c-d218-463b-a9ef-0d8bccdd715d\", \"a5b884e9-aed0-40ea-b814-93e25ad90cf7\", \"39e49b1e-9e93-42d3-b5ce-69914ca69807\", \"5d2f2c3d-6962-431f-9955-4c6959a52294\", \"978641b7-3163-44db-b1e6-ebb233ae985f\", \"27924269-34ef-4777-8eac-6bbc8250e5bf\"], \"total_duration\": 520.0, \"total_sessions\": 7, \"mean_week_duration\": 3.824}, \"80002\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-27 02:51:22.000000+00:00\", \"2020-10-22 20:28:40.000000+00:00\", \"2021-04-08 11:53:05.000000+00:00\"], \"session_ids\": [\"48e5f8e2-7fee-4a9c-8178-2b8e59cef8d9\", \"07c6ef0a-bb2b-483b-8fb4-d558c5ccf820\", \"a8bc47a5-180e-4e76-9ea8-c39111d23837\"], \"total_duration\": 273.0, \"total_sessions\": 3, \"mean_week_duration\": 10.111}, \"3911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-19 21:23:44.000000+00:00\", \"2022-10-03 03:31:48.000000+00:00\"], \"session_ids\": [\"8354acb1-0824-4748-9cf1-6261492bf375\", \"67bcddfd-c04f-4974-9f93-b69adf2c0147\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 63.857}, \"25406\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 00:21:06.000000+00:00\", \"2023-04-20 03:03:11.000000+00:00\", \"2023-03-27 00:56:01.000000+00:00\", \"2019-04-24 08:13:57.000000+00:00\", \"2022-09-08 12:38:47.000000+00:00\", \"2021-12-27 18:51:41.000000+00:00\"], \"session_ids\": [\"490fc291-98ad-4722-bdca-4c13fd1d3a58\", \"99fc591a-956a-4454-b100-37248a9410a5\", \"85307c10-9ac3-4b2c-9e47-d82c59838102\", \"b32aa33e-8705-413c-a9b0-2ed5cbbf2f17\", \"9b5f4930-0aba-4271-91cf-51acf86e8d1c\", \"8616bd7a-0146-4db2-ae60-137b53a5d060\"], \"total_duration\": 1812.0, \"total_sessions\": 6, \"mean_week_duration\": 8.712}, \"24273\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-07 15:46:14.000000+00:00\", \"2023-02-09 17:35:07.000000+00:00\"], \"session_ids\": [\"0f8315c9-ee5e-43df-94f0-4ab96b56211e\", \"fb673e04-6e36-4449-b681-8b450a65f919\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.978}, \"13191\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-29 21:48:01.000000+00:00\", \"2022-10-07 10:02:02.000000+00:00\"], \"session_ids\": [\"fad0a354-33fd-4d64-8dd8-7e802d1aa309\", \"c28cc76c-8bd7-452a-bc0b-1a1a6c5be838\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.739}, \"95991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-07-07 14:57:43.000000+00:00\", \"2022-09-09 01:50:58.000000+00:00\"], \"session_ids\": [\"0219a928-476e-48dc-b02d-48f8e4fa2638\", \"9d5e3dfc-19a5-446e-9abf-b3fc97b17337\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 38.778}, \"49029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-16 00:48:40.000000+00:00\", \"2021-11-19 03:29:09.000000+00:00\", \"2022-08-29 03:54:30.000000+00:00\"], \"session_ids\": [\"1313cb3b-5927-4c20-be2f-3a802a7cbef2\", \"90054504-66be-441b-a25a-32eac53b3735\", \"dcf53bcb-79ac-4385-9692-274a90374cb2\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 4.073}, \"99874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-30 02:46:54.000000+00:00\", \"2020-06-27 06:48:01.000000+00:00\"], \"session_ids\": [\"0b497266-b59f-4316-97df-59bc9df70036\", \"a83f73cc-150a-4b0d-b538-204ad0d8be09\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Rome"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Rome\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-21 19:04:44.000000+00:00\", \"2023-06-07 14:26:05.000000+00:00\"], \"session_ids\": [\"d8734fd6-0155-4061-bc25-a928633b3477\", \"a798ab6f-9f0f-4fbf-bcaf-fe6f1f5b9fc0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}, \"71356\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-22 13:22:59.000000+00:00\", \"2022-08-20 11:22:01.000000+00:00\", \"2022-06-08 16:27:51.000000+00:00\", \"2020-01-13 19:44:01.000000+00:00\", \"2020-08-26 21:29:39.000000+00:00\", \"2021-12-31 11:36:28.000000+00:00\", \"2022-02-07 19:08:18.000000+00:00\"], \"session_ids\": [\"3cff3a9f-5320-45d3-b832-8b8e803aa36b\", \"be70193c-d218-463b-a9ef-0d8bccdd715d\", \"a5b884e9-aed0-40ea-b814-93e25ad90cf7\", \"39e49b1e-9e93-42d3-b5ce-69914ca69807\", \"5d2f2c3d-6962-431f-9955-4c6959a52294\", \"978641b7-3163-44db-b1e6-ebb233ae985f\", \"27924269-34ef-4777-8eac-6bbc8250e5bf\"], \"total_duration\": 520.0, \"total_sessions\": 7, \"mean_week_duration\": 3.824}, \"80002\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-27 02:51:22.000000+00:00\", \"2020-10-22 20:28:40.000000+00:00\", \"2021-04-08 11:53:05.000000+00:00\"], \"session_ids\": [\"48e5f8e2-7fee-4a9c-8178-2b8e59cef8d9\", \"07c6ef0a-bb2b-483b-8fb4-d558c5ccf820\", \"a8bc47a5-180e-4e76-9ea8-c39111d23837\"], \"total_duration\": 273.0, \"total_sessions\": 3, \"mean_week_duration\": 10.111}, \"3911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-19 21:23:44.000000+00:00\", \"2022-10-03 03:31:48.000000+00:00\"], \"session_ids\": [\"8354acb1-0824-4748-9cf1-6261492bf375\", \"67bcddfd-c04f-4974-9f93-b69adf2c0147\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 63.857}, \"25406\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 00:21:06.000000+00:00\", \"2023-04-20 03:03:11.000000+00:00\", \"2023-03-27 00:56:01.000000+00:00\", \"2019-04-24 08:13:57.000000+00:00\", \"2022-09-08 12:38:47.000000+00:00\", \"2021-12-27 18:51:41.000000+00:00\"], \"session_ids\": [\"490fc291-98ad-4722-bdca-4c13fd1d3a58\", \"99fc591a-956a-4454-b100-37248a9410a5\", \"85307c10-9ac3-4b2c-9e47-d82c59838102\", \"b32aa33e-8705-413c-a9b0-2ed5cbbf2f17\", \"9b5f4930-0aba-4271-91cf-51acf86e8d1c\", \"8616bd7a-0146-4db2-ae60-137b53a5d060\"], \"total_duration\": 1812.0, \"total_sessions\": 6, \"mean_week_duration\": 8.712}, \"24273\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-07 15:46:14.000000+00:00\", \"2023-02-09 17:35:07.000000+00:00\"], \"session_ids\": [\"0f8315c9-ee5e-43df-94f0-4ab96b56211e\", \"fb673e04-6e36-4449-b681-8b450a65f919\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.978}, \"13191\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-29 21:48:01.000000+00:00\", \"2022-10-07 10:02:02.000000+00:00\"], \"session_ids\": [\"fad0a354-33fd-4d64-8dd8-7e802d1aa309\", \"c28cc76c-8bd7-452a-bc0b-1a1a6c5be838\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.739}, \"95991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-07-07 14:57:43.000000+00:00\", \"2022-09-09 01:50:58.000000+00:00\"], \"session_ids\": [\"0219a928-476e-48dc-b02d-48f8e4fa2638\", \"9d5e3dfc-19a5-446e-9abf-b3fc97b17337\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 38.778}, \"49029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-16 00:48:40.000000+00:00\", \"2021-11-19 03:29:09.000000+00:00\", \"2022-08-29 03:54:30.000000+00:00\"], \"session_ids\": [\"1313cb3b-5927-4c20-be2f-3a802a7cbef2\", \"90054504-66be-441b-a25a-32eac53b3735\", \"dcf53bcb-79ac-4385-9692-274a90374cb2\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 4.073}, \"99874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-30 02:46:54.000000+00:00\", \"2020-06-27 06:48:01.000000+00:00\"], \"session_ids\": [\"0b497266-b59f-4316-97df-59bc9df70036\", \"a83f73cc-150a-4b0d-b538-204ad0d8be09\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}\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[{\"3911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-19 21:23:44.000000+00:00\", \"2022-10-03 03:31:48.000000+00:00\"], \"session_ids\": [\"8354acb1-0824-4748-9cf1-6261492bf375\", \"67bcddfd-c04f-4974-9f93-b69adf2c0147\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 63.857}}, {\"95991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-07-07 14:57:43.000000+00:00\", \"2022-09-09 01:50:58.000000+00:00\"], \"session_ids\": [\"0219a928-476e-48dc-b02d-48f8e4fa2638\", \"9d5e3dfc-19a5-446e-9abf-b3fc97b17337\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 38.778}}, {\"80002\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-27 02:51:22.000000+00:00\", \"2020-10-22 20:28:40.000000+00:00\", \"2021-04-08 11:53:05.000000+00:00\"], \"session_ids\": [\"48e5f8e2-7fee-4a9c-8178-2b8e59cef8d9\", \"07c6ef0a-bb2b-483b-8fb4-d558c5ccf820\", \"a8bc47a5-180e-4e76-9ea8-c39111d23837\"], \"total_duration\": 273.0, \"total_sessions\": 3, \"mean_week_duration\": 10.111}}, {\"25406\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 00:21:06.000000+00:00\", \"2023-04-20 03:03:11.000000+00:00\", \"2023-03-27 00:56:01.000000+00:00\", \"2019-04-24 08:13:57.000000+00:00\", \"2022-09-08 12:38:47.000000+00:00\", \"2021-12-27 18:51:41.000000+00:00\"], \"session_ids\": [\"490fc291-98ad-4722-bdca-4c13fd1d3a58\", \"99fc591a-956a-4454-b100-37248a9410a5\", \"85307c10-9ac3-4b2c-9e47-d82c59838102\", \"b32aa33e-8705-413c-a9b0-2ed5cbbf2f17\", \"9b5f4930-0aba-4271-91cf-51acf86e8d1c\", \"8616bd7a-0146-4db2-ae60-137b53a5d060\"], \"total_duration\": 1812.0, \"total_sessions\": 6, \"mean_week_duration\": 8.712}}, {\"49029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-16 00:48:40.000000+00:00\", \"2021-11-19 03:29:09.000000+00:00\", \"2022-08-29 03:54:30.000000+00:00\"], \"session_ids\": [\"1313cb3b-5927-4c20-be2f-3a802a7cbef2\", \"90054504-66be-441b-a25a-32eac53b3735\", \"dcf53bcb-79ac-4385-9692-274a90374cb2\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 4.073}}, {\"71356\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-22 13:22:59.000000+00:00\", \"2022-08-20 11:22:01.000000+00:00\", \"2022-06-08 16:27:51.000000+00:00\", \"2020-01-13 19:44:01.000000+00:00\", \"2020-08-26 21:29:39.000000+00:00\", \"2021-12-31 11:36:28.000000+00:00\", \"2022-02-07 19:08:18.000000+00:00\"], \"session_ids\": [\"3cff3a9f-5320-45d3-b832-8b8e803aa36b\", \"be70193c-d218-463b-a9ef-0d8bccdd715d\", \"a5b884e9-aed0-40ea-b814-93e25ad90cf7\", \"39e49b1e-9e93-42d3-b5ce-69914ca69807\", \"5d2f2c3d-6962-431f-9955-4c6959a52294\", \"978641b7-3163-44db-b1e6-ebb233ae985f\", \"27924269-34ef-4777-8eac-6bbc8250e5bf\"], \"total_duration\": 520.0, \"total_sessions\": 7, \"mean_week_duration\": 3.824}}, {\"24273\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-07 15:46:14.000000+00:00\", \"2023-02-09 17:35:07.000000+00:00\"], \"session_ids\": [\"0f8315c9-ee5e-43df-94f0-4ab96b56211e\", \"fb673e04-6e36-4449-b681-8b450a65f919\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.978}}, {\"13191\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-29 21:48:01.000000+00:00\", \"2022-10-07 10:02:02.000000+00:00\"], \"session_ids\": [\"fad0a354-33fd-4d64-8dd8-7e802d1aa309\", \"c28cc76c-8bd7-452a-bc0b-1a1a6c5be838\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.739}}, {\"80222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-21 19:04:44.000000+00:00\", \"2023-06-07 14:26:05.000000+00:00\"], \"session_ids\": [\"d8734fd6-0155-4061-bc25-a928633b3477\", \"a798ab6f-9f0f-4fbf-bcaf-fe6f1f5b9fc0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}}, {\"99874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-30 02:46:54.000000+00:00\", \"2020-06-27 06:48:01.000000+00:00\"], \"session_ids\": [\"0b497266-b59f-4316-97df-59bc9df70036\", \"a83f73cc-150a-4b0d-b538-204ad0d8be09\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}]\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[{\"3911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-19 21:23:44.000000+00:00\", \"2022-10-03 03:31:48.000000+00:00\"], \"session_ids\": [\"8354acb1-0824-4748-9cf1-6261492bf375\", \"67bcddfd-c04f-4974-9f93-b69adf2c0147\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 63.857}}, {\"95991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-07-07 14:57:43.000000+00:00\", \"2022-09-09 01:50:58.000000+00:00\"], \"session_ids\": [\"0219a928-476e-48dc-b02d-48f8e4fa2638\", \"9d5e3dfc-19a5-446e-9abf-b3fc97b17337\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 38.778}}]\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[{\"3911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-19 21:23:44.000000+00:00\", \"2022-10-03 03:31:48.000000+00:00\"], \"session_ids\": [\"8354acb1-0824-4748-9cf1-6261492bf375\", \"67bcddfd-c04f-4974-9f93-b69adf2c0147\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 63.857}}, {\"95991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-07-07 14:57:43.000000+00:00\", \"2022-09-09 01:50:58.000000+00:00\"], \"session_ids\": [\"0219a928-476e-48dc-b02d-48f8e4fa2638\", \"9d5e3dfc-19a5-446e-9abf-b3fc97b17337\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 38.778}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on user whose count of sessions is smaller than 3 and bigger than 7 (not including) + execute sorting by city name descendingly."
}
] |
[
{
"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{\"9071\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-09 15:54:47.000000+00:00\", \"2023-03-20 12:40:14.000000+00:00\"], \"session_ids\": [\"b26b04e7-0bb6-4ff5-baa9-7668110ec799\", \"41fbf4bf-1956-47fe-a8cb-ccfb7dc85daa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}, \"75099\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-19 18:49:15.000000+00:00\", \"2019-06-03 17:25:06.000000+00:00\"], \"session_ids\": [\"33316a44-983f-4c41-a104-95e38b15dfcf\", \"239b4d14-0493-40fd-a911-687f6b86230e\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}, \"99376\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 09:28:46.000000+00:00\", \"2021-05-10 02:07:31.000000+00:00\"], \"session_ids\": [\"ecd60801-6765-4470-aecc-1181bcb7e122\", \"2358946b-c730-4cb0-816d-b524c4d3a486\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.951}, \"87137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-18 07:32:53.000000+00:00\", \"2021-12-29 20:58:12.000000+00:00\"], \"session_ids\": [\"9280310e-1539-40ce-b5ce-6af16a61a5f5\", \"5fff0e03-802c-4d37-8dc7-8e0c715c801b\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.62}, \"38669\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-14 17:10:03.000000+00:00\", \"2021-09-02 20:59:33.000000+00:00\", \"2022-12-10 23:02:42.000000+00:00\", \"2020-05-15 23:53:22.000000+00:00\"], \"session_ids\": [\"c7de6ce7-f7c7-4405-be91-2e4654dc38b2\", \"7904cdcd-ea8e-4f78-85e2-c665b40f9b1b\", \"4e1ef6c3-931d-4b8c-9b16-86338dd7c6c9\", \"1d70ff0e-d73b-4a78-bbc2-42737f037f3d\"], \"total_duration\": 264.0, \"total_sessions\": 4, \"mean_week_duration\": 1.97}, \"59672\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-01 17:18:46.000000+00:00\", \"2023-06-23 00:08:02.000000+00:00\"], \"session_ids\": [\"dce2a170-9405-4ca6-9223-b871419b0bef\", \"5295a57c-569e-4c3b-96b6-f710f5721d41\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 9.88}, \"98391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-14 01:13:47.000000+00:00\", \"2021-12-01 17:46:13.000000+00:00\"], \"session_ids\": [\"287ad1df-1e52-4c9e-88b8-e9a90bdcca2d\", \"0ab0a001-ffab-46d0-9b17-39b29f99f10f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.801}, \"96852\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-24 09:44:06.000000+00:00\", \"2022-09-14 02:28:28.000000+00:00\", \"2019-12-01 08:44:41.000000+00:00\"], \"session_ids\": [\"4af79745-a45e-45fd-a3d6-3fc6bec4b0f2\", \"ba6a0554-26bd-465c-813b-7d4af34e59fd\", \"3f9e0101-f88c-4116-bf64-39dc37cad850\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.397}, \"69294\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-23 14:03:01.000000+00:00\", \"2023-04-14 03:44:16.000000+00:00\"], \"session_ids\": [\"50c2730f-2811-41ae-aacb-f8edfcf62543\", \"71e8519c-d427-4e00-a0f6-e8dd025252b6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.671}, \"19973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-19 02:00:56.000000+00:00\", \"2020-09-20 18:19:22.000000+00:00\"], \"session_ids\": [\"2c73bb38-0dcb-45e4-93bb-7ad89836a05f\", \"adbc83d7-248a-4e23-9c0d-368e166a90e1\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.678}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 3 and are greater than 7"
},
{
"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{\"9071\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-09 15:54:47.000000+00:00\", \"2023-03-20 12:40:14.000000+00:00\"], \"session_ids\": [\"b26b04e7-0bb6-4ff5-baa9-7668110ec799\", \"41fbf4bf-1956-47fe-a8cb-ccfb7dc85daa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}, \"75099\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-19 18:49:15.000000+00:00\", \"2019-06-03 17:25:06.000000+00:00\"], \"session_ids\": [\"33316a44-983f-4c41-a104-95e38b15dfcf\", \"239b4d14-0493-40fd-a911-687f6b86230e\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}, \"99376\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 09:28:46.000000+00:00\", \"2021-05-10 02:07:31.000000+00:00\"], \"session_ids\": [\"ecd60801-6765-4470-aecc-1181bcb7e122\", \"2358946b-c730-4cb0-816d-b524c4d3a486\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.951}, \"87137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-18 07:32:53.000000+00:00\", \"2021-12-29 20:58:12.000000+00:00\"], \"session_ids\": [\"9280310e-1539-40ce-b5ce-6af16a61a5f5\", \"5fff0e03-802c-4d37-8dc7-8e0c715c801b\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.62}, \"59672\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-01 17:18:46.000000+00:00\", \"2023-06-23 00:08:02.000000+00:00\"], \"session_ids\": [\"dce2a170-9405-4ca6-9223-b871419b0bef\", \"5295a57c-569e-4c3b-96b6-f710f5721d41\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 9.88}, \"98391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-14 01:13:47.000000+00:00\", \"2021-12-01 17:46:13.000000+00:00\"], \"session_ids\": [\"287ad1df-1e52-4c9e-88b8-e9a90bdcca2d\", \"0ab0a001-ffab-46d0-9b17-39b29f99f10f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.801}, \"96852\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-24 09:44:06.000000+00:00\", \"2022-09-14 02:28:28.000000+00:00\", \"2019-12-01 08:44:41.000000+00:00\"], \"session_ids\": [\"4af79745-a45e-45fd-a3d6-3fc6bec4b0f2\", \"ba6a0554-26bd-465c-813b-7d4af34e59fd\", \"3f9e0101-f88c-4116-bf64-39dc37cad850\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.397}, \"69294\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-23 14:03:01.000000+00:00\", \"2023-04-14 03:44:16.000000+00:00\"], \"session_ids\": [\"50c2730f-2811-41ae-aacb-f8edfcf62543\", \"71e8519c-d427-4e00-a0f6-e8dd025252b6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.671}, \"19973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-19 02:00:56.000000+00:00\", \"2020-09-20 18:19:22.000000+00:00\"], \"session_ids\": [\"2c73bb38-0dcb-45e4-93bb-7ad89836a05f\", \"adbc83d7-248a-4e23-9c0d-368e166a90e1\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.678}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"9071\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-09 15:54:47.000000+00:00\", \"2023-03-20 12:40:14.000000+00:00\"], \"session_ids\": [\"b26b04e7-0bb6-4ff5-baa9-7668110ec799\", \"41fbf4bf-1956-47fe-a8cb-ccfb7dc85daa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}, {\"98391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-14 01:13:47.000000+00:00\", \"2021-12-01 17:46:13.000000+00:00\"], \"session_ids\": [\"287ad1df-1e52-4c9e-88b8-e9a90bdcca2d\", \"0ab0a001-ffab-46d0-9b17-39b29f99f10f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.801}}, {\"87137\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-18 07:32:53.000000+00:00\", \"2021-12-29 20:58:12.000000+00:00\"], \"session_ids\": [\"9280310e-1539-40ce-b5ce-6af16a61a5f5\", \"5fff0e03-802c-4d37-8dc7-8e0c715c801b\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.62}}, {\"69294\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-23 14:03:01.000000+00:00\", \"2023-04-14 03:44:16.000000+00:00\"], \"session_ids\": [\"50c2730f-2811-41ae-aacb-f8edfcf62543\", \"71e8519c-d427-4e00-a0f6-e8dd025252b6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.671}}, {\"96852\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-24 09:44:06.000000+00:00\", \"2022-09-14 02:28:28.000000+00:00\", \"2019-12-01 08:44:41.000000+00:00\"], \"session_ids\": [\"4af79745-a45e-45fd-a3d6-3fc6bec4b0f2\", \"ba6a0554-26bd-465c-813b-7d4af34e59fd\", \"3f9e0101-f88c-4116-bf64-39dc37cad850\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.397}}, {\"19973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-19 02:00:56.000000+00:00\", \"2020-09-20 18:19:22.000000+00:00\"], \"session_ids\": [\"2c73bb38-0dcb-45e4-93bb-7ad89836a05f\", \"adbc83d7-248a-4e23-9c0d-368e166a90e1\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.678}}, {\"59672\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-01 17:18:46.000000+00:00\", \"2023-06-23 00:08:02.000000+00:00\"], \"session_ids\": [\"dce2a170-9405-4ca6-9223-b871419b0bef\", \"5295a57c-569e-4c3b-96b6-f710f5721d41\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 9.88}}, {\"75099\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-19 18:49:15.000000+00:00\", \"2019-06-03 17:25:06.000000+00:00\"], \"session_ids\": [\"33316a44-983f-4c41-a104-95e38b15dfcf\", \"239b4d14-0493-40fd-a911-687f6b86230e\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}}, {\"99376\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 09:28:46.000000+00:00\", \"2021-05-10 02:07:31.000000+00:00\"], \"session_ids\": [\"ecd60801-6765-4470-aecc-1181bcb7e122\", \"2358946b-c730-4cb0-816d-b524c4d3a486\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.951}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 1 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"9071\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-09 15:54:47.000000+00:00\", \"2023-03-20 12:40:14.000000+00:00\"], \"session_ids\": [\"b26b04e7-0bb6-4ff5-baa9-7668110ec799\", \"41fbf4bf-1956-47fe-a8cb-ccfb7dc85daa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}]\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[{\"9071\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-09 15:54:47.000000+00:00\", \"2023-03-20 12:40:14.000000+00:00\"], \"session_ids\": [\"b26b04e7-0bb6-4ff5-baa9-7668110ec799\", \"41fbf4bf-1956-47fe-a8cb-ccfb7dc85daa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display 7 users pieces of information who are residents of city Tokyo also put to use sorting by average week duration descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"96328\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-14 05:46:26.000000+00:00\", \"2019-05-05 22:32:43.000000+00:00\", \"2019-07-08 17:57:09.000000+00:00\", \"2023-04-27 10:45:58.000000+00:00\", \"2020-12-10 03:00:43.000000+00:00\", \"2023-04-14 17:03:48.000000+00:00\", \"2022-01-03 03:53:18.000000+00:00\", \"2021-04-01 14:27:08.000000+00:00\", \"2023-01-27 10:01:12.000000+00:00\", \"2022-12-26 21:02:51.000000+00:00\"], \"session_ids\": [\"e473de0f-1141-4d9b-9fd9-f0cfecc590ca\", \"56ef309d-8ae5-476b-9cb5-2751f19da831\", \"cb9b3e72-47cd-4a86-a8e1-384c89b78694\", \"cbcea30a-7655-41c4-9821-2752e898db67\", \"153b62fc-c667-4fb0-9633-295a12526909\", \"59198f9c-af79-4a72-b637-2ec5b008e334\", \"281987c1-f014-41e9-a5a4-2ed7b0f7bc7f\", \"0a807547-5b99-4669-a4db-b70f82271bff\", \"fd9ffa66-e679-437c-a851-e012f0b126ba\", \"fd490095-b15a-460f-9faa-6806d5f08407\"], \"total_duration\": 18522.0, \"total_sessions\": 10, \"mean_week_duration\": 89.048}, \"59731\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-08 17:38:28.000000+00:00\", \"2019-01-03 04:55:15.000000+00:00\"], \"session_ids\": [\"2d266b2e-3827-4394-a3bc-acd3b99b7aa1\", \"65b337ab-2cd3-4b47-9f60-126645d33995\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.367}, \"79275\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2022-06-05 20:33:39.000000+00:00\", \"2020-10-19 15:25:23.000000+00:00\", \"2019-09-23 19:03:00.000000+00:00\", \"2021-08-22 01:05:09.000000+00:00\", \"2021-08-24 14:25:09.000000+00:00\", \"2020-01-26 14:53:39.000000+00:00\", \"2020-03-05 00:38:10.000000+00:00\", \"2021-07-25 05:19:51.000000+00:00\", \"2019-06-24 18:40:42.000000+00:00\", \"2019-04-06 20:31:26.000000+00:00\"], \"session_ids\": [\"2123c68a-a42c-4e9e-8f3d-46c81b2d6687\", \"6a33261b-1cb0-434c-a4c3-8c008582c218\", \"050ff174-caf5-4819-a541-525079f312ea\", \"d8c57d2e-61ff-4f5f-b9f6-42fa5bbea0ea\", \"b41dd0d7-2bdb-43a3-aaf7-1a655a5deb40\", \"b77d05a6-1ce2-41f2-9e69-a47762b0a4c2\", \"e373c437-3132-402b-b2bf-3eeec8682fbc\", \"eaa2b01a-f5a2-4416-b5a3-34dd39d8d3d4\", \"3f5952e1-4c09-4710-9984-68bb32daf597\", \"de33a568-961a-42f4-bfcd-fa147d103ffc\"], \"total_duration\": 3084.0, \"total_sessions\": 10, \"mean_week_duration\": 18.578}, \"33327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-17 20:32:54.000000+00:00\", \"2021-05-23 02:20:12.000000+00:00\"], \"session_ids\": [\"42438d1b-9789-4dd1-a5c7-b2e3e57ff2b4\", \"0ca980d6-8d30-4b0b-8c48-3dae04b89e64\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 3.165}, \"43868\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-03-09 08:42:29.000000+00:00\", \"2022-07-03 21:05:13.000000+00:00\"], \"session_ids\": [\"44c5498d-9adc-42be-af54-9e080af919c4\", \"f9b44589-f306-4f7b-b623-5e340a82d20d\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 1.46}, \"27704\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-09 23:40:59.000000+00:00\", \"2021-10-10 16:14:17.000000+00:00\"], \"session_ids\": [\"7b5f48b6-2100-44e2-9262-cd370872ec01\", \"c164ebc7-18f5-4d64-94be-f50af827e4e5\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 1.197}, \"40992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-15 11:29:47.000000+00:00\", \"2020-03-10 13:47:49.000000+00:00\"], \"session_ids\": [\"32ff5f8f-af53-4225-b6a6-1eac4ad9f072\", \"7716e792-a1d5-4d3e-ad53-31fded5b72d8\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 7.971}, \"56143\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-14 18:22:56.000000+00:00\", \"2022-10-20 11:16:19.000000+00:00\"], \"session_ids\": [\"6b5d0128-074f-4ff9-87df-a76ff2c49d04\", \"50d15e97-bc3e-4a8e-ac34-4bc6a27f7ad8\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 1.987}, \"26419\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-14 16:55:44.000000+00:00\", \"2021-05-10 12:05:32.000000+00:00\"], \"session_ids\": [\"9cb6fd71-07bb-4c70-92aa-9632ac137080\", \"c6d7ecac-f7dc-40c2-ab88-5503179b37e6\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 28.625}, \"45086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-01 16:52:46.000000+00:00\", \"2019-12-01 22:38:31.000000+00:00\", \"2019-09-19 03:45:32.000000+00:00\"], \"session_ids\": [\"16bed178-9253-4209-9fc7-558f39a7c7a1\", \"382f288e-9426-40a0-b0bb-9fcc036ceaf2\", \"729dcae2-b512-4cf8-8f5d-648d1ee5c180\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.277}}\n```\n"
}
] |
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