conversations
list |
|---|
[
{
"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[{\"86745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-11 18:13:48.000000+00:00\", \"2021-01-02 00:58:05.000000+00:00\", \"2021-06-27 15:24:40.000000+00:00\", \"2019-03-18 09:22:45.000000+00:00\", \"2022-09-17 08:31:06.000000+00:00\", \"2022-09-26 08:43:13.000000+00:00\", \"2020-08-10 14:06:36.000000+00:00\"], \"session_ids\": [\"a1ea2452-2e6d-46d0-82b6-1582775c9a18\", \"668b8532-9cf6-41b3-b1da-e71abfb7126d\", \"4ecbb6ec-db62-4488-a6a5-f0686fac72b5\", \"8e40353d-c4c6-490f-9fd1-9b7e448cc5f2\", \"57909345-c095-4541-996f-637ea6f4b187\", \"fb1cca95-2ca4-4d39-b137-c14b80b7b5b4\", \"d20f4b2c-3271-4b0c-b63f-55fc01301bd7\"], \"total_duration\": 8188.0, \"total_sessions\": 7, \"mean_week_duration\": 44.5}}, {\"73452\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-19 05:58:16.000000+00:00\", \"2021-09-06 20:03:24.000000+00:00\", \"2020-11-04 17:11:36.000000+00:00\"], \"session_ids\": [\"2bb835ea-e2db-4eb6-8d5d-e4c8d3e783db\", \"c993477c-cd33-48e7-9407-76e258ac46f0\", \"983a711f-7fc2-43d7-b162-845ae4275111\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 10.568}}]\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[{\"86745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-11 18:13:48.000000+00:00\", \"2021-01-02 00:58:05.000000+00:00\", \"2021-06-27 15:24:40.000000+00:00\", \"2019-03-18 09:22:45.000000+00:00\", \"2022-09-17 08:31:06.000000+00:00\", \"2022-09-26 08:43:13.000000+00:00\", \"2020-08-10 14:06:36.000000+00:00\"], \"session_ids\": [\"a1ea2452-2e6d-46d0-82b6-1582775c9a18\", \"668b8532-9cf6-41b3-b1da-e71abfb7126d\", \"4ecbb6ec-db62-4488-a6a5-f0686fac72b5\", \"8e40353d-c4c6-490f-9fd1-9b7e448cc5f2\", \"57909345-c095-4541-996f-637ea6f4b187\", \"fb1cca95-2ca4-4d39-b137-c14b80b7b5b4\", \"d20f4b2c-3271-4b0c-b63f-55fc01301bd7\"], \"total_duration\": 8188.0, \"total_sessions\": 7, \"mean_week_duration\": 44.5}}, {\"73452\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-19 05:58:16.000000+00:00\", \"2021-09-06 20:03:24.000000+00:00\", \"2020-11-04 17:11:36.000000+00:00\"], \"session_ids\": [\"2bb835ea-e2db-4eb6-8d5d-e4c8d3e783db\", \"c993477c-cd33-48e7-9407-76e258ac46f0\", \"983a711f-7fc2-43d7-b162-845ae4275111\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 10.568}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about users who hold the bottom position in sum of duration and implement sorting by aver of time using the app per week in ascending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"78914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-02 07:34:48.000000+00:00\", \"2019-01-07 21:18:09.000000+00:00\"], \"session_ids\": [\"0d19f9fc-0b83-4270-b40c-035960df42a6\", \"de16b5ff-d268-4fd0-acd9-068eedaad182\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}, \"5043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-21 08:43:06.000000+00:00\", \"2021-09-29 20:19:11.000000+00:00\", \"2020-10-18 07:39:13.000000+00:00\", \"2019-10-28 23:24:54.000000+00:00\"], \"session_ids\": [\"43e00351-3786-445c-8b72-6cca6f43d30c\", \"7a612590-0d0a-469c-bab5-b257383f4281\", \"25e31e42-6200-47ec-b34b-9271fbffaaaf\", \"33ed3b19-d3f4-464c-bc09-2cd3ca68a4b7\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 1.174}, \"87807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-01-12 23:25:31.000000+00:00\", \"2022-05-22 18:02:42.000000+00:00\"], \"session_ids\": [\"ce3d3364-8c0c-431f-afd8-28179f8bd8e4\", \"67080ad5-0d4a-4860-a7aa-209561e9fd86\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}, \"32066\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-19 21:04:59.000000+00:00\", \"2019-05-23 14:41:36.000000+00:00\", \"2022-12-27 10:07:35.000000+00:00\", \"2021-02-23 02:39:27.000000+00:00\", \"2021-11-08 00:44:08.000000+00:00\", \"2021-06-03 22:23:34.000000+00:00\"], \"session_ids\": [\"ece844e0-6856-48f3-84d9-9c74b4ecf687\", \"f525685c-db14-4114-a338-cbebb88174c0\", \"06fff46c-282e-4cde-9934-4eff20ddd4f3\", \"4ea8212e-44f9-4901-b9a5-cb681677897d\", \"42ce356d-e586-490c-ba65-30a878c00f76\", \"fa4c1282-83f0-4486-9787-d6714a22ef36\"], \"total_duration\": 286.0, \"total_sessions\": 6, \"mean_week_duration\": 1.521}, \"85328\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-09-08 14:20:26.000000+00:00\", \"2019-02-14 00:46:32.000000+00:00\", \"2022-11-16 09:38:27.000000+00:00\"], \"session_ids\": [\"62534ad1-7df8-40a1-81c7-6ad8a1a43eb0\", \"1adcc021-b1d2-4ef2-9390-10731590f02f\", \"8e4e9a14-72cb-4bf2-9b4c-cbe760a1981d\"], \"total_duration\": 150.0, \"total_sessions\": 3, \"mean_week_duration\": 0.765}, \"24536\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-11 17:33:21.000000+00:00\", \"2021-03-29 15:16:56.000000+00:00\"], \"session_ids\": [\"81d1d00e-9992-4fe7-8e4b-8d09a1a837e1\", \"8b29a58e-7867-4cbe-9566-8739a83632d9\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.631}, \"40429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-06-27 06:37:02.000000+00:00\", \"2020-09-10 07:32:38.000000+00:00\", \"2022-03-29 17:41:00.000000+00:00\", \"2021-06-25 01:20:14.000000+00:00\", \"2022-05-01 20:07:02.000000+00:00\"], \"session_ids\": [\"d7e7d6b8-1581-4a52-8e99-865e4160477c\", \"95be8059-1775-47b8-b0b0-d9689a4cdc91\", \"60b5f0e9-cd50-434b-8e4e-e7255196f13f\", \"1f6de441-8fa3-4fa4-a993-4badfe3471c7\", \"1f59477e-48d6-4b12-ae47-443ebaefb9a6\"], \"total_duration\": 2506.0, \"total_sessions\": 5, \"mean_week_duration\": 16.819}, \"30218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-07 03:17:18.000000+00:00\", \"2022-03-22 05:22:40.000000+00:00\", \"2020-02-16 23:36:32.000000+00:00\", \"2019-02-28 03:46:29.000000+00:00\", \"2023-05-07 08:43:52.000000+00:00\", \"2023-05-26 12:19:04.000000+00:00\", \"2021-10-01 22:33:34.000000+00:00\"], \"session_ids\": [\"0e050471-59ec-46d3-9cf5-0a96151e6346\", \"6566ff0a-b349-41c8-9949-9ad7c0aa44ec\", \"4d66590c-d668-427e-920e-f8fa51a5ed18\", \"39134801-d7bf-4194-9188-f74871530bc7\", \"4d7d6622-eb00-4626-ba59-cfd5404e5fac\", \"e5a85250-06ee-4726-b4dc-df41df6f9348\", \"2c76457f-a892-43ae-9a35-bd2590d750be\"], \"total_duration\": 2045.0, \"total_sessions\": 7, \"mean_week_duration\": 8.93}, \"88194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-23 21:57:35.000000+00:00\", \"2022-12-21 21:02:03.000000+00:00\"], \"session_ids\": [\"c292d885-603f-444c-bed9-c7aab4c9518a\", \"6a1e71f0-f953-4fc5-a9ec-e7cb30f47cbe\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 5.941}, \"56661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-09 03:03:15.000000+00:00\", \"2021-06-26 16:23:00.000000+00:00\", \"2022-03-03 14:23:38.000000+00:00\", \"2020-09-07 16:05:29.000000+00:00\", \"2021-08-15 20:27:10.000000+00:00\", \"2020-09-17 05:48:03.000000+00:00\"], \"session_ids\": [\"154c5af7-da8b-4f32-8f40-09622953539f\", \"1e9a2641-5093-470d-9a0a-bdd6d09a8eb7\", \"eda14273-37f7-4407-b592-9f3e857c3c3b\", \"539b44bd-085f-4aaa-b45b-1db9169fdca7\", \"51b80c5d-a078-4f76-b872-78da80bc0b4b\", \"049ef90e-26ef-45f7-8d2a-f6abdcfa7965\"], \"total_duration\": 68.0, \"total_sessions\": 6, \"mean_week_duration\": 0.562}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"87807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-01-12 23:25:31.000000+00:00\", \"2022-05-22 18:02:42.000000+00:00\"], \"session_ids\": [\"ce3d3364-8c0c-431f-afd8-28179f8bd8e4\", \"67080ad5-0d4a-4860-a7aa-209561e9fd86\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}, {\"56661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-09 03:03:15.000000+00:00\", \"2021-06-26 16:23:00.000000+00:00\", \"2022-03-03 14:23:38.000000+00:00\", \"2020-09-07 16:05:29.000000+00:00\", \"2021-08-15 20:27:10.000000+00:00\", \"2020-09-17 05:48:03.000000+00:00\"], \"session_ids\": [\"154c5af7-da8b-4f32-8f40-09622953539f\", \"1e9a2641-5093-470d-9a0a-bdd6d09a8eb7\", \"eda14273-37f7-4407-b592-9f3e857c3c3b\", \"539b44bd-085f-4aaa-b45b-1db9169fdca7\", \"51b80c5d-a078-4f76-b872-78da80bc0b4b\", \"049ef90e-26ef-45f7-8d2a-f6abdcfa7965\"], \"total_duration\": 68.0, \"total_sessions\": 6, \"mean_week_duration\": 0.562}}, {\"88194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-23 21:57:35.000000+00:00\", \"2022-12-21 21:02:03.000000+00:00\"], \"session_ids\": [\"c292d885-603f-444c-bed9-c7aab4c9518a\", \"6a1e71f0-f953-4fc5-a9ec-e7cb30f47cbe\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 5.941}}]\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[{\"56661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-09 03:03:15.000000+00:00\", \"2021-06-26 16:23:00.000000+00:00\", \"2022-03-03 14:23:38.000000+00:00\", \"2020-09-07 16:05:29.000000+00:00\", \"2021-08-15 20:27:10.000000+00:00\", \"2020-09-17 05:48:03.000000+00:00\"], \"session_ids\": [\"154c5af7-da8b-4f32-8f40-09622953539f\", \"1e9a2641-5093-470d-9a0a-bdd6d09a8eb7\", \"eda14273-37f7-4407-b592-9f3e857c3c3b\", \"539b44bd-085f-4aaa-b45b-1db9169fdca7\", \"51b80c5d-a078-4f76-b872-78da80bc0b4b\", \"049ef90e-26ef-45f7-8d2a-f6abdcfa7965\"], \"total_duration\": 68.0, \"total_sessions\": 6, \"mean_week_duration\": 0.562}}, {\"87807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-01-12 23:25:31.000000+00:00\", \"2022-05-22 18:02:42.000000+00:00\"], \"session_ids\": [\"ce3d3364-8c0c-431f-afd8-28179f8bd8e4\", \"67080ad5-0d4a-4860-a7aa-209561e9fd86\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}, {\"88194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-23 21:57:35.000000+00:00\", \"2022-12-21 21:02:03.000000+00:00\"], \"session_ids\": [\"c292d885-603f-444c-bed9-c7aab4c9518a\", \"6a1e71f0-f953-4fc5-a9ec-e7cb30f47cbe\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 5.941}}]\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[{\"56661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-09 03:03:15.000000+00:00\", \"2021-06-26 16:23:00.000000+00:00\", \"2022-03-03 14:23:38.000000+00:00\", \"2020-09-07 16:05:29.000000+00:00\", \"2021-08-15 20:27:10.000000+00:00\", \"2020-09-17 05:48:03.000000+00:00\"], \"session_ids\": [\"154c5af7-da8b-4f32-8f40-09622953539f\", \"1e9a2641-5093-470d-9a0a-bdd6d09a8eb7\", \"eda14273-37f7-4407-b592-9f3e857c3c3b\", \"539b44bd-085f-4aaa-b45b-1db9169fdca7\", \"51b80c5d-a078-4f76-b872-78da80bc0b4b\", \"049ef90e-26ef-45f7-8d2a-f6abdcfa7965\"], \"total_duration\": 68.0, \"total_sessions\": 6, \"mean_week_duration\": 0.562}}, {\"87807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-01-12 23:25:31.000000+00:00\", \"2022-05-22 18:02:42.000000+00:00\"], \"session_ids\": [\"ce3d3364-8c0c-431f-afd8-28179f8bd8e4\", \"67080ad5-0d4a-4860-a7aa-209561e9fd86\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}, {\"88194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-23 21:57:35.000000+00:00\", \"2022-12-21 21:02:03.000000+00:00\"], \"session_ids\": [\"c292d885-603f-444c-bed9-c7aab4c9518a\", \"6a1e71f0-f953-4fc5-a9ec-e7cb30f47cbe\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 5.941}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 7 users who are residents of city Sydney and in addition implement sorting by time using the app in desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"83198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-17 02:19:24.000000+00:00\", \"2021-01-18 11:09:24.000000+00:00\", \"2022-01-30 20:13:47.000000+00:00\", \"2021-11-01 23:29:15.000000+00:00\", \"2019-12-20 01:36:02.000000+00:00\", \"2022-04-21 08:10:29.000000+00:00\"], \"session_ids\": [\"f9138f37-bbe2-4a0c-b65e-e2ef6758760b\", \"5e6424b9-ddd1-47be-b2ab-663fa0876ad3\", \"443766b1-2337-49c2-88a3-e22a0c5a684a\", \"f41cdaf7-23af-41bf-b2a5-ffda42d4072d\", \"b8fa53b1-6ce6-4205-bbe5-cefd43099c66\", \"273dbcc3-57c1-4630-babb-bb75e1cdd8d9\"], \"total_duration\": 481.0, \"total_sessions\": 6, \"mean_week_duration\": 3.25}, \"74508\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-27 15:42:09.000000+00:00\", \"2020-10-21 01:30:35.000000+00:00\", \"2022-08-21 15:09:21.000000+00:00\", \"2023-03-04 15:41:49.000000+00:00\"], \"session_ids\": [\"94f016eb-647c-4e59-a27a-281c2df1a4e1\", \"1d718c85-6978-4d5c-99e8-d1fd61ddad54\", \"1dfe3852-1d39-471b-80dd-6a653b57930e\", \"de94aec4-072b-4c66-a5a0-b407c33f0917\"], \"total_duration\": 102.0, \"total_sessions\": 4, \"mean_week_duration\": 0.823}, \"99820\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-11 13:33:16.000000+00:00\", \"2021-08-08 03:42:24.000000+00:00\"], \"session_ids\": [\"4c2e16d1-e31a-4db6-b73a-cb9d388fcaaa\", \"c85359ac-9765-427a-86ef-eb39d8b0b8e6\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 2.605}, \"87333\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-02 12:48:23.000000+00:00\", \"2023-01-18 15:03:24.000000+00:00\"], \"session_ids\": [\"e9a24a1c-a9e6-4204-9b80-b3d88ff1e0b7\", \"4dcba42a-30cc-4e1f-9f36-a02134bdabd2\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 2.625}, \"25195\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-05-30 22:10:47.000000+00:00\", \"2021-03-04 03:00:14.000000+00:00\", \"2019-06-01 23:13:30.000000+00:00\", \"2020-08-04 18:02:14.000000+00:00\", \"2019-10-05 11:39:12.000000+00:00\", \"2021-10-17 08:16:33.000000+00:00\", \"2019-10-18 12:01:34.000000+00:00\", \"2020-01-08 23:58:11.000000+00:00\", \"2022-02-24 20:30:03.000000+00:00\"], \"session_ids\": [\"3db5ae28-f7e6-4853-9c01-31567bdf7f04\", \"769e4b82-34ee-47f7-8b16-01c91ec40a4c\", \"741408da-4dc0-4a92-9181-e5808da16a42\", \"6fb0d83f-91e5-4fd0-b4b4-08647ef51451\", \"d8817d97-d3c2-47e5-bb92-4f4dcaefe2a7\", \"0fc75eb9-a6ed-4164-9bb2-51b6e8274814\", \"da24d34b-f0bf-4cc7-932f-3805549ce77c\", \"f8ffc16e-c947-4520-b880-f7d672d6124a\", \"2cc00f06-7cd5-4eee-928a-f2ef60e21198\"], \"total_duration\": 1054.0, \"total_sessions\": 9, \"mean_week_duration\": 7.371}, \"89196\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-24 10:52:35.000000+00:00\", \"2020-05-03 11:06:59.000000+00:00\"], \"session_ids\": [\"3c71a4d1-cb56-4213-860a-b7576f3ad17b\", \"fb8c7f76-dab4-4e45-990d-127591b6010a\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 26.0}, \"61635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-21 03:55:39.000000+00:00\", \"2020-11-09 04:18:01.000000+00:00\", \"2020-02-10 13:43:11.000000+00:00\"], \"session_ids\": [\"c7f03fa3-ef44-49e3-96a1-a88cadabffe6\", \"396f3423-a4fa-47ac-894e-a8a7771224a1\", \"ce34d1a7-98de-45a4-baa7-ce1b9a734f0e\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 1.511}, \"68444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-02 09:09:34.000000+00:00\", \"2020-12-18 11:12:22.000000+00:00\", \"2021-06-29 01:45:50.000000+00:00\", \"2020-08-03 07:47:03.000000+00:00\", \"2019-02-10 09:34:17.000000+00:00\", \"2023-04-16 11:53:30.000000+00:00\", \"2019-05-22 02:07:11.000000+00:00\", \"2019-05-06 23:12:38.000000+00:00\"], \"session_ids\": [\"7e0cbd88-a770-4250-bf4d-1778d31cac3f\", \"a77933c0-7a98-46d7-9ea8-fa9c22cef937\", \"a30e9688-611d-4289-b173-5976215ac16b\", \"658d3131-8c72-4375-b06f-cdc4e72db22b\", \"d43e1803-bccd-4e8b-a549-883814858699\", \"427fe7d2-8d3d-4302-8a82-0268eeb4f768\", \"4054dd3a-514b-4f05-b12e-b713e39fee53\", \"a2b7a34f-ac2f-4825-919e-9e865e70d7c8\"], \"total_duration\": 4895.0, \"total_sessions\": 8, \"mean_week_duration\": 22.454}, \"34348\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-11 11:19:48.000000+00:00\", \"2023-02-15 06:53:13.000000+00:00\"], \"session_ids\": [\"3411ee05-0842-41df-a39f-b319e8ea0d90\", \"cecae90b-db25-41bf-916c-22505809f1c6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 2.297}, \"64770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-21 08:13:48.000000+00:00\", \"2021-06-16 07:35:09.000000+00:00\", \"2019-09-29 01:50:22.000000+00:00\", \"2021-12-15 13:33:30.000000+00:00\", \"2023-03-04 03:55:59.000000+00:00\", \"2020-04-20 15:11:52.000000+00:00\", \"2021-06-08 10:07:58.000000+00:00\"], \"session_ids\": [\"b12780d2-fd49-4dff-84f3-0834c49e283d\", \"7d1cd4b8-7641-4f29-89d9-140c3dfe1a1b\", \"3a9deb93-f51a-4a83-9b6c-6524ac5a1050\", \"c30acd41-5783-42e1-8046-d4a1fbb7d846\", \"e6e6be19-785c-4638-963a-bbb1416f4fca\", \"94348b1a-041c-42b1-a810-9889a81723f7\", \"0f042eab-f579-4d30-b8fb-26985a741476\"], \"total_duration\": 96.0, \"total_sessions\": 7, \"mean_week_duration\": 0.536}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Sydney"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Sydney\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on user whose overall quantity of sessions is strictly less than 2 and greater than 7 , implement sorting by total sessoins count from the largest to the smallest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"11961\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-07 04:15:24.000000+00:00\", \"2023-01-15 21:39:44.000000+00:00\"], \"session_ids\": [\"9ffcda20-8824-4208-b335-86f7d2e9cb46\", \"87d1eb8c-34b6-4c2b-b127-760304e3175b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.133}, \"39582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-05-03 20:03:51.000000+00:00\", \"2023-02-02 02:44:03.000000+00:00\", \"2019-06-12 19:46:16.000000+00:00\", \"2022-06-08 05:52:35.000000+00:00\", \"2019-04-03 05:48:55.000000+00:00\", \"2022-09-14 04:14:41.000000+00:00\", \"2020-07-25 13:18:11.000000+00:00\", \"2019-06-16 19:04:19.000000+00:00\", \"2020-04-23 02:23:05.000000+00:00\"], \"session_ids\": [\"4a7234b8-b756-4828-94d6-83b7494a77ef\", \"902c8f25-bf20-48e8-bedc-ee65026921a3\", \"7bcdb56e-619f-4612-b714-9aefdd99e95c\", \"3fce8679-0354-4b38-9937-f5bf1455ec8b\", \"a7a22e2e-5861-4c93-b2e3-1bb289ba3433\", \"38eea0f5-3913-46da-ada6-7173caaa68fd\", \"add3ea52-ddca-49ab-8886-aed73190d046\", \"e7a8c4fa-f7b8-4b48-b7b1-83af24032cbb\", \"32a8fed9-4a2b-4404-a443-1cda92a6862d\"], \"total_duration\": 547.0, \"total_sessions\": 9, \"mean_week_duration\": 2.735}, \"57610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-25 18:22:28.000000+00:00\", \"2019-12-06 08:26:22.000000+00:00\", \"2021-04-23 23:12:25.000000+00:00\"], \"session_ids\": [\"08c7b1ff-bf7b-4288-95a3-ea264ead3e1e\", \"425a560a-4ded-4b58-bafe-e27d21fb67e7\", \"7755bd4c-90f7-47b3-a211-7c5f090b32a4\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 6.802}, \"8895\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-25 11:34:07.000000+00:00\", \"2019-09-16 23:48:56.000000+00:00\"], \"session_ids\": [\"4074c3ea-20c7-4e19-a223-37dd79086d07\", \"4e701454-18a2-449c-a0eb-7ae9445eef0e\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.138}, \"21254\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-12 14:07:31.000000+00:00\", \"2021-01-24 15:02:44.000000+00:00\", \"2021-12-21 19:21:37.000000+00:00\"], \"session_ids\": [\"79a68cd1-3b7b-4bef-8c25-586bc082eacf\", \"73f7e2db-4e5b-41f5-8695-3c3a8f2bab71\", \"00d7570d-330a-4ad6-b9a9-188d9627a726\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.617}, \"59064\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-03 15:27:18.000000+00:00\", \"2021-10-15 18:54:07.000000+00:00\"], \"session_ids\": [\"548d55d4-9597-4f98-b482-a43c65efa3b1\", \"359dd8f1-2446-4c62-a8f7-da76dba75b5f\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.118}, \"53599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-20 11:30:00.000000+00:00\", \"2023-01-28 01:00:39.000000+00:00\"], \"session_ids\": [\"c5151000-7474-4a15-9288-89de23dce1df\", \"0fb68c7d-563c-4758-922f-9e8fbbd6ae5c\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 9.125}, \"6561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-01 07:36:13.000000+00:00\", \"2020-07-27 01:03:16.000000+00:00\", \"2022-02-10 19:17:53.000000+00:00\", \"2019-02-09 00:40:20.000000+00:00\", \"2023-02-15 04:02:23.000000+00:00\", \"2021-10-12 18:09:49.000000+00:00\", \"2022-04-06 19:44:48.000000+00:00\"], \"session_ids\": [\"b3d0b53c-3d3e-4a4c-83b5-cf724eda1c4d\", \"8e1d2008-8a24-4773-b81d-a5741bd6c407\", \"2a2f2784-a3d7-4cc0-b877-a7fc13c8d24f\", \"9529aa0e-c853-499a-b835-5cf00087ec44\", \"155fc21a-4f09-49a4-b87a-14189654b075\", \"a35d2148-c51b-4af2-b664-bfafaad997f7\", \"6c4488fe-e590-4a0c-adcc-25991e3ea826\"], \"total_duration\": 8934.0, \"total_sessions\": 7, \"mean_week_duration\": 42.543}, \"95069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-22 14:29:55.000000+00:00\", \"2023-01-09 10:40:18.000000+00:00\"], \"session_ids\": [\"52abaaf7-ecc3-466b-98cf-805833b97617\", \"4285b3ec-e9e2-4fb5-b823-c6d9a8dc0729\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.198}, \"73609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-18 22:12:43.000000+00:00\", \"2020-12-20 09:56:53.000000+00:00\", \"2019-01-15 22:54:29.000000+00:00\"], \"session_ids\": [\"babb927a-7aea-4f0d-9922-993394317bb2\", \"ca9ed368-6da1-4afb-ba39-488878e48c8f\", \"f102474c-49bc-428e-9fd7-cb397c8db979\"], \"total_duration\": 153.0, \"total_sessions\": 3, \"mean_week_duration\": 1.515}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 2 and are equal or greater than 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"39582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-05-03 20:03:51.000000+00:00\", \"2023-02-02 02:44:03.000000+00:00\", \"2019-06-12 19:46:16.000000+00:00\", \"2022-06-08 05:52:35.000000+00:00\", \"2019-04-03 05:48:55.000000+00:00\", \"2022-09-14 04:14:41.000000+00:00\", \"2020-07-25 13:18:11.000000+00:00\", \"2019-06-16 19:04:19.000000+00:00\", \"2020-04-23 02:23:05.000000+00:00\"], \"session_ids\": [\"4a7234b8-b756-4828-94d6-83b7494a77ef\", \"902c8f25-bf20-48e8-bedc-ee65026921a3\", \"7bcdb56e-619f-4612-b714-9aefdd99e95c\", \"3fce8679-0354-4b38-9937-f5bf1455ec8b\", \"a7a22e2e-5861-4c93-b2e3-1bb289ba3433\", \"38eea0f5-3913-46da-ada6-7173caaa68fd\", \"add3ea52-ddca-49ab-8886-aed73190d046\", \"e7a8c4fa-f7b8-4b48-b7b1-83af24032cbb\", \"32a8fed9-4a2b-4404-a443-1cda92a6862d\"], \"total_duration\": 547.0, \"total_sessions\": 9, \"mean_week_duration\": 2.735}, \"6561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-01 07:36:13.000000+00:00\", \"2020-07-27 01:03:16.000000+00:00\", \"2022-02-10 19:17:53.000000+00:00\", \"2019-02-09 00:40:20.000000+00:00\", \"2023-02-15 04:02:23.000000+00:00\", \"2021-10-12 18:09:49.000000+00:00\", \"2022-04-06 19:44:48.000000+00:00\"], \"session_ids\": [\"b3d0b53c-3d3e-4a4c-83b5-cf724eda1c4d\", \"8e1d2008-8a24-4773-b81d-a5741bd6c407\", \"2a2f2784-a3d7-4cc0-b877-a7fc13c8d24f\", \"9529aa0e-c853-499a-b835-5cf00087ec44\", \"155fc21a-4f09-49a4-b87a-14189654b075\", \"a35d2148-c51b-4af2-b664-bfafaad997f7\", \"6c4488fe-e590-4a0c-adcc-25991e3ea826\"], \"total_duration\": 8934.0, \"total_sessions\": 7, \"mean_week_duration\": 42.543}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"39582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-05-03 20:03:51.000000+00:00\", \"2023-02-02 02:44:03.000000+00:00\", \"2019-06-12 19:46:16.000000+00:00\", \"2022-06-08 05:52:35.000000+00:00\", \"2019-04-03 05:48:55.000000+00:00\", \"2022-09-14 04:14:41.000000+00:00\", \"2020-07-25 13:18:11.000000+00:00\", \"2019-06-16 19:04:19.000000+00:00\", \"2020-04-23 02:23:05.000000+00:00\"], \"session_ids\": [\"4a7234b8-b756-4828-94d6-83b7494a77ef\", \"902c8f25-bf20-48e8-bedc-ee65026921a3\", \"7bcdb56e-619f-4612-b714-9aefdd99e95c\", \"3fce8679-0354-4b38-9937-f5bf1455ec8b\", \"a7a22e2e-5861-4c93-b2e3-1bb289ba3433\", \"38eea0f5-3913-46da-ada6-7173caaa68fd\", \"add3ea52-ddca-49ab-8886-aed73190d046\", \"e7a8c4fa-f7b8-4b48-b7b1-83af24032cbb\", \"32a8fed9-4a2b-4404-a443-1cda92a6862d\"], \"total_duration\": 547.0, \"total_sessions\": 9, \"mean_week_duration\": 2.735}}, {\"6561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-01 07:36:13.000000+00:00\", \"2020-07-27 01:03:16.000000+00:00\", \"2022-02-10 19:17:53.000000+00:00\", \"2019-02-09 00:40:20.000000+00:00\", \"2023-02-15 04:02:23.000000+00:00\", \"2021-10-12 18:09:49.000000+00:00\", \"2022-04-06 19:44:48.000000+00:00\"], \"session_ids\": [\"b3d0b53c-3d3e-4a4c-83b5-cf724eda1c4d\", \"8e1d2008-8a24-4773-b81d-a5741bd6c407\", \"2a2f2784-a3d7-4cc0-b877-a7fc13c8d24f\", \"9529aa0e-c853-499a-b835-5cf00087ec44\", \"155fc21a-4f09-49a4-b87a-14189654b075\", \"a35d2148-c51b-4af2-b664-bfafaad997f7\", \"6c4488fe-e590-4a0c-adcc-25991e3ea826\"], \"total_duration\": 8934.0, \"total_sessions\": 7, \"mean_week_duration\": 42.543}}]\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[{\"39582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-05-03 20:03:51.000000+00:00\", \"2023-02-02 02:44:03.000000+00:00\", \"2019-06-12 19:46:16.000000+00:00\", \"2022-06-08 05:52:35.000000+00:00\", \"2019-04-03 05:48:55.000000+00:00\", \"2022-09-14 04:14:41.000000+00:00\", \"2020-07-25 13:18:11.000000+00:00\", \"2019-06-16 19:04:19.000000+00:00\", \"2020-04-23 02:23:05.000000+00:00\"], \"session_ids\": [\"4a7234b8-b756-4828-94d6-83b7494a77ef\", \"902c8f25-bf20-48e8-bedc-ee65026921a3\", \"7bcdb56e-619f-4612-b714-9aefdd99e95c\", \"3fce8679-0354-4b38-9937-f5bf1455ec8b\", \"a7a22e2e-5861-4c93-b2e3-1bb289ba3433\", \"38eea0f5-3913-46da-ada6-7173caaa68fd\", \"add3ea52-ddca-49ab-8886-aed73190d046\", \"e7a8c4fa-f7b8-4b48-b7b1-83af24032cbb\", \"32a8fed9-4a2b-4404-a443-1cda92a6862d\"], \"total_duration\": 547.0, \"total_sessions\": 9, \"mean_week_duration\": 2.735}}]\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[{\"39582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-05-03 20:03:51.000000+00:00\", \"2023-02-02 02:44:03.000000+00:00\", \"2019-06-12 19:46:16.000000+00:00\", \"2022-06-08 05:52:35.000000+00:00\", \"2019-04-03 05:48:55.000000+00:00\", \"2022-09-14 04:14:41.000000+00:00\", \"2020-07-25 13:18:11.000000+00:00\", \"2019-06-16 19:04:19.000000+00:00\", \"2020-04-23 02:23:05.000000+00:00\"], \"session_ids\": [\"4a7234b8-b756-4828-94d6-83b7494a77ef\", \"902c8f25-bf20-48e8-bedc-ee65026921a3\", \"7bcdb56e-619f-4612-b714-9aefdd99e95c\", \"3fce8679-0354-4b38-9937-f5bf1455ec8b\", \"a7a22e2e-5861-4c93-b2e3-1bb289ba3433\", \"38eea0f5-3913-46da-ada6-7173caaa68fd\", \"add3ea52-ddca-49ab-8886-aed73190d046\", \"e7a8c4fa-f7b8-4b48-b7b1-83af24032cbb\", \"32a8fed9-4a2b-4404-a443-1cda92a6862d\"], \"total_duration\": 547.0, \"total_sessions\": 9, \"mean_week_duration\": 2.735}}]\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 3 users who have time using the app per week bigger than 27 and smaller than 19 (not including) additionaly apply sorting by time in app per week in asc order + remain only 2 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"55019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-20 22:54:30.000000+00:00\", \"2021-02-13 23:08:13.000000+00:00\"], \"session_ids\": [\"268507d4-b9fc-49f2-b102-4ee19699d608\", \"4ffc43b8-a0cf-4ffa-8df1-5a389ef65270\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}, \"67350\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-03 20:02:55.000000+00:00\", \"2022-03-19 23:50:31.000000+00:00\", \"2022-11-21 18:02:02.000000+00:00\", \"2022-08-22 21:03:16.000000+00:00\", \"2021-06-28 11:54:29.000000+00:00\", \"2021-12-13 13:13:17.000000+00:00\"], \"session_ids\": [\"2d5843d1-375d-4262-affe-2bbd954fb33e\", \"cb78c6ee-8f07-48be-943a-ab9cbdb31a11\", \"f136cf67-4f63-4856-be6d-2f3a5578fd98\", \"6d279d01-2081-43ed-bec0-cf5db7b9d21b\", \"f3a5efb5-b4f0-4d6c-8895-e4b08c743095\", \"7eac1890-073e-4323-990d-3d3b22182055\"], \"total_duration\": 1077.0, \"total_sessions\": 6, \"mean_week_duration\": 11.967}, \"22813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-06-27 20:00:10.000000+00:00\", \"2019-07-11 13:34:58.000000+00:00\"], \"session_ids\": [\"2c06a209-77bf-434e-8ac6-ebfe33c37ca9\", \"36f8568f-92f7-4c1e-ba4e-0d862bb661d0\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"2974\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-06 15:56:31.000000+00:00\", \"2020-11-05 22:09:39.000000+00:00\"], \"session_ids\": [\"c34bf7ff-3ae6-4b5b-88c5-8d4c24507938\", \"636f34f7-c0e4-4f4f-9745-5ee6bbeb0c4e\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.322}, \"5870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-06 22:28:24.000000+00:00\", \"2019-07-29 03:46:43.000000+00:00\"], \"session_ids\": [\"07dd6a31-9d1c-4615-8884-083cee6403d1\", \"0f863383-f7ab-4e05-b94a-205c69c847b9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 1.812}, \"76391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-18 21:29:25.000000+00:00\", \"2022-01-16 16:18:14.000000+00:00\", \"2021-04-29 05:37:21.000000+00:00\", \"2021-02-27 03:47:12.000000+00:00\", \"2022-01-20 09:00:54.000000+00:00\", \"2021-07-01 19:35:26.000000+00:00\", \"2020-05-24 06:03:42.000000+00:00\", \"2020-01-27 08:59:56.000000+00:00\"], \"session_ids\": [\"35e3c385-0b2b-4581-909a-87504c43330d\", \"4af6a733-0ce0-4bfa-af1f-2cdbe40b466f\", \"595da644-71a3-4eef-96a4-0e810f2e2cc2\", \"65b9ba88-37ef-4c6a-94ff-38724d29719c\", \"81ffc060-f861-474d-a519-edcef6472996\", \"2b975bc1-9a80-4b37-b2c8-a916bd6b8b08\", \"0f5dfac2-9ba3-4f4d-b219-b8ec0250cdab\", \"d09810a3-4bff-4408-8396-1a1a0e594b0d\"], \"total_duration\": 6783.0, \"total_sessions\": 8, \"mean_week_duration\": 65.221}, \"35420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-25 05:23:05.000000+00:00\", \"2022-07-15 19:26:59.000000+00:00\"], \"session_ids\": [\"554f58e6-06e9-4fc2-b126-75cadc13b7fd\", \"7c1afc8b-0bc3-4e57-89b5-ae069214314f\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}, \"64605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-15 17:15:12.000000+00:00\", \"2022-12-17 10:39:18.000000+00:00\", \"2022-08-09 14:15:58.000000+00:00\", \"2022-05-25 03:08:41.000000+00:00\", \"2020-05-08 10:50:02.000000+00:00\", \"2019-08-17 03:10:57.000000+00:00\", \"2020-10-23 01:17:35.000000+00:00\"], \"session_ids\": [\"acde83a4-9f1b-4a7a-a615-1bfe95af5a33\", \"609fc7d4-15f2-4bf3-b57d-453e3d7edffe\", \"cd553d03-6498-45dd-9fc8-fae3f0967d4d\", \"333af8b4-64a9-4733-ae44-31cc771594af\", \"97277571-21ac-4150-8301-e4050c3d996a\", \"80711821-6b22-4971-a4e9-6cee379d0c2b\", \"634cb157-19e0-4699-8f32-54d5a9db6e13\"], \"total_duration\": 660.0, \"total_sessions\": 7, \"mean_week_duration\": 3.793}, \"74752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-31 07:05:09.000000+00:00\", \"2022-03-31 21:43:23.000000+00:00\"], \"session_ids\": [\"0db5ec2a-3122-4f88-b01c-ce42941641c4\", \"db0829ad-945d-4177-ade0-aea76b7ec157\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}, \"55193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-13 01:22:58.000000+00:00\", \"2022-04-18 08:32:55.000000+00:00\", \"2019-03-05 05:22:03.000000+00:00\", \"2020-07-26 00:46:49.000000+00:00\", \"2021-11-15 09:19:16.000000+00:00\"], \"session_ids\": [\"7c3a8ac1-6d76-4943-bbcd-0542472a1d2b\", \"9abb6c7e-4ccc-42ce-aa76-fff9460252c1\", \"a423a6fc-b516-4f07-8d72-a80ec2603b12\", \"a3e25a58-d0df-41b9-9c74-edb1c14b5683\", \"5f3f56c7-449b-40e9-bb08-99ddf3efec33\"], \"total_duration\": 887.0, \"total_sessions\": 5, \"mean_week_duration\": 5.442}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 19 and are equal or greater than 27"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 27]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"55019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-20 22:54:30.000000+00:00\", \"2021-02-13 23:08:13.000000+00:00\"], \"session_ids\": [\"268507d4-b9fc-49f2-b102-4ee19699d608\", \"4ffc43b8-a0cf-4ffa-8df1-5a389ef65270\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}, \"67350\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-03 20:02:55.000000+00:00\", \"2022-03-19 23:50:31.000000+00:00\", \"2022-11-21 18:02:02.000000+00:00\", \"2022-08-22 21:03:16.000000+00:00\", \"2021-06-28 11:54:29.000000+00:00\", \"2021-12-13 13:13:17.000000+00:00\"], \"session_ids\": [\"2d5843d1-375d-4262-affe-2bbd954fb33e\", \"cb78c6ee-8f07-48be-943a-ab9cbdb31a11\", \"f136cf67-4f63-4856-be6d-2f3a5578fd98\", \"6d279d01-2081-43ed-bec0-cf5db7b9d21b\", \"f3a5efb5-b4f0-4d6c-8895-e4b08c743095\", \"7eac1890-073e-4323-990d-3d3b22182055\"], \"total_duration\": 1077.0, \"total_sessions\": 6, \"mean_week_duration\": 11.967}, \"22813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-06-27 20:00:10.000000+00:00\", \"2019-07-11 13:34:58.000000+00:00\"], \"session_ids\": [\"2c06a209-77bf-434e-8ac6-ebfe33c37ca9\", \"36f8568f-92f7-4c1e-ba4e-0d862bb661d0\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"2974\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-06 15:56:31.000000+00:00\", \"2020-11-05 22:09:39.000000+00:00\"], \"session_ids\": [\"c34bf7ff-3ae6-4b5b-88c5-8d4c24507938\", \"636f34f7-c0e4-4f4f-9745-5ee6bbeb0c4e\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.322}, \"5870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-06 22:28:24.000000+00:00\", \"2019-07-29 03:46:43.000000+00:00\"], \"session_ids\": [\"07dd6a31-9d1c-4615-8884-083cee6403d1\", \"0f863383-f7ab-4e05-b94a-205c69c847b9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 1.812}, \"35420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-25 05:23:05.000000+00:00\", \"2022-07-15 19:26:59.000000+00:00\"], \"session_ids\": [\"554f58e6-06e9-4fc2-b126-75cadc13b7fd\", \"7c1afc8b-0bc3-4e57-89b5-ae069214314f\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}, \"64605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-15 17:15:12.000000+00:00\", \"2022-12-17 10:39:18.000000+00:00\", \"2022-08-09 14:15:58.000000+00:00\", \"2022-05-25 03:08:41.000000+00:00\", \"2020-05-08 10:50:02.000000+00:00\", \"2019-08-17 03:10:57.000000+00:00\", \"2020-10-23 01:17:35.000000+00:00\"], \"session_ids\": [\"acde83a4-9f1b-4a7a-a615-1bfe95af5a33\", \"609fc7d4-15f2-4bf3-b57d-453e3d7edffe\", \"cd553d03-6498-45dd-9fc8-fae3f0967d4d\", \"333af8b4-64a9-4733-ae44-31cc771594af\", \"97277571-21ac-4150-8301-e4050c3d996a\", \"80711821-6b22-4971-a4e9-6cee379d0c2b\", \"634cb157-19e0-4699-8f32-54d5a9db6e13\"], \"total_duration\": 660.0, \"total_sessions\": 7, \"mean_week_duration\": 3.793}, \"74752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-31 07:05:09.000000+00:00\", \"2022-03-31 21:43:23.000000+00:00\"], \"session_ids\": [\"0db5ec2a-3122-4f88-b01c-ce42941641c4\", \"db0829ad-945d-4177-ade0-aea76b7ec157\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}, \"55193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-13 01:22:58.000000+00:00\", \"2022-04-18 08:32:55.000000+00:00\", \"2019-03-05 05:22:03.000000+00:00\", \"2020-07-26 00:46:49.000000+00:00\", \"2021-11-15 09:19:16.000000+00:00\"], \"session_ids\": [\"7c3a8ac1-6d76-4943-bbcd-0542472a1d2b\", \"9abb6c7e-4ccc-42ce-aa76-fff9460252c1\", \"a423a6fc-b516-4f07-8d72-a80ec2603b12\", \"a3e25a58-d0df-41b9-9c74-edb1c14b5683\", \"5f3f56c7-449b-40e9-bb08-99ddf3efec33\"], \"total_duration\": 887.0, \"total_sessions\": 5, \"mean_week_duration\": 5.442}, \"76391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-18 21:29:25.000000+00:00\", \"2022-01-16 16:18:14.000000+00:00\", \"2021-04-29 05:37:21.000000+00:00\", \"2021-02-27 03:47:12.000000+00:00\", \"2022-01-20 09:00:54.000000+00:00\", \"2021-07-01 19:35:26.000000+00:00\", \"2020-05-24 06:03:42.000000+00:00\", \"2020-01-27 08:59:56.000000+00:00\"], \"session_ids\": [\"35e3c385-0b2b-4581-909a-87504c43330d\", \"4af6a733-0ce0-4bfa-af1f-2cdbe40b466f\", \"595da644-71a3-4eef-96a4-0e810f2e2cc2\", \"65b9ba88-37ef-4c6a-94ff-38724d29719c\", \"81ffc060-f861-474d-a519-edcef6472996\", \"2b975bc1-9a80-4b37-b2c8-a916bd6b8b08\", \"0f5dfac2-9ba3-4f4d-b219-b8ec0250cdab\", \"d09810a3-4bff-4408-8396-1a1a0e594b0d\"], \"total_duration\": 6783.0, \"total_sessions\": 8, \"mean_week_duration\": 65.221}}\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[{\"55019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-20 22:54:30.000000+00:00\", \"2021-02-13 23:08:13.000000+00:00\"], \"session_ids\": [\"268507d4-b9fc-49f2-b102-4ee19699d608\", \"4ffc43b8-a0cf-4ffa-8df1-5a389ef65270\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"74752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-31 07:05:09.000000+00:00\", \"2022-03-31 21:43:23.000000+00:00\"], \"session_ids\": [\"0db5ec2a-3122-4f88-b01c-ce42941641c4\", \"db0829ad-945d-4177-ade0-aea76b7ec157\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}, {\"5870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-06 22:28:24.000000+00:00\", \"2019-07-29 03:46:43.000000+00:00\"], \"session_ids\": [\"07dd6a31-9d1c-4615-8884-083cee6403d1\", \"0f863383-f7ab-4e05-b94a-205c69c847b9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 1.812}}, {\"2974\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-06 15:56:31.000000+00:00\", \"2020-11-05 22:09:39.000000+00:00\"], \"session_ids\": [\"c34bf7ff-3ae6-4b5b-88c5-8d4c24507938\", \"636f34f7-c0e4-4f4f-9745-5ee6bbeb0c4e\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.322}}, {\"64605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-15 17:15:12.000000+00:00\", \"2022-12-17 10:39:18.000000+00:00\", \"2022-08-09 14:15:58.000000+00:00\", \"2022-05-25 03:08:41.000000+00:00\", \"2020-05-08 10:50:02.000000+00:00\", \"2019-08-17 03:10:57.000000+00:00\", \"2020-10-23 01:17:35.000000+00:00\"], \"session_ids\": [\"acde83a4-9f1b-4a7a-a615-1bfe95af5a33\", \"609fc7d4-15f2-4bf3-b57d-453e3d7edffe\", \"cd553d03-6498-45dd-9fc8-fae3f0967d4d\", \"333af8b4-64a9-4733-ae44-31cc771594af\", \"97277571-21ac-4150-8301-e4050c3d996a\", \"80711821-6b22-4971-a4e9-6cee379d0c2b\", \"634cb157-19e0-4699-8f32-54d5a9db6e13\"], \"total_duration\": 660.0, \"total_sessions\": 7, \"mean_week_duration\": 3.793}}, {\"35420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-25 05:23:05.000000+00:00\", \"2022-07-15 19:26:59.000000+00:00\"], \"session_ids\": [\"554f58e6-06e9-4fc2-b126-75cadc13b7fd\", \"7c1afc8b-0bc3-4e57-89b5-ae069214314f\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}}, {\"55193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-13 01:22:58.000000+00:00\", \"2022-04-18 08:32:55.000000+00:00\", \"2019-03-05 05:22:03.000000+00:00\", \"2020-07-26 00:46:49.000000+00:00\", \"2021-11-15 09:19:16.000000+00:00\"], \"session_ids\": [\"7c3a8ac1-6d76-4943-bbcd-0542472a1d2b\", \"9abb6c7e-4ccc-42ce-aa76-fff9460252c1\", \"a423a6fc-b516-4f07-8d72-a80ec2603b12\", \"a3e25a58-d0df-41b9-9c74-edb1c14b5683\", \"5f3f56c7-449b-40e9-bb08-99ddf3efec33\"], \"total_duration\": 887.0, \"total_sessions\": 5, \"mean_week_duration\": 5.442}}, {\"22813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-06-27 20:00:10.000000+00:00\", \"2019-07-11 13:34:58.000000+00:00\"], \"session_ids\": [\"2c06a209-77bf-434e-8ac6-ebfe33c37ca9\", \"36f8568f-92f7-4c1e-ba4e-0d862bb661d0\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}, {\"67350\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-03 20:02:55.000000+00:00\", \"2022-03-19 23:50:31.000000+00:00\", \"2022-11-21 18:02:02.000000+00:00\", \"2022-08-22 21:03:16.000000+00:00\", \"2021-06-28 11:54:29.000000+00:00\", \"2021-12-13 13:13:17.000000+00:00\"], \"session_ids\": [\"2d5843d1-375d-4262-affe-2bbd954fb33e\", \"cb78c6ee-8f07-48be-943a-ab9cbdb31a11\", \"f136cf67-4f63-4856-be6d-2f3a5578fd98\", \"6d279d01-2081-43ed-bec0-cf5db7b9d21b\", \"f3a5efb5-b4f0-4d6c-8895-e4b08c743095\", \"7eac1890-073e-4323-990d-3d3b22182055\"], \"total_duration\": 1077.0, \"total_sessions\": 6, \"mean_week_duration\": 11.967}}, {\"76391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-18 21:29:25.000000+00:00\", \"2022-01-16 16:18:14.000000+00:00\", \"2021-04-29 05:37:21.000000+00:00\", \"2021-02-27 03:47:12.000000+00:00\", \"2022-01-20 09:00:54.000000+00:00\", \"2021-07-01 19:35:26.000000+00:00\", \"2020-05-24 06:03:42.000000+00:00\", \"2020-01-27 08:59:56.000000+00:00\"], \"session_ids\": [\"35e3c385-0b2b-4581-909a-87504c43330d\", \"4af6a733-0ce0-4bfa-af1f-2cdbe40b466f\", \"595da644-71a3-4eef-96a4-0e810f2e2cc2\", \"65b9ba88-37ef-4c6a-94ff-38724d29719c\", \"81ffc060-f861-474d-a519-edcef6472996\", \"2b975bc1-9a80-4b37-b2c8-a916bd6b8b08\", \"0f5dfac2-9ba3-4f4d-b219-b8ec0250cdab\", \"d09810a3-4bff-4408-8396-1a1a0e594b0d\"], \"total_duration\": 6783.0, \"total_sessions\": 8, \"mean_week_duration\": 65.221}}]\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[{\"55019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-20 22:54:30.000000+00:00\", \"2021-02-13 23:08:13.000000+00:00\"], \"session_ids\": [\"268507d4-b9fc-49f2-b102-4ee19699d608\", \"4ffc43b8-a0cf-4ffa-8df1-5a389ef65270\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"74752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-31 07:05:09.000000+00:00\", \"2022-03-31 21:43:23.000000+00:00\"], \"session_ids\": [\"0db5ec2a-3122-4f88-b01c-ce42941641c4\", \"db0829ad-945d-4177-ade0-aea76b7ec157\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}]\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[{\"55019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-20 22:54:30.000000+00:00\", \"2021-02-13 23:08:13.000000+00:00\"], \"session_ids\": [\"268507d4-b9fc-49f2-b102-4ee19699d608\", \"4ffc43b8-a0cf-4ffa-8df1-5a389ef65270\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"74752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-31 07:05:09.000000+00:00\", \"2022-03-31 21:43:23.000000+00:00\"], \"session_ids\": [\"0db5ec2a-3122-4f88-b01c-ce42941641c4\", \"db0829ad-945d-4177-ade0-aea76b7ec157\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}]\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 8 users who don't live in city Madrid , execute sorting by total sessions 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{\"21935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-01 11:10:41.000000+00:00\", \"2019-06-16 02:55:53.000000+00:00\"], \"session_ids\": [\"ae44ef3b-bd20-4835-a77c-d40f69283f6f\", \"e9d732e6-1071-43be-a2a4-80ba1f1e8ab1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}, \"39136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-25 03:10:28.000000+00:00\", \"2020-05-21 17:33:35.000000+00:00\", \"2022-06-10 02:52:39.000000+00:00\", \"2022-04-19 06:43:03.000000+00:00\", \"2022-04-23 22:28:31.000000+00:00\", \"2021-12-08 10:55:09.000000+00:00\"], \"session_ids\": [\"5283df73-d7a9-49fb-a147-5c49f3e565a9\", \"a77c65f4-9ecb-47d6-ac21-318274f06117\", \"584f35b8-bfd2-470a-9453-a3131bff39f5\", \"63f681f3-06e8-4907-a486-b7dc09fdc662\", \"88312726-be12-4077-816c-302258b66687\", \"1daa72d5-eff4-4fc3-99ae-ed7d3c3ed2a8\"], \"total_duration\": 3995.0, \"total_sessions\": 6, \"mean_week_duration\": 23.78}, \"90983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-02 21:18:28.000000+00:00\", \"2022-06-06 02:34:08.000000+00:00\", \"2019-02-24 04:30:45.000000+00:00\"], \"session_ids\": [\"c1b56f57-b9ca-4132-beb0-d0cc7f2ef318\", \"f339a951-dc95-4e53-9700-d5de1876b946\", \"175b85dc-7ce3-43d8-9dff-65424c5d7265\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}, \"18124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-20 03:54:42.000000+00:00\", \"2020-10-14 05:35:16.000000+00:00\", \"2022-09-23 14:52:37.000000+00:00\", \"2020-04-22 00:37:21.000000+00:00\"], \"session_ids\": [\"45d7d4ce-cf0f-423a-9961-c6366525eefc\", \"d0aaf86d-e892-45e5-9a04-746211a468c4\", \"9d0af841-6660-44d0-8a6c-86e4939225f2\", \"5ed3712d-9a6c-45c5-80e3-9dffc1f7750a\"], \"total_duration\": 589.0, \"total_sessions\": 4, \"mean_week_duration\": 3.658}, \"3501\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-15 23:59:28.000000+00:00\", \"2022-05-28 21:52:42.000000+00:00\", \"2022-06-10 23:36:29.000000+00:00\", \"2022-12-02 03:30:00.000000+00:00\", \"2022-05-08 17:38:24.000000+00:00\", \"2021-06-22 04:08:06.000000+00:00\", \"2020-06-02 07:27:53.000000+00:00\", \"2020-05-28 14:27:28.000000+00:00\"], \"session_ids\": [\"c9353e82-fbb7-4327-bd41-a5828be66e82\", \"7686a7ac-8de5-46e3-8f1f-3e090e8020f1\", \"905641be-27ce-447b-82c1-dcd23214164c\", \"2c35dc7f-6e3b-49cd-911b-6adcd4671ad9\", \"36b5cf80-9042-4555-88a0-dc1a27bbe3ea\", \"091a55d4-96d5-489e-b432-be9e849f6cf8\", \"9d8936a4-f5e2-4cab-b040-a9d0cd44c0c7\", \"4867145e-3fe4-487f-bc7a-bbd5eeacf82a\"], \"total_duration\": 11771.0, \"total_sessions\": 8, \"mean_week_duration\": 88.504}, \"35538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-28 00:37:33.000000+00:00\", \"2020-04-16 21:08:45.000000+00:00\"], \"session_ids\": [\"86e48e58-6ce5-438d-941a-b1c73ca01cc6\", \"af81abc0-8c62-4a1d-ac26-a9eb360ddccc\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.049}, \"28907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-09 00:04:31.000000+00:00\", \"2021-12-10 07:47:36.000000+00:00\", \"2020-04-23 22:28:28.000000+00:00\", \"2022-03-20 11:24:52.000000+00:00\", \"2019-02-13 13:06:55.000000+00:00\", \"2021-10-12 04:02:40.000000+00:00\"], \"session_ids\": [\"07e5fa26-8b3d-459c-bb04-3a6b14366b90\", \"b12f9bb7-5621-4c7f-b38e-d183561f2e2b\", \"f3e33d46-f99a-4792-b8d2-f16bb2247d3f\", \"fad8b998-84ef-482b-860b-da690d58005b\", \"0f63fabe-13de-44b0-94d9-d83901398de2\", \"8fa168d4-cc16-4fbd-b138-f89776690dc8\"], \"total_duration\": 2359.0, \"total_sessions\": 6, \"mean_week_duration\": 14.562}, \"23094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-09 17:34:44.000000+00:00\", \"2021-09-26 02:53:43.000000+00:00\"], \"session_ids\": [\"70e4fc4f-4d94-41fc-9623-665335d38dee\", \"6bc7ce1c-3e42-49c1-8aa2-69b513aaae9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.971}, \"89020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-18 04:18:07.000000+00:00\", \"2023-02-26 23:51:52.000000+00:00\", \"2022-12-06 03:47:16.000000+00:00\"], \"session_ids\": [\"e44254f3-bfd8-437f-8ed1-dd22f1be5499\", \"933909e9-5797-42eb-a02a-1430639f0b40\", \"2fe5e352-9b2f-4c81-8016-33ca4bb95a1d\"], \"total_duration\": 898.0, \"total_sessions\": 3, \"mean_week_duration\": 9.258}, \"17759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-07-17 00:34:29.000000+00:00\", \"2020-06-03 09:01:06.000000+00:00\"], \"session_ids\": [\"4ed0d102-dcdd-42b8-9df8-ef3097a29910\", \"f2ba4ffd-e296-45f0-84d8-6e723f7ca284\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is not Madrid"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Madrid\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"21935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-01 11:10:41.000000+00:00\", \"2019-06-16 02:55:53.000000+00:00\"], \"session_ids\": [\"ae44ef3b-bd20-4835-a77c-d40f69283f6f\", \"e9d732e6-1071-43be-a2a4-80ba1f1e8ab1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}, \"39136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-25 03:10:28.000000+00:00\", \"2020-05-21 17:33:35.000000+00:00\", \"2022-06-10 02:52:39.000000+00:00\", \"2022-04-19 06:43:03.000000+00:00\", \"2022-04-23 22:28:31.000000+00:00\", \"2021-12-08 10:55:09.000000+00:00\"], \"session_ids\": [\"5283df73-d7a9-49fb-a147-5c49f3e565a9\", \"a77c65f4-9ecb-47d6-ac21-318274f06117\", \"584f35b8-bfd2-470a-9453-a3131bff39f5\", \"63f681f3-06e8-4907-a486-b7dc09fdc662\", \"88312726-be12-4077-816c-302258b66687\", \"1daa72d5-eff4-4fc3-99ae-ed7d3c3ed2a8\"], \"total_duration\": 3995.0, \"total_sessions\": 6, \"mean_week_duration\": 23.78}, \"90983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-02 21:18:28.000000+00:00\", \"2022-06-06 02:34:08.000000+00:00\", \"2019-02-24 04:30:45.000000+00:00\"], \"session_ids\": [\"c1b56f57-b9ca-4132-beb0-d0cc7f2ef318\", \"f339a951-dc95-4e53-9700-d5de1876b946\", \"175b85dc-7ce3-43d8-9dff-65424c5d7265\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}, \"18124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-20 03:54:42.000000+00:00\", \"2020-10-14 05:35:16.000000+00:00\", \"2022-09-23 14:52:37.000000+00:00\", \"2020-04-22 00:37:21.000000+00:00\"], \"session_ids\": [\"45d7d4ce-cf0f-423a-9961-c6366525eefc\", \"d0aaf86d-e892-45e5-9a04-746211a468c4\", \"9d0af841-6660-44d0-8a6c-86e4939225f2\", \"5ed3712d-9a6c-45c5-80e3-9dffc1f7750a\"], \"total_duration\": 589.0, \"total_sessions\": 4, \"mean_week_duration\": 3.658}, \"3501\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-15 23:59:28.000000+00:00\", \"2022-05-28 21:52:42.000000+00:00\", \"2022-06-10 23:36:29.000000+00:00\", \"2022-12-02 03:30:00.000000+00:00\", \"2022-05-08 17:38:24.000000+00:00\", \"2021-06-22 04:08:06.000000+00:00\", \"2020-06-02 07:27:53.000000+00:00\", \"2020-05-28 14:27:28.000000+00:00\"], \"session_ids\": [\"c9353e82-fbb7-4327-bd41-a5828be66e82\", \"7686a7ac-8de5-46e3-8f1f-3e090e8020f1\", \"905641be-27ce-447b-82c1-dcd23214164c\", \"2c35dc7f-6e3b-49cd-911b-6adcd4671ad9\", \"36b5cf80-9042-4555-88a0-dc1a27bbe3ea\", \"091a55d4-96d5-489e-b432-be9e849f6cf8\", \"9d8936a4-f5e2-4cab-b040-a9d0cd44c0c7\", \"4867145e-3fe4-487f-bc7a-bbd5eeacf82a\"], \"total_duration\": 11771.0, \"total_sessions\": 8, \"mean_week_duration\": 88.504}, \"35538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-28 00:37:33.000000+00:00\", \"2020-04-16 21:08:45.000000+00:00\"], \"session_ids\": [\"86e48e58-6ce5-438d-941a-b1c73ca01cc6\", \"af81abc0-8c62-4a1d-ac26-a9eb360ddccc\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.049}, \"28907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-09 00:04:31.000000+00:00\", \"2021-12-10 07:47:36.000000+00:00\", \"2020-04-23 22:28:28.000000+00:00\", \"2022-03-20 11:24:52.000000+00:00\", \"2019-02-13 13:06:55.000000+00:00\", \"2021-10-12 04:02:40.000000+00:00\"], \"session_ids\": [\"07e5fa26-8b3d-459c-bb04-3a6b14366b90\", \"b12f9bb7-5621-4c7f-b38e-d183561f2e2b\", \"f3e33d46-f99a-4792-b8d2-f16bb2247d3f\", \"fad8b998-84ef-482b-860b-da690d58005b\", \"0f63fabe-13de-44b0-94d9-d83901398de2\", \"8fa168d4-cc16-4fbd-b138-f89776690dc8\"], \"total_duration\": 2359.0, \"total_sessions\": 6, \"mean_week_duration\": 14.562}, \"23094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-09 17:34:44.000000+00:00\", \"2021-09-26 02:53:43.000000+00:00\"], \"session_ids\": [\"70e4fc4f-4d94-41fc-9623-665335d38dee\", \"6bc7ce1c-3e42-49c1-8aa2-69b513aaae9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.971}, \"89020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-18 04:18:07.000000+00:00\", \"2023-02-26 23:51:52.000000+00:00\", \"2022-12-06 03:47:16.000000+00:00\"], \"session_ids\": [\"e44254f3-bfd8-437f-8ed1-dd22f1be5499\", \"933909e9-5797-42eb-a02a-1430639f0b40\", \"2fe5e352-9b2f-4c81-8016-33ca4bb95a1d\"], \"total_duration\": 898.0, \"total_sessions\": 3, \"mean_week_duration\": 9.258}, \"17759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-07-17 00:34:29.000000+00:00\", \"2020-06-03 09:01:06.000000+00:00\"], \"session_ids\": [\"4ed0d102-dcdd-42b8-9df8-ef3097a29910\", \"f2ba4ffd-e296-45f0-84d8-6e723f7ca284\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}\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[{\"21935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-01 11:10:41.000000+00:00\", \"2019-06-16 02:55:53.000000+00:00\"], \"session_ids\": [\"ae44ef3b-bd20-4835-a77c-d40f69283f6f\", \"e9d732e6-1071-43be-a2a4-80ba1f1e8ab1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"35538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-28 00:37:33.000000+00:00\", \"2020-04-16 21:08:45.000000+00:00\"], \"session_ids\": [\"86e48e58-6ce5-438d-941a-b1c73ca01cc6\", \"af81abc0-8c62-4a1d-ac26-a9eb360ddccc\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.049}}, {\"23094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-09 17:34:44.000000+00:00\", \"2021-09-26 02:53:43.000000+00:00\"], \"session_ids\": [\"70e4fc4f-4d94-41fc-9623-665335d38dee\", \"6bc7ce1c-3e42-49c1-8aa2-69b513aaae9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.971}}, {\"17759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-07-17 00:34:29.000000+00:00\", \"2020-06-03 09:01:06.000000+00:00\"], \"session_ids\": [\"4ed0d102-dcdd-42b8-9df8-ef3097a29910\", \"f2ba4ffd-e296-45f0-84d8-6e723f7ca284\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}, {\"90983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-02 21:18:28.000000+00:00\", \"2022-06-06 02:34:08.000000+00:00\", \"2019-02-24 04:30:45.000000+00:00\"], \"session_ids\": [\"c1b56f57-b9ca-4132-beb0-d0cc7f2ef318\", \"f339a951-dc95-4e53-9700-d5de1876b946\", \"175b85dc-7ce3-43d8-9dff-65424c5d7265\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}}, {\"89020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-18 04:18:07.000000+00:00\", \"2023-02-26 23:51:52.000000+00:00\", \"2022-12-06 03:47:16.000000+00:00\"], \"session_ids\": [\"e44254f3-bfd8-437f-8ed1-dd22f1be5499\", \"933909e9-5797-42eb-a02a-1430639f0b40\", \"2fe5e352-9b2f-4c81-8016-33ca4bb95a1d\"], \"total_duration\": 898.0, \"total_sessions\": 3, \"mean_week_duration\": 9.258}}, {\"18124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-20 03:54:42.000000+00:00\", \"2020-10-14 05:35:16.000000+00:00\", \"2022-09-23 14:52:37.000000+00:00\", \"2020-04-22 00:37:21.000000+00:00\"], \"session_ids\": [\"45d7d4ce-cf0f-423a-9961-c6366525eefc\", \"d0aaf86d-e892-45e5-9a04-746211a468c4\", \"9d0af841-6660-44d0-8a6c-86e4939225f2\", \"5ed3712d-9a6c-45c5-80e3-9dffc1f7750a\"], \"total_duration\": 589.0, \"total_sessions\": 4, \"mean_week_duration\": 3.658}}, {\"39136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-25 03:10:28.000000+00:00\", \"2020-05-21 17:33:35.000000+00:00\", \"2022-06-10 02:52:39.000000+00:00\", \"2022-04-19 06:43:03.000000+00:00\", \"2022-04-23 22:28:31.000000+00:00\", \"2021-12-08 10:55:09.000000+00:00\"], \"session_ids\": [\"5283df73-d7a9-49fb-a147-5c49f3e565a9\", \"a77c65f4-9ecb-47d6-ac21-318274f06117\", \"584f35b8-bfd2-470a-9453-a3131bff39f5\", \"63f681f3-06e8-4907-a486-b7dc09fdc662\", \"88312726-be12-4077-816c-302258b66687\", \"1daa72d5-eff4-4fc3-99ae-ed7d3c3ed2a8\"], \"total_duration\": 3995.0, \"total_sessions\": 6, \"mean_week_duration\": 23.78}}, {\"28907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-09 00:04:31.000000+00:00\", \"2021-12-10 07:47:36.000000+00:00\", \"2020-04-23 22:28:28.000000+00:00\", \"2022-03-20 11:24:52.000000+00:00\", \"2019-02-13 13:06:55.000000+00:00\", \"2021-10-12 04:02:40.000000+00:00\"], \"session_ids\": [\"07e5fa26-8b3d-459c-bb04-3a6b14366b90\", \"b12f9bb7-5621-4c7f-b38e-d183561f2e2b\", \"f3e33d46-f99a-4792-b8d2-f16bb2247d3f\", \"fad8b998-84ef-482b-860b-da690d58005b\", \"0f63fabe-13de-44b0-94d9-d83901398de2\", \"8fa168d4-cc16-4fbd-b138-f89776690dc8\"], \"total_duration\": 2359.0, \"total_sessions\": 6, \"mean_week_duration\": 14.562}}, {\"3501\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-15 23:59:28.000000+00:00\", \"2022-05-28 21:52:42.000000+00:00\", \"2022-06-10 23:36:29.000000+00:00\", \"2022-12-02 03:30:00.000000+00:00\", \"2022-05-08 17:38:24.000000+00:00\", \"2021-06-22 04:08:06.000000+00:00\", \"2020-06-02 07:27:53.000000+00:00\", \"2020-05-28 14:27:28.000000+00:00\"], \"session_ids\": [\"c9353e82-fbb7-4327-bd41-a5828be66e82\", \"7686a7ac-8de5-46e3-8f1f-3e090e8020f1\", \"905641be-27ce-447b-82c1-dcd23214164c\", \"2c35dc7f-6e3b-49cd-911b-6adcd4671ad9\", \"36b5cf80-9042-4555-88a0-dc1a27bbe3ea\", \"091a55d4-96d5-489e-b432-be9e849f6cf8\", \"9d8936a4-f5e2-4cab-b040-a9d0cd44c0c7\", \"4867145e-3fe4-487f-bc7a-bbd5eeacf82a\"], \"total_duration\": 11771.0, \"total_sessions\": 8, \"mean_week_duration\": 88.504}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 8 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"21935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-01 11:10:41.000000+00:00\", \"2019-06-16 02:55:53.000000+00:00\"], \"session_ids\": [\"ae44ef3b-bd20-4835-a77c-d40f69283f6f\", \"e9d732e6-1071-43be-a2a4-80ba1f1e8ab1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"35538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-28 00:37:33.000000+00:00\", \"2020-04-16 21:08:45.000000+00:00\"], \"session_ids\": [\"86e48e58-6ce5-438d-941a-b1c73ca01cc6\", \"af81abc0-8c62-4a1d-ac26-a9eb360ddccc\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.049}}, {\"23094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-09 17:34:44.000000+00:00\", \"2021-09-26 02:53:43.000000+00:00\"], \"session_ids\": [\"70e4fc4f-4d94-41fc-9623-665335d38dee\", \"6bc7ce1c-3e42-49c1-8aa2-69b513aaae9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.971}}, {\"17759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-07-17 00:34:29.000000+00:00\", \"2020-06-03 09:01:06.000000+00:00\"], \"session_ids\": [\"4ed0d102-dcdd-42b8-9df8-ef3097a29910\", \"f2ba4ffd-e296-45f0-84d8-6e723f7ca284\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}, {\"90983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-02 21:18:28.000000+00:00\", \"2022-06-06 02:34:08.000000+00:00\", \"2019-02-24 04:30:45.000000+00:00\"], \"session_ids\": [\"c1b56f57-b9ca-4132-beb0-d0cc7f2ef318\", \"f339a951-dc95-4e53-9700-d5de1876b946\", \"175b85dc-7ce3-43d8-9dff-65424c5d7265\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}}, {\"89020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-18 04:18:07.000000+00:00\", \"2023-02-26 23:51:52.000000+00:00\", \"2022-12-06 03:47:16.000000+00:00\"], \"session_ids\": [\"e44254f3-bfd8-437f-8ed1-dd22f1be5499\", \"933909e9-5797-42eb-a02a-1430639f0b40\", \"2fe5e352-9b2f-4c81-8016-33ca4bb95a1d\"], \"total_duration\": 898.0, \"total_sessions\": 3, \"mean_week_duration\": 9.258}}, {\"18124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-20 03:54:42.000000+00:00\", \"2020-10-14 05:35:16.000000+00:00\", \"2022-09-23 14:52:37.000000+00:00\", \"2020-04-22 00:37:21.000000+00:00\"], \"session_ids\": [\"45d7d4ce-cf0f-423a-9961-c6366525eefc\", \"d0aaf86d-e892-45e5-9a04-746211a468c4\", \"9d0af841-6660-44d0-8a6c-86e4939225f2\", \"5ed3712d-9a6c-45c5-80e3-9dffc1f7750a\"], \"total_duration\": 589.0, \"total_sessions\": 4, \"mean_week_duration\": 3.658}}, {\"39136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-25 03:10:28.000000+00:00\", \"2020-05-21 17:33:35.000000+00:00\", \"2022-06-10 02:52:39.000000+00:00\", \"2022-04-19 06:43:03.000000+00:00\", \"2022-04-23 22:28:31.000000+00:00\", \"2021-12-08 10:55:09.000000+00:00\"], \"session_ids\": [\"5283df73-d7a9-49fb-a147-5c49f3e565a9\", \"a77c65f4-9ecb-47d6-ac21-318274f06117\", \"584f35b8-bfd2-470a-9453-a3131bff39f5\", \"63f681f3-06e8-4907-a486-b7dc09fdc662\", \"88312726-be12-4077-816c-302258b66687\", \"1daa72d5-eff4-4fc3-99ae-ed7d3c3ed2a8\"], \"total_duration\": 3995.0, \"total_sessions\": 6, \"mean_week_duration\": 23.78}}]\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[{\"21935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-01 11:10:41.000000+00:00\", \"2019-06-16 02:55:53.000000+00:00\"], \"session_ids\": [\"ae44ef3b-bd20-4835-a77c-d40f69283f6f\", \"e9d732e6-1071-43be-a2a4-80ba1f1e8ab1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"35538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-28 00:37:33.000000+00:00\", \"2020-04-16 21:08:45.000000+00:00\"], \"session_ids\": [\"86e48e58-6ce5-438d-941a-b1c73ca01cc6\", \"af81abc0-8c62-4a1d-ac26-a9eb360ddccc\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 3.049}}, {\"23094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-09 17:34:44.000000+00:00\", \"2021-09-26 02:53:43.000000+00:00\"], \"session_ids\": [\"70e4fc4f-4d94-41fc-9623-665335d38dee\", \"6bc7ce1c-3e42-49c1-8aa2-69b513aaae9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.971}}, {\"17759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-07-17 00:34:29.000000+00:00\", \"2020-06-03 09:01:06.000000+00:00\"], \"session_ids\": [\"4ed0d102-dcdd-42b8-9df8-ef3097a29910\", \"f2ba4ffd-e296-45f0-84d8-6e723f7ca284\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}, {\"90983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-02 21:18:28.000000+00:00\", \"2022-06-06 02:34:08.000000+00:00\", \"2019-02-24 04:30:45.000000+00:00\"], \"session_ids\": [\"c1b56f57-b9ca-4132-beb0-d0cc7f2ef318\", \"f339a951-dc95-4e53-9700-d5de1876b946\", \"175b85dc-7ce3-43d8-9dff-65424c5d7265\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}}, {\"89020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-18 04:18:07.000000+00:00\", \"2023-02-26 23:51:52.000000+00:00\", \"2022-12-06 03:47:16.000000+00:00\"], \"session_ids\": [\"e44254f3-bfd8-437f-8ed1-dd22f1be5499\", \"933909e9-5797-42eb-a02a-1430639f0b40\", \"2fe5e352-9b2f-4c81-8016-33ca4bb95a1d\"], \"total_duration\": 898.0, \"total_sessions\": 3, \"mean_week_duration\": 9.258}}, {\"18124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-20 03:54:42.000000+00:00\", \"2020-10-14 05:35:16.000000+00:00\", \"2022-09-23 14:52:37.000000+00:00\", \"2020-04-22 00:37:21.000000+00:00\"], \"session_ids\": [\"45d7d4ce-cf0f-423a-9961-c6366525eefc\", \"d0aaf86d-e892-45e5-9a04-746211a468c4\", \"9d0af841-6660-44d0-8a6c-86e4939225f2\", \"5ed3712d-9a6c-45c5-80e3-9dffc1f7750a\"], \"total_duration\": 589.0, \"total_sessions\": 4, \"mean_week_duration\": 3.658}}, {\"39136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-25 03:10:28.000000+00:00\", \"2020-05-21 17:33:35.000000+00:00\", \"2022-06-10 02:52:39.000000+00:00\", \"2022-04-19 06:43:03.000000+00:00\", \"2022-04-23 22:28:31.000000+00:00\", \"2021-12-08 10:55:09.000000+00:00\"], \"session_ids\": [\"5283df73-d7a9-49fb-a147-5c49f3e565a9\", \"a77c65f4-9ecb-47d6-ac21-318274f06117\", \"584f35b8-bfd2-470a-9453-a3131bff39f5\", \"63f681f3-06e8-4907-a486-b7dc09fdc662\", \"88312726-be12-4077-816c-302258b66687\", \"1daa72d5-eff4-4fc3-99ae-ed7d3c3ed2a8\"], \"total_duration\": 3995.0, \"total_sessions\": 6, \"mean_week_duration\": 23.78}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display 2 users pieces of information who live in city Quito , carry out sorting by count of sessions in desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"66108\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-07-23 19:36:03.000000+00:00\", \"2022-01-28 04:42:04.000000+00:00\"], \"session_ids\": [\"9539ae6c-5247-4474-9cee-336c60f58d3e\", \"d6f87be6-1d40-46f1-b8a3-19430e60a7b7\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 2.977}, \"51112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-28 22:36:50.000000+00:00\", \"2021-10-29 20:51:12.000000+00:00\", \"2022-04-04 03:25:37.000000+00:00\", \"2019-03-23 18:09:40.000000+00:00\", \"2019-01-21 20:34:33.000000+00:00\", \"2020-07-27 20:25:25.000000+00:00\", \"2022-06-13 22:55:36.000000+00:00\", \"2020-11-27 17:28:35.000000+00:00\", \"2022-02-04 08:16:12.000000+00:00\"], \"session_ids\": [\"05a00a82-84b5-41f2-bc85-23429a5488bd\", \"72ff293e-5289-433a-93e5-da6c29b5a335\", \"6f43c3ff-2847-44d7-aef9-a53a16fc0f4d\", \"f9517dbd-00e9-4d10-be93-df422c5ed9c1\", \"7281e546-b9e4-40b4-806b-6dfd1facc8ac\", \"f94cb96e-5105-4c52-88b4-4cbb39fe571f\", \"daaea2bc-a9e1-40c5-8db2-92312cc9e821\", \"6890ad59-8fce-431e-91c3-05dce66cdd10\", \"80bfc43c-eb02-40cd-8db4-211af5e82b08\"], \"total_duration\": 21026.0, \"total_sessions\": 9, \"mean_week_duration\": 118.791}, \"2962\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-06-01 09:40:30.000000+00:00\", \"2019-08-26 04:15:58.000000+00:00\"], \"session_ids\": [\"4942469d-7034-466c-8779-d2435c3c05d8\", \"9f7a2eb9-55cd-4b3f-810f-60fae97374b0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}, \"1658\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-09 01:51:34.000000+00:00\", \"2019-11-16 21:38:55.000000+00:00\"], \"session_ids\": [\"20f4c72a-f05a-4abb-8e36-2d01efcfea5c\", \"c014ac57-5f78-4563-b030-595e4ee7b96e\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}, \"6213\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-27 17:57:44.000000+00:00\", \"2022-09-08 12:19:50.000000+00:00\"], \"session_ids\": [\"9b7f2915-8653-4ad0-9aa6-bf3db87ba40a\", \"f9fa51f2-f724-48ce-8d72-70b1e9199643\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 3.64}, \"30784\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-03-11 02:05:28.000000+00:00\", \"2021-10-23 21:41:47.000000+00:00\", \"2020-04-19 02:20:14.000000+00:00\"], \"session_ids\": [\"50c6f72d-10c5-406e-8392-01bb79451b04\", \"03c5662c-6604-4c09-9f81-2896e061020d\", \"612d2257-d540-4836-82ac-a9ab3e8f8a22\"], \"total_duration\": 952.0, \"total_sessions\": 3, \"mean_week_duration\": 12.051}, \"81054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-18 04:52:37.000000+00:00\", \"2020-10-18 22:48:43.000000+00:00\"], \"session_ids\": [\"81cdded3-b2b5-4912-8b35-c3000436f0eb\", \"b21c3fa8-eeb9-450e-a305-f13f3196aa3c\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.629}, \"92780\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-02 15:09:02.000000+00:00\", \"2020-06-22 14:03:41.000000+00:00\", \"2020-08-12 10:23:42.000000+00:00\"], \"session_ids\": [\"e14f76b5-0f97-44fc-ab18-67118723e767\", \"5a272abd-f571-4594-9d1b-e31c109de72d\", \"dcd2ce60-3d5d-4ccf-abd0-5bd09d9dbfd4\"], \"total_duration\": 605.0, \"total_sessions\": 3, \"mean_week_duration\": 5.261}, \"72847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-12 13:44:36.000000+00:00\", \"2020-08-14 00:54:33.000000+00:00\"], \"session_ids\": [\"b70a6e77-8d90-4fc9-9d3f-6583a6292563\", \"5b28c17c-232b-423f-b431-f2ec37a518e8\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.869}, \"93090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-26 08:40:54.000000+00:00\", \"2019-10-28 07:02:27.000000+00:00\", \"2022-09-20 02:12:30.000000+00:00\", \"2021-12-17 06:05:48.000000+00:00\"], \"session_ids\": [\"4d2fb1c8-30db-45fd-8645-8d17f8e54792\", \"bfbc552e-6942-4523-828e-de5af24cdd46\", \"d34915f4-a2f3-49aa-9ec2-944de6010a1b\", \"07dcd327-bba3-48ab-816c-fb4cc17ce2e5\"], \"total_duration\": 409.0, \"total_sessions\": 4, \"mean_week_duration\": 2.709}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Quito"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Quito\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about user whose app usage time per week less than 18 and greater than 37 , and implement sorting by city_name in descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"58227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-19 18:52:40.000000+00:00\", \"2020-08-01 02:19:21.000000+00:00\", \"2022-05-09 14:30:43.000000+00:00\", \"2022-12-20 12:23:19.000000+00:00\", \"2020-01-28 06:53:19.000000+00:00\"], \"session_ids\": [\"0bb461e0-d662-4319-86b0-4ccfe9139be7\", \"67b84a2e-cb56-4b85-ac78-1dca4f8efd35\", \"dffdda35-0b57-4c68-8ef2-52f3f184d606\", \"3b1e737b-cebe-438a-b5ed-7cebc92656c5\", \"d53f4347-56db-4b6f-9cbd-0af589f951d0\"], \"total_duration\": 2326.0, \"total_sessions\": 5, \"mean_week_duration\": 15.404}, \"65349\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 4}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-19 08:24:29.000000+00:00\", \"2022-09-21 18:04:53.000000+00:00\"], \"session_ids\": [\"7aff60f5-1e62-4b8f-8e68-07dec458b8bd\", \"1edc08d5-228f-4f74-86e6-ded772a16ab4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.613}, \"79063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-20 06:57:07.000000+00:00\", \"2021-08-18 10:08:57.000000+00:00\", \"2019-02-16 15:32:16.000000+00:00\", \"2020-04-25 09:56:09.000000+00:00\"], \"session_ids\": [\"549e8e09-76ef-46a7-96b8-07931d627835\", \"f2e2037c-b2b0-467d-b054-ecfadb5bf5c6\", \"2874966d-9827-4914-97ff-219a696da353\", \"9db544f0-0d3a-402e-9976-9f86a9b6baf8\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.279}, \"19953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-12 21:47:57.000000+00:00\", \"2022-02-19 09:01:18.000000+00:00\"], \"session_ids\": [\"cfdb6d9e-08f9-4bd7-bae3-36a4e6cec347\", \"dfe6bea1-ee21-4b6f-a928-888a7f350886\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"2334\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-01 20:54:31.000000+00:00\", \"2021-07-06 00:38:32.000000+00:00\", \"2020-09-06 04:26:06.000000+00:00\"], \"session_ids\": [\"9c2f5066-d844-4210-8e14-04a44e1b762e\", \"61bc26df-a190-463b-941b-68619e843c1e\", \"41599d8a-b2ff-490d-9a77-19931e37a443\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.787}, \"63578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-04 01:58:24.000000+00:00\", \"2021-08-01 13:33:41.000000+00:00\", \"2019-11-28 19:32:55.000000+00:00\", \"2021-07-03 03:32:03.000000+00:00\", \"2023-01-10 20:04:24.000000+00:00\", \"2021-06-15 14:13:14.000000+00:00\", \"2021-04-26 00:23:39.000000+00:00\", \"2021-06-05 06:38:14.000000+00:00\"], \"session_ids\": [\"60876310-5477-419c-98d7-f5f17c754b33\", \"7cdb265f-28ab-4e5b-b853-9de606a11822\", \"0d3f74ac-b262-4230-8f9a-6b658e6ebefb\", \"404d1942-9718-4094-b80f-739148b0cb8c\", \"3b22de70-6572-420f-819a-0474c7aa3655\", \"95e3f983-842d-4103-8640-fd3433acf6c3\", \"e01289b6-e3c9-4556-af27-2ee98abfb3f1\", \"c1ebf213-329f-418c-abbc-4639a4a9efb9\"], \"total_duration\": 3556.0, \"total_sessions\": 8, \"mean_week_duration\": 21.816}, \"76854\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-02 01:32:45.000000+00:00\", \"2019-07-20 23:18:17.000000+00:00\"], \"session_ids\": [\"7a91d7b6-0edb-47ad-9a0a-b7d8ec5dd553\", \"666460f3-9f7a-40d6-8527-2a19f5f3ac15\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 17.792}, \"13876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-10 22:35:02.000000+00:00\", \"2020-01-22 17:47:41.000000+00:00\", \"2023-06-16 19:39:38.000000+00:00\", \"2023-06-12 00:18:34.000000+00:00\", \"2019-08-24 04:06:14.000000+00:00\", \"2019-02-11 06:06:52.000000+00:00\", \"2023-01-06 08:38:56.000000+00:00\", \"2019-12-15 21:20:18.000000+00:00\", \"2022-11-22 22:17:08.000000+00:00\"], \"session_ids\": [\"868765c8-22dd-4bee-8234-91436147c58c\", \"7f1b5c0e-b4a6-4c96-924f-111b7e2267f0\", \"7af6afba-ce52-4e9d-a55a-e7fda1c3e34b\", \"d104f5ad-acf7-4b64-a535-69f89931d8a1\", \"db1a5abb-3806-450b-b98e-3b00c9cb0170\", \"02e94099-9e86-4a3b-9e44-00612cdac79e\", \"01c8cafd-d4b8-4be9-888d-0098b9fcf9f3\", \"d3d91251-daff-42ba-a41e-fc4c998b6336\", \"8b0bcdb5-53bc-4efc-9b4c-f93f5dcda7a5\"], \"total_duration\": 1059.0, \"total_sessions\": 9, \"mean_week_duration\": 4.665}, \"3450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-03 10:15:09.000000+00:00\", \"2019-08-10 20:37:50.000000+00:00\", \"2020-09-06 22:49:34.000000+00:00\", \"2020-03-15 16:17:10.000000+00:00\"], \"session_ids\": [\"3d590ca6-6125-4c9e-a79d-01796e13a37e\", \"cd73cc34-117f-4da4-acfa-7066c9e0249e\", \"2cf2e6c2-9d22-4138-8d51-e192a893bad3\", \"a99bb827-2317-416e-bfd6-b0d36e066d12\"], \"total_duration\": 548.0, \"total_sessions\": 4, \"mean_week_duration\": 5.269}, \"58573\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-01 14:16:55.000000+00:00\", \"2019-02-07 01:52:18.000000+00:00\", \"2019-08-20 14:54:44.000000+00:00\"], \"session_ids\": [\"4cbfd94d-fb9d-4524-96be-73513f5217ec\", \"21ca6e73-d4a9-4e81-93ba-7ec938ef226d\", \"fc79d7bf-6d5e-4cb0-b14e-189525ac29ae\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 9.143}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 18 and are equal or greater than 37"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 37]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"58227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-19 18:52:40.000000+00:00\", \"2020-08-01 02:19:21.000000+00:00\", \"2022-05-09 14:30:43.000000+00:00\", \"2022-12-20 12:23:19.000000+00:00\", \"2020-01-28 06:53:19.000000+00:00\"], \"session_ids\": [\"0bb461e0-d662-4319-86b0-4ccfe9139be7\", \"67b84a2e-cb56-4b85-ac78-1dca4f8efd35\", \"dffdda35-0b57-4c68-8ef2-52f3f184d606\", \"3b1e737b-cebe-438a-b5ed-7cebc92656c5\", \"d53f4347-56db-4b6f-9cbd-0af589f951d0\"], \"total_duration\": 2326.0, \"total_sessions\": 5, \"mean_week_duration\": 15.404}, \"65349\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 4}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-19 08:24:29.000000+00:00\", \"2022-09-21 18:04:53.000000+00:00\"], \"session_ids\": [\"7aff60f5-1e62-4b8f-8e68-07dec458b8bd\", \"1edc08d5-228f-4f74-86e6-ded772a16ab4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.613}, \"79063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-20 06:57:07.000000+00:00\", \"2021-08-18 10:08:57.000000+00:00\", \"2019-02-16 15:32:16.000000+00:00\", \"2020-04-25 09:56:09.000000+00:00\"], \"session_ids\": [\"549e8e09-76ef-46a7-96b8-07931d627835\", \"f2e2037c-b2b0-467d-b054-ecfadb5bf5c6\", \"2874966d-9827-4914-97ff-219a696da353\", \"9db544f0-0d3a-402e-9976-9f86a9b6baf8\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.279}, \"19953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-12 21:47:57.000000+00:00\", \"2022-02-19 09:01:18.000000+00:00\"], \"session_ids\": [\"cfdb6d9e-08f9-4bd7-bae3-36a4e6cec347\", \"dfe6bea1-ee21-4b6f-a928-888a7f350886\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"2334\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-01 20:54:31.000000+00:00\", \"2021-07-06 00:38:32.000000+00:00\", \"2020-09-06 04:26:06.000000+00:00\"], \"session_ids\": [\"9c2f5066-d844-4210-8e14-04a44e1b762e\", \"61bc26df-a190-463b-941b-68619e843c1e\", \"41599d8a-b2ff-490d-9a77-19931e37a443\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.787}, \"76854\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-02 01:32:45.000000+00:00\", \"2019-07-20 23:18:17.000000+00:00\"], \"session_ids\": [\"7a91d7b6-0edb-47ad-9a0a-b7d8ec5dd553\", \"666460f3-9f7a-40d6-8527-2a19f5f3ac15\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 17.792}, \"13876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-10 22:35:02.000000+00:00\", \"2020-01-22 17:47:41.000000+00:00\", \"2023-06-16 19:39:38.000000+00:00\", \"2023-06-12 00:18:34.000000+00:00\", \"2019-08-24 04:06:14.000000+00:00\", \"2019-02-11 06:06:52.000000+00:00\", \"2023-01-06 08:38:56.000000+00:00\", \"2019-12-15 21:20:18.000000+00:00\", \"2022-11-22 22:17:08.000000+00:00\"], \"session_ids\": [\"868765c8-22dd-4bee-8234-91436147c58c\", \"7f1b5c0e-b4a6-4c96-924f-111b7e2267f0\", \"7af6afba-ce52-4e9d-a55a-e7fda1c3e34b\", \"d104f5ad-acf7-4b64-a535-69f89931d8a1\", \"db1a5abb-3806-450b-b98e-3b00c9cb0170\", \"02e94099-9e86-4a3b-9e44-00612cdac79e\", \"01c8cafd-d4b8-4be9-888d-0098b9fcf9f3\", \"d3d91251-daff-42ba-a41e-fc4c998b6336\", \"8b0bcdb5-53bc-4efc-9b4c-f93f5dcda7a5\"], \"total_duration\": 1059.0, \"total_sessions\": 9, \"mean_week_duration\": 4.665}, \"3450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-03 10:15:09.000000+00:00\", \"2019-08-10 20:37:50.000000+00:00\", \"2020-09-06 22:49:34.000000+00:00\", \"2020-03-15 16:17:10.000000+00:00\"], \"session_ids\": [\"3d590ca6-6125-4c9e-a79d-01796e13a37e\", \"cd73cc34-117f-4da4-acfa-7066c9e0249e\", \"2cf2e6c2-9d22-4138-8d51-e192a893bad3\", \"a99bb827-2317-416e-bfd6-b0d36e066d12\"], \"total_duration\": 548.0, \"total_sessions\": 4, \"mean_week_duration\": 5.269}, \"58573\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-01 14:16:55.000000+00:00\", \"2019-02-07 01:52:18.000000+00:00\", \"2019-08-20 14:54:44.000000+00:00\"], \"session_ids\": [\"4cbfd94d-fb9d-4524-96be-73513f5217ec\", \"21ca6e73-d4a9-4e81-93ba-7ec938ef226d\", \"fc79d7bf-6d5e-4cb0-b14e-189525ac29ae\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 9.143}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"58227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-19 18:52:40.000000+00:00\", \"2020-08-01 02:19:21.000000+00:00\", \"2022-05-09 14:30:43.000000+00:00\", \"2022-12-20 12:23:19.000000+00:00\", \"2020-01-28 06:53:19.000000+00:00\"], \"session_ids\": [\"0bb461e0-d662-4319-86b0-4ccfe9139be7\", \"67b84a2e-cb56-4b85-ac78-1dca4f8efd35\", \"dffdda35-0b57-4c68-8ef2-52f3f184d606\", \"3b1e737b-cebe-438a-b5ed-7cebc92656c5\", \"d53f4347-56db-4b6f-9cbd-0af589f951d0\"], \"total_duration\": 2326.0, \"total_sessions\": 5, \"mean_week_duration\": 15.404}}, {\"13876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-10 22:35:02.000000+00:00\", \"2020-01-22 17:47:41.000000+00:00\", \"2023-06-16 19:39:38.000000+00:00\", \"2023-06-12 00:18:34.000000+00:00\", \"2019-08-24 04:06:14.000000+00:00\", \"2019-02-11 06:06:52.000000+00:00\", \"2023-01-06 08:38:56.000000+00:00\", \"2019-12-15 21:20:18.000000+00:00\", \"2022-11-22 22:17:08.000000+00:00\"], \"session_ids\": [\"868765c8-22dd-4bee-8234-91436147c58c\", \"7f1b5c0e-b4a6-4c96-924f-111b7e2267f0\", \"7af6afba-ce52-4e9d-a55a-e7fda1c3e34b\", \"d104f5ad-acf7-4b64-a535-69f89931d8a1\", \"db1a5abb-3806-450b-b98e-3b00c9cb0170\", \"02e94099-9e86-4a3b-9e44-00612cdac79e\", \"01c8cafd-d4b8-4be9-888d-0098b9fcf9f3\", \"d3d91251-daff-42ba-a41e-fc4c998b6336\", \"8b0bcdb5-53bc-4efc-9b4c-f93f5dcda7a5\"], \"total_duration\": 1059.0, \"total_sessions\": 9, \"mean_week_duration\": 4.665}}, {\"65349\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 4}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-19 08:24:29.000000+00:00\", \"2022-09-21 18:04:53.000000+00:00\"], \"session_ids\": [\"7aff60f5-1e62-4b8f-8e68-07dec458b8bd\", \"1edc08d5-228f-4f74-86e6-ded772a16ab4\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.613}}, {\"19953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-12 21:47:57.000000+00:00\", \"2022-02-19 09:01:18.000000+00:00\"], \"session_ids\": [\"cfdb6d9e-08f9-4bd7-bae3-36a4e6cec347\", \"dfe6bea1-ee21-4b6f-a928-888a7f350886\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}}, {\"3450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-03 10:15:09.000000+00:00\", \"2019-08-10 20:37:50.000000+00:00\", \"2020-09-06 22:49:34.000000+00:00\", \"2020-03-15 16:17:10.000000+00:00\"], \"session_ids\": [\"3d590ca6-6125-4c9e-a79d-01796e13a37e\", \"cd73cc34-117f-4da4-acfa-7066c9e0249e\", \"2cf2e6c2-9d22-4138-8d51-e192a893bad3\", \"a99bb827-2317-416e-bfd6-b0d36e066d12\"], \"total_duration\": 548.0, \"total_sessions\": 4, \"mean_week_duration\": 5.269}}, {\"2334\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-01 20:54:31.000000+00:00\", \"2021-07-06 00:38:32.000000+00:00\", \"2020-09-06 04:26:06.000000+00:00\"], \"session_ids\": [\"9c2f5066-d844-4210-8e14-04a44e1b762e\", \"61bc26df-a190-463b-941b-68619e843c1e\", \"41599d8a-b2ff-490d-9a77-19931e37a443\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.787}}, {\"79063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-20 06:57:07.000000+00:00\", \"2021-08-18 10:08:57.000000+00:00\", \"2019-02-16 15:32:16.000000+00:00\", \"2020-04-25 09:56:09.000000+00:00\"], \"session_ids\": [\"549e8e09-76ef-46a7-96b8-07931d627835\", \"f2e2037c-b2b0-467d-b054-ecfadb5bf5c6\", \"2874966d-9827-4914-97ff-219a696da353\", \"9db544f0-0d3a-402e-9976-9f86a9b6baf8\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.279}}, {\"58573\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-01 14:16:55.000000+00:00\", \"2019-02-07 01:52:18.000000+00:00\", \"2019-08-20 14:54:44.000000+00:00\"], \"session_ids\": [\"4cbfd94d-fb9d-4524-96be-73513f5217ec\", \"21ca6e73-d4a9-4e81-93ba-7ec938ef226d\", \"fc79d7bf-6d5e-4cb0-b14e-189525ac29ae\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 9.143}}, {\"76854\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-02 01:32:45.000000+00:00\", \"2019-07-20 23:18:17.000000+00:00\"], \"session_ids\": [\"7a91d7b6-0edb-47ad-9a0a-b7d8ec5dd553\", \"666460f3-9f7a-40d6-8527-2a19f5f3ac15\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 17.792}}]\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[{\"58227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-19 18:52:40.000000+00:00\", \"2020-08-01 02:19:21.000000+00:00\", \"2022-05-09 14:30:43.000000+00:00\", \"2022-12-20 12:23:19.000000+00:00\", \"2020-01-28 06:53:19.000000+00:00\"], \"session_ids\": [\"0bb461e0-d662-4319-86b0-4ccfe9139be7\", \"67b84a2e-cb56-4b85-ac78-1dca4f8efd35\", \"dffdda35-0b57-4c68-8ef2-52f3f184d606\", \"3b1e737b-cebe-438a-b5ed-7cebc92656c5\", \"d53f4347-56db-4b6f-9cbd-0af589f951d0\"], \"total_duration\": 2326.0, \"total_sessions\": 5, \"mean_week_duration\": 15.404}}]\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[{\"58227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-19 18:52:40.000000+00:00\", \"2020-08-01 02:19:21.000000+00:00\", \"2022-05-09 14:30:43.000000+00:00\", \"2022-12-20 12:23:19.000000+00:00\", \"2020-01-28 06:53:19.000000+00:00\"], \"session_ids\": [\"0bb461e0-d662-4319-86b0-4ccfe9139be7\", \"67b84a2e-cb56-4b85-ac78-1dca4f8efd35\", \"dffdda35-0b57-4c68-8ef2-52f3f184d606\", \"3b1e737b-cebe-438a-b5ed-7cebc92656c5\", \"d53f4347-56db-4b6f-9cbd-0af589f951d0\"], \"total_duration\": 2326.0, \"total_sessions\": 5, \"mean_week_duration\": 15.404}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display 4 users pieces of information who are living in cities Athens, San Juan, Bangkok as well as execute sorting by duration summation in descending , moreover show me only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"99386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-15 08:15:33.000000+00:00\", \"2020-01-31 05:19:05.000000+00:00\"], \"session_ids\": [\"d291d199-6016-4c0c-9376-868711986858\", \"f85fbf55-763c-4be3-978b-1c318b3313df\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.86}, \"53651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-06-16 04:09:42.000000+00:00\", \"2023-04-02 22:37:45.000000+00:00\"], \"session_ids\": [\"7c3ad4e8-0248-4176-967f-20693b18b501\", \"2a891782-26fd-41f4-b3c3-cf0573fc8b08\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.076}, \"99396\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-02-17 22:15:21.000000+00:00\", \"2022-01-04 00:46:04.000000+00:00\", \"2019-08-14 07:52:27.000000+00:00\"], \"session_ids\": [\"a0f3cbf0-8d31-467f-ac71-ecf3a80c2c08\", \"6336f955-4581-4cf5-a91b-1bf069c7c469\", \"28abc95c-a12f-4837-a534-bf7c74e17d2c\"], \"total_duration\": 65.0, \"total_sessions\": 3, \"mean_week_duration\": 0.492}, \"31963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-07-24 12:00:31.000000+00:00\", \"2020-10-22 11:52:34.000000+00:00\"], \"session_ids\": [\"d65c9ccd-6a31-45f9-85d4-859403e3cd9e\", \"bdd194ec-fa7f-4366-83c4-04836a9b8a7b\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 2.308}, \"4942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-12-24 23:37:12.000000+00:00\", \"2022-05-23 03:49:20.000000+00:00\"], \"session_ids\": [\"4110e248-37af-4164-a3f7-7cc5be401610\", \"7bb6c190-6901-4b3f-a58d-5816ed2afdfa\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}, \"1004\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-27 01:28:41.000000+00:00\", \"2021-05-17 00:31:38.000000+00:00\"], \"session_ids\": [\"e3c61400-0b72-41dd-8612-00e842af215e\", \"94256f4e-6255-4bc9-ab6e-684a6f1419c2\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.179}, \"48043\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-07 09:31:57.000000+00:00\", \"2022-12-09 12:09:13.000000+00:00\", \"2023-03-13 04:37:40.000000+00:00\", \"2021-12-19 19:28:33.000000+00:00\", \"2022-03-16 04:43:07.000000+00:00\", \"2019-06-28 10:03:50.000000+00:00\", \"2022-10-03 17:02:35.000000+00:00\", \"2022-10-26 14:55:28.000000+00:00\", \"2023-04-22 11:54:13.000000+00:00\"], \"session_ids\": [\"0fd35d66-132a-4f73-967f-5027df062407\", \"c3555080-3858-4ec6-af9d-287b9120c4fd\", \"3413cfe5-6231-4c76-99ca-e22002757a72\", \"9c885b3e-8568-416d-afda-b68dd0fc0f38\", \"b2592d93-15f2-46e1-bdca-3e35ab45c87d\", \"617333fa-2d11-45da-85a9-c170d65261da\", \"42f6eaea-3c84-4296-b7ab-bbe8e2b4ec7b\", \"eba79ae2-0b10-4858-8d4d-a10a30891078\", \"cd68e031-0ef1-4743-941b-8ae3ebbf57ba\"], \"total_duration\": 17890.0, \"total_sessions\": 9, \"mean_week_duration\": 89.45}, \"15127\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-14 13:28:00.000000+00:00\", \"2021-07-03 17:08:23.000000+00:00\", \"2020-10-08 09:18:07.000000+00:00\", \"2020-07-29 06:44:18.000000+00:00\"], \"session_ids\": [\"07ba8774-8d39-429d-aaf4-1ae1a311db16\", \"34e8712a-6dcc-4bf3-973b-c32c3e07fe00\", \"459bd8d7-7346-422a-94f2-f91accccd436\", \"11b9c024-4d3a-4e85-8dd3-7ebf3c9207f1\"], \"total_duration\": 138.0, \"total_sessions\": 4, \"mean_week_duration\": 1.605}, \"41123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-19 03:20:13.000000+00:00\", \"2022-11-17 12:53:06.000000+00:00\", \"2021-02-22 08:17:27.000000+00:00\", \"2021-01-12 00:26:26.000000+00:00\"], \"session_ids\": [\"4ea8d5e0-22c4-4f8c-a925-f5b0b19e43fa\", \"a24cb9c5-2607-4cee-b4af-35cddfd96d4b\", \"92e90d0d-3fc9-42a0-b863-6f63bda1afe7\", \"5ae82ded-f5df-48cb-9872-6102b8c2aaa6\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.788}, \"89162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-03-14 00:52:09.000000+00:00\", \"2020-09-19 11:08:12.000000+00:00\", \"2021-04-03 18:13:39.000000+00:00\"], \"session_ids\": [\"61977668-e652-41db-b8ba-451c1be257b7\", \"e3994e25-e028-481c-b259-7ca4359b08d4\", \"ebb6c1eb-e1bd-4972-a174-96df343884d7\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.321}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Athens, San Juan, Bangkok"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Athens\", \"San Juan\", \"Bangkok\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 2 users who have sessions total less than 10 and greater than 3 as well as put to use sorting by city_name descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"89185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-12 23:07:15.000000+00:00\", \"2021-12-09 06:26:43.000000+00:00\", \"2019-12-27 10:51:20.000000+00:00\", \"2020-09-12 05:15:11.000000+00:00\", \"2019-02-13 12:28:18.000000+00:00\"], \"session_ids\": [\"c7cc84df-60cf-4c87-8db6-59af5c2990ee\", \"549d7ddf-b71f-4b1d-ae52-b66e9c4e0d00\", \"1926434b-a8f6-423b-a7fc-67cc306b28e8\", \"095b226f-eab9-48d2-932d-870462a96ac6\", \"a38ea388-de69-4f50-a883-2b5999903e12\"], \"total_duration\": 311.0, \"total_sessions\": 5, \"mean_week_duration\": 2.116}, \"88162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-03-12 11:31:46.000000+00:00\", \"2020-12-21 03:02:57.000000+00:00\", \"2020-12-06 19:28:22.000000+00:00\"], \"session_ids\": [\"1ae6b915-6bdc-4841-8abc-b11bac6cf0f7\", \"71405037-303f-40f5-abf6-d7666b692f31\", \"32ca4a0e-4e2b-47fe-ae3b-4045f5af5c38\"], \"total_duration\": 966.0, \"total_sessions\": 3, \"mean_week_duration\": 10.387}, \"3268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-01-02 00:05:50.000000+00:00\", \"2019-03-23 07:01:12.000000+00:00\"], \"session_ids\": [\"2800b83e-4b3a-43d1-8ff3-1b89dc741a21\", \"ecec439c-e8ec-41cb-8178-1b809a23ca5d\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.384}, \"82422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-03 01:24:42.000000+00:00\", \"2019-06-26 17:13:38.000000+00:00\", \"2023-02-17 00:42:46.000000+00:00\", \"2020-10-18 18:34:04.000000+00:00\"], \"session_ids\": [\"02bdff13-5e13-4b4e-a545-bfaa1d5b2b9f\", \"321c3ff0-70be-490a-89cf-1f1dcbe5b843\", \"ece3d07f-ebff-4522-a635-0d5ce5a4091f\", \"d7ae770b-5c1f-43cb-9916-5bd362a72750\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.812}, \"3325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-05 01:33:39.000000+00:00\", \"2019-04-02 15:28:17.000000+00:00\", \"2023-02-08 21:28:40.000000+00:00\", \"2020-05-31 20:33:32.000000+00:00\"], \"session_ids\": [\"913ea162-8e24-4240-8be5-5c2586c7a189\", \"b5ec54b2-e515-4b22-b543-a3db8e8486e9\", \"bfd2ac35-b3f6-45db-98db-878d646013b3\", \"78857ae9-505c-4d45-8772-b45eaabcc46b\"], \"total_duration\": 489.0, \"total_sessions\": 4, \"mean_week_duration\": 2.421}, \"58549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-28 10:32:55.000000+00:00\", \"2023-01-20 01:37:46.000000+00:00\"], \"session_ids\": [\"b1b538c1-2f20-4b4a-a5bd-de2b4661ec7e\", \"ec13b9e9-a91b-4446-8368-79244e50f957\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}, \"18354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-08-24 11:24:32.000000+00:00\", \"2020-01-30 16:01:46.000000+00:00\", \"2021-11-25 12:13:22.000000+00:00\", \"2020-06-01 18:02:04.000000+00:00\", \"2020-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"2f285968-9af7-491e-85f8-2cde5b9001ec\", \"a4ff406b-8cdd-4a12-8e02-4699e82994df\", \"2fc3d6e3-e33f-4a9f-8a74-21e26c7176d5\", \"8ede7f6a-1777-4c23-917b-fa7cea68083f\", \"2d5f88cc-1410-469a-9e9d-ebc9b8519a33\"], \"total_duration\": 1463.0, \"total_sessions\": 5, \"mean_week_duration\": 15.4}, \"94934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-13 12:49:13.000000+00:00\", \"2022-02-10 19:24:58.000000+00:00\", \"2019-11-12 12:34:40.000000+00:00\", \"2022-06-26 16:23:55.000000+00:00\", \"2019-03-31 05:47:10.000000+00:00\", \"2022-08-28 18:28:04.000000+00:00\", \"2022-07-21 22:50:29.000000+00:00\", \"2020-03-16 04:04:41.000000+00:00\", \"2019-09-11 00:33:27.000000+00:00\"], \"session_ids\": [\"ea5a064f-05d7-48d3-93b6-3b14b756bbef\", \"e675ea84-ba59-46de-8731-2e31de71e733\", \"5d5ecb77-3821-48cc-ab7e-97d507871c9d\", \"2cd5f621-1586-4265-8d9e-4424056d2b80\", \"9bc9df0e-02a3-4409-9312-8f5c586ba6ad\", \"41a45148-78db-46be-b4a2-df1f76d7f129\", \"4dafdef3-9491-4cba-944d-42082955cce9\", \"d30fadf2-053c-4023-b8c5-49e68224579c\", \"f05554a8-1940-4856-bdb7-e28d594845d8\"], \"total_duration\": 539.0, \"total_sessions\": 9, \"mean_week_duration\": 3.028}, \"41297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-10 08:27:01.000000+00:00\", \"2021-09-22 03:34:03.000000+00:00\"], \"session_ids\": [\"a030b296-94f1-4394-bfa0-614d44927571\", \"97f605f1-5ad0-45ad-a2d2-c2edaf838333\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.592}, \"11501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-06-16 00:18:47.000000+00:00\", \"2019-10-31 23:19:30.000000+00:00\"], \"session_ids\": [\"8d6881f4-c263-4519-bee5-7d34311c21fd\", \"a190c236-b0f7-4179-ac96-f972813b217e\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.576}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 3 and are equal or less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"89185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-12 23:07:15.000000+00:00\", \"2021-12-09 06:26:43.000000+00:00\", \"2019-12-27 10:51:20.000000+00:00\", \"2020-09-12 05:15:11.000000+00:00\", \"2019-02-13 12:28:18.000000+00:00\"], \"session_ids\": [\"c7cc84df-60cf-4c87-8db6-59af5c2990ee\", \"549d7ddf-b71f-4b1d-ae52-b66e9c4e0d00\", \"1926434b-a8f6-423b-a7fc-67cc306b28e8\", \"095b226f-eab9-48d2-932d-870462a96ac6\", \"a38ea388-de69-4f50-a883-2b5999903e12\"], \"total_duration\": 311.0, \"total_sessions\": 5, \"mean_week_duration\": 2.116}, \"88162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-03-12 11:31:46.000000+00:00\", \"2020-12-21 03:02:57.000000+00:00\", \"2020-12-06 19:28:22.000000+00:00\"], \"session_ids\": [\"1ae6b915-6bdc-4841-8abc-b11bac6cf0f7\", \"71405037-303f-40f5-abf6-d7666b692f31\", \"32ca4a0e-4e2b-47fe-ae3b-4045f5af5c38\"], \"total_duration\": 966.0, \"total_sessions\": 3, \"mean_week_duration\": 10.387}, \"82422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-03 01:24:42.000000+00:00\", \"2019-06-26 17:13:38.000000+00:00\", \"2023-02-17 00:42:46.000000+00:00\", \"2020-10-18 18:34:04.000000+00:00\"], \"session_ids\": [\"02bdff13-5e13-4b4e-a545-bfaa1d5b2b9f\", \"321c3ff0-70be-490a-89cf-1f1dcbe5b843\", \"ece3d07f-ebff-4522-a635-0d5ce5a4091f\", \"d7ae770b-5c1f-43cb-9916-5bd362a72750\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.812}, \"3325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-05 01:33:39.000000+00:00\", \"2019-04-02 15:28:17.000000+00:00\", \"2023-02-08 21:28:40.000000+00:00\", \"2020-05-31 20:33:32.000000+00:00\"], \"session_ids\": [\"913ea162-8e24-4240-8be5-5c2586c7a189\", \"b5ec54b2-e515-4b22-b543-a3db8e8486e9\", \"bfd2ac35-b3f6-45db-98db-878d646013b3\", \"78857ae9-505c-4d45-8772-b45eaabcc46b\"], \"total_duration\": 489.0, \"total_sessions\": 4, \"mean_week_duration\": 2.421}, \"18354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-08-24 11:24:32.000000+00:00\", \"2020-01-30 16:01:46.000000+00:00\", \"2021-11-25 12:13:22.000000+00:00\", \"2020-06-01 18:02:04.000000+00:00\", \"2020-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"2f285968-9af7-491e-85f8-2cde5b9001ec\", \"a4ff406b-8cdd-4a12-8e02-4699e82994df\", \"2fc3d6e3-e33f-4a9f-8a74-21e26c7176d5\", \"8ede7f6a-1777-4c23-917b-fa7cea68083f\", \"2d5f88cc-1410-469a-9e9d-ebc9b8519a33\"], \"total_duration\": 1463.0, \"total_sessions\": 5, \"mean_week_duration\": 15.4}, \"94934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-13 12:49:13.000000+00:00\", \"2022-02-10 19:24:58.000000+00:00\", \"2019-11-12 12:34:40.000000+00:00\", \"2022-06-26 16:23:55.000000+00:00\", \"2019-03-31 05:47:10.000000+00:00\", \"2022-08-28 18:28:04.000000+00:00\", \"2022-07-21 22:50:29.000000+00:00\", \"2020-03-16 04:04:41.000000+00:00\", \"2019-09-11 00:33:27.000000+00:00\"], \"session_ids\": [\"ea5a064f-05d7-48d3-93b6-3b14b756bbef\", \"e675ea84-ba59-46de-8731-2e31de71e733\", \"5d5ecb77-3821-48cc-ab7e-97d507871c9d\", \"2cd5f621-1586-4265-8d9e-4424056d2b80\", \"9bc9df0e-02a3-4409-9312-8f5c586ba6ad\", \"41a45148-78db-46be-b4a2-df1f76d7f129\", \"4dafdef3-9491-4cba-944d-42082955cce9\", \"d30fadf2-053c-4023-b8c5-49e68224579c\", \"f05554a8-1940-4856-bdb7-e28d594845d8\"], \"total_duration\": 539.0, \"total_sessions\": 9, \"mean_week_duration\": 3.028}}\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[{\"94934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-13 12:49:13.000000+00:00\", \"2022-02-10 19:24:58.000000+00:00\", \"2019-11-12 12:34:40.000000+00:00\", \"2022-06-26 16:23:55.000000+00:00\", \"2019-03-31 05:47:10.000000+00:00\", \"2022-08-28 18:28:04.000000+00:00\", \"2022-07-21 22:50:29.000000+00:00\", \"2020-03-16 04:04:41.000000+00:00\", \"2019-09-11 00:33:27.000000+00:00\"], \"session_ids\": [\"ea5a064f-05d7-48d3-93b6-3b14b756bbef\", \"e675ea84-ba59-46de-8731-2e31de71e733\", \"5d5ecb77-3821-48cc-ab7e-97d507871c9d\", \"2cd5f621-1586-4265-8d9e-4424056d2b80\", \"9bc9df0e-02a3-4409-9312-8f5c586ba6ad\", \"41a45148-78db-46be-b4a2-df1f76d7f129\", \"4dafdef3-9491-4cba-944d-42082955cce9\", \"d30fadf2-053c-4023-b8c5-49e68224579c\", \"f05554a8-1940-4856-bdb7-e28d594845d8\"], \"total_duration\": 539.0, \"total_sessions\": 9, \"mean_week_duration\": 3.028}}, {\"89185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-12 23:07:15.000000+00:00\", \"2021-12-09 06:26:43.000000+00:00\", \"2019-12-27 10:51:20.000000+00:00\", \"2020-09-12 05:15:11.000000+00:00\", \"2019-02-13 12:28:18.000000+00:00\"], \"session_ids\": [\"c7cc84df-60cf-4c87-8db6-59af5c2990ee\", \"549d7ddf-b71f-4b1d-ae52-b66e9c4e0d00\", \"1926434b-a8f6-423b-a7fc-67cc306b28e8\", \"095b226f-eab9-48d2-932d-870462a96ac6\", \"a38ea388-de69-4f50-a883-2b5999903e12\"], \"total_duration\": 311.0, \"total_sessions\": 5, \"mean_week_duration\": 2.116}}, {\"88162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-03-12 11:31:46.000000+00:00\", \"2020-12-21 03:02:57.000000+00:00\", \"2020-12-06 19:28:22.000000+00:00\"], \"session_ids\": [\"1ae6b915-6bdc-4841-8abc-b11bac6cf0f7\", \"71405037-303f-40f5-abf6-d7666b692f31\", \"32ca4a0e-4e2b-47fe-ae3b-4045f5af5c38\"], \"total_duration\": 966.0, \"total_sessions\": 3, \"mean_week_duration\": 10.387}}, {\"82422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-03 01:24:42.000000+00:00\", \"2019-06-26 17:13:38.000000+00:00\", \"2023-02-17 00:42:46.000000+00:00\", \"2020-10-18 18:34:04.000000+00:00\"], \"session_ids\": [\"02bdff13-5e13-4b4e-a545-bfaa1d5b2b9f\", \"321c3ff0-70be-490a-89cf-1f1dcbe5b843\", \"ece3d07f-ebff-4522-a635-0d5ce5a4091f\", \"d7ae770b-5c1f-43cb-9916-5bd362a72750\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.812}}, {\"3325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-05 01:33:39.000000+00:00\", \"2019-04-02 15:28:17.000000+00:00\", \"2023-02-08 21:28:40.000000+00:00\", \"2020-05-31 20:33:32.000000+00:00\"], \"session_ids\": [\"913ea162-8e24-4240-8be5-5c2586c7a189\", \"b5ec54b2-e515-4b22-b543-a3db8e8486e9\", \"bfd2ac35-b3f6-45db-98db-878d646013b3\", \"78857ae9-505c-4d45-8772-b45eaabcc46b\"], \"total_duration\": 489.0, \"total_sessions\": 4, \"mean_week_duration\": 2.421}}, {\"18354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-08-24 11:24:32.000000+00:00\", \"2020-01-30 16:01:46.000000+00:00\", \"2021-11-25 12:13:22.000000+00:00\", \"2020-06-01 18:02:04.000000+00:00\", \"2020-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"2f285968-9af7-491e-85f8-2cde5b9001ec\", \"a4ff406b-8cdd-4a12-8e02-4699e82994df\", \"2fc3d6e3-e33f-4a9f-8a74-21e26c7176d5\", \"8ede7f6a-1777-4c23-917b-fa7cea68083f\", \"2d5f88cc-1410-469a-9e9d-ebc9b8519a33\"], \"total_duration\": 1463.0, \"total_sessions\": 5, \"mean_week_duration\": 15.4}}]\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[{\"94934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-13 12:49:13.000000+00:00\", \"2022-02-10 19:24:58.000000+00:00\", \"2019-11-12 12:34:40.000000+00:00\", \"2022-06-26 16:23:55.000000+00:00\", \"2019-03-31 05:47:10.000000+00:00\", \"2022-08-28 18:28:04.000000+00:00\", \"2022-07-21 22:50:29.000000+00:00\", \"2020-03-16 04:04:41.000000+00:00\", \"2019-09-11 00:33:27.000000+00:00\"], \"session_ids\": [\"ea5a064f-05d7-48d3-93b6-3b14b756bbef\", \"e675ea84-ba59-46de-8731-2e31de71e733\", \"5d5ecb77-3821-48cc-ab7e-97d507871c9d\", \"2cd5f621-1586-4265-8d9e-4424056d2b80\", \"9bc9df0e-02a3-4409-9312-8f5c586ba6ad\", \"41a45148-78db-46be-b4a2-df1f76d7f129\", \"4dafdef3-9491-4cba-944d-42082955cce9\", \"d30fadf2-053c-4023-b8c5-49e68224579c\", \"f05554a8-1940-4856-bdb7-e28d594845d8\"], \"total_duration\": 539.0, \"total_sessions\": 9, \"mean_week_duration\": 3.028}}, {\"89185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-12 23:07:15.000000+00:00\", \"2021-12-09 06:26:43.000000+00:00\", \"2019-12-27 10:51:20.000000+00:00\", \"2020-09-12 05:15:11.000000+00:00\", \"2019-02-13 12:28:18.000000+00:00\"], \"session_ids\": [\"c7cc84df-60cf-4c87-8db6-59af5c2990ee\", \"549d7ddf-b71f-4b1d-ae52-b66e9c4e0d00\", \"1926434b-a8f6-423b-a7fc-67cc306b28e8\", \"095b226f-eab9-48d2-932d-870462a96ac6\", \"a38ea388-de69-4f50-a883-2b5999903e12\"], \"total_duration\": 311.0, \"total_sessions\": 5, \"mean_week_duration\": 2.116}}]\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[{\"94934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-13 12:49:13.000000+00:00\", \"2022-02-10 19:24:58.000000+00:00\", \"2019-11-12 12:34:40.000000+00:00\", \"2022-06-26 16:23:55.000000+00:00\", \"2019-03-31 05:47:10.000000+00:00\", \"2022-08-28 18:28:04.000000+00:00\", \"2022-07-21 22:50:29.000000+00:00\", \"2020-03-16 04:04:41.000000+00:00\", \"2019-09-11 00:33:27.000000+00:00\"], \"session_ids\": [\"ea5a064f-05d7-48d3-93b6-3b14b756bbef\", \"e675ea84-ba59-46de-8731-2e31de71e733\", \"5d5ecb77-3821-48cc-ab7e-97d507871c9d\", \"2cd5f621-1586-4265-8d9e-4424056d2b80\", \"9bc9df0e-02a3-4409-9312-8f5c586ba6ad\", \"41a45148-78db-46be-b4a2-df1f76d7f129\", \"4dafdef3-9491-4cba-944d-42082955cce9\", \"d30fadf2-053c-4023-b8c5-49e68224579c\", \"f05554a8-1940-4856-bdb7-e28d594845d8\"], \"total_duration\": 539.0, \"total_sessions\": 9, \"mean_week_duration\": 3.028}}, {\"89185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-12 23:07:15.000000+00:00\", \"2021-12-09 06:26:43.000000+00:00\", \"2019-12-27 10:51:20.000000+00:00\", \"2020-09-12 05:15:11.000000+00:00\", \"2019-02-13 12:28:18.000000+00:00\"], \"session_ids\": [\"c7cc84df-60cf-4c87-8db6-59af5c2990ee\", \"549d7ddf-b71f-4b1d-ae52-b66e9c4e0d00\", \"1926434b-a8f6-423b-a7fc-67cc306b28e8\", \"095b226f-eab9-48d2-932d-870462a96ac6\", \"a38ea388-de69-4f50-a883-2b5999903e12\"], \"total_duration\": 311.0, \"total_sessions\": 5, \"mean_week_duration\": 2.116}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into user who is folk of cities Caracas, Stockholm, Toronto, Budapest additionaly implement sorting by all sessions quantity asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-20 22:30:50.000000+00:00\", \"2019-09-23 00:40:35.000000+00:00\"], \"session_ids\": [\"3c96f9de-32b5-42dd-b11c-cd3ab0fa8b13\", \"2fa5ea22-446d-498a-a4c3-885d9cfcce3d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.731}, \"75220\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-09 04:08:44.000000+00:00\", \"2022-10-29 00:41:00.000000+00:00\", \"2021-02-14 18:58:03.000000+00:00\", \"2019-06-23 09:05:19.000000+00:00\", \"2021-10-17 12:01:14.000000+00:00\"], \"session_ids\": [\"efb19a0f-110d-487e-9174-edfe949c6862\", \"1d4487dd-6d98-4f4d-a38e-3d05a4d40766\", \"142aca7c-d0a0-4b7e-a3bb-764c9fca88a0\", \"d1bb6419-abc4-4d26-8edd-1b47c00353fe\", \"c52d3c9b-37ca-4f4d-8b1b-91edc048de17\"], \"total_duration\": 1022.0, \"total_sessions\": 5, \"mean_week_duration\": 5.034}, \"73901\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-03 23:04:40.000000+00:00\", \"2022-09-17 07:46:17.000000+00:00\"], \"session_ids\": [\"2d50dd2b-2913-4dad-bc59-f985526622d5\", \"70f018d9-ced3-4ee2-ba74-d87b620fc342\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.636}, \"88885\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 7, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-20 03:22:12.000000+00:00\", \"2023-04-08 19:33:47.000000+00:00\"], \"session_ids\": [\"a0775d3f-95b6-400a-b364-cb2d8c00b384\", \"8d8e9794-904d-406d-97e5-9be56fb9c797\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.133}, \"53635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-04-17 11:29:01.000000+00:00\", \"2023-02-26 10:54:42.000000+00:00\"], \"session_ids\": [\"89ab0d04-f156-4219-ba9b-b880b231ddba\", \"4f5625bb-f8dc-453f-867d-436ac0176ecb\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 0.886}, \"88016\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-31 02:17:57.000000+00:00\", \"2020-05-24 04:25:29.000000+00:00\"], \"session_ids\": [\"8c5f47c6-c979-425d-8b97-b19a7f51b671\", \"7a611498-25d1-4d89-87cf-44705e38a855\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.349}, \"66648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-31 17:19:15.000000+00:00\", \"2022-11-09 07:29:02.000000+00:00\", \"2021-03-01 20:15:19.000000+00:00\", \"2020-10-01 10:21:14.000000+00:00\", \"2023-02-13 15:04:35.000000+00:00\", \"2023-03-17 18:45:40.000000+00:00\", \"2019-02-22 17:39:06.000000+00:00\", \"2019-11-07 04:25:26.000000+00:00\", \"2022-03-25 19:43:29.000000+00:00\"], \"session_ids\": [\"bce82df7-bc45-46e7-9e05-c60aaf9d672c\", \"fcc8339d-8112-4cf6-b5d2-20727766a628\", \"a73bcc7a-97b6-445f-8363-f2f84afcbd20\", \"541ba6fb-9f95-4894-b373-23e45eff2f34\", \"b1e85291-8b4a-4d03-9bc8-90f8a3b04b4f\", \"907df459-5cb5-495d-a35f-1feebfbab94d\", \"e1fba616-6bfa-43e7-ba97-c52d5d2fc99c\", \"c879339d-a978-4ea1-ab45-79a2f3deed10\", \"c6bad5e5-7818-4ea7-b599-2ef7d3f981c9\"], \"total_duration\": 2086.0, \"total_sessions\": 9, \"mean_week_duration\": 9.84}, \"56688\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-18 22:49:01.000000+00:00\", \"2021-02-10 07:12:07.000000+00:00\"], \"session_ids\": [\"5f4d4765-8863-4fb9-b7d9-bdb971358443\", \"a5d4c8fa-0062-469d-8da3-1253ad5fc6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.947}, \"3065\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-05 01:15:00.000000+00:00\", \"2019-08-14 11:41:42.000000+00:00\", \"2020-04-01 01:50:54.000000+00:00\"], \"session_ids\": [\"f2054362-29bd-4d4d-86b4-781b8f766828\", \"d6620215-8449-4774-a407-e66c116cdd2b\", \"7db8f8ae-a313-4c6b-af69-1b6bb3134ae0\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 4.604}, \"43948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-25 11:41:30.000000+00:00\", \"2020-11-27 07:22:33.000000+00:00\"], \"session_ids\": [\"f37a01ea-e58d-42ca-95b3-6c754da9e2b8\", \"ed7b8d5d-2010-49ee-b59b-99f576095fe4\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 16.067}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Caracas, Stockholm, Toronto, Budapest"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Caracas\", \"Stockholm\", \"Toronto\", \"Budapest\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"56688\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-18 22:49:01.000000+00:00\", \"2021-02-10 07:12:07.000000+00:00\"], \"session_ids\": [\"5f4d4765-8863-4fb9-b7d9-bdb971358443\", \"a5d4c8fa-0062-469d-8da3-1253ad5fc6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.947}}\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[{\"56688\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-18 22:49:01.000000+00:00\", \"2021-02-10 07:12:07.000000+00:00\"], \"session_ids\": [\"5f4d4765-8863-4fb9-b7d9-bdb971358443\", \"a5d4c8fa-0062-469d-8da3-1253ad5fc6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.947}}]\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[{\"56688\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-18 22:49:01.000000+00:00\", \"2021-02-10 07:12:07.000000+00:00\"], \"session_ids\": [\"5f4d4765-8863-4fb9-b7d9-bdb971358443\", \"a5d4c8fa-0062-469d-8da3-1253ad5fc6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.947}}]\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[{\"56688\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-18 22:49:01.000000+00:00\", \"2021-02-10 07:12:07.000000+00:00\"], \"session_ids\": [\"5f4d4765-8863-4fb9-b7d9-bdb971358443\", \"a5d4c8fa-0062-469d-8da3-1253ad5fc6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.947}}]\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 7 users who live in cities Seoul, San Pedro, Reykjavik , moreover execute sorting by overall sessions count in asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"4339\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-24 02:57:32.000000+00:00\", \"2022-04-15 03:34:45.000000+00:00\", \"2019-02-13 15:33:42.000000+00:00\", \"2019-06-01 18:59:29.000000+00:00\", \"2020-04-05 14:49:28.000000+00:00\"], \"session_ids\": [\"b4458707-ffb3-4ffd-b9b9-92aecc1b816f\", \"e2895846-fe68-4b2d-ad79-ba77362a90c9\", \"f71d1cbd-68c4-4104-9d1c-9b033c6e2aa5\", \"699daecc-6f74-4abd-9266-1d1c2ac27a4b\", \"44eabace-9b17-408e-a0cb-a05fbb6d6420\"], \"total_duration\": 76.0, \"total_sessions\": 5, \"mean_week_duration\": 0.458}, \"87876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-23 05:45:54.000000+00:00\", \"2021-02-08 22:38:13.000000+00:00\", \"2019-12-13 22:07:30.000000+00:00\", \"2020-11-02 15:37:05.000000+00:00\", \"2023-03-21 06:54:15.000000+00:00\", \"2022-12-05 04:55:53.000000+00:00\", \"2022-08-10 11:48:15.000000+00:00\", \"2023-05-01 07:03:48.000000+00:00\", \"2020-02-15 16:27:26.000000+00:00\", \"2022-09-12 09:37:01.000000+00:00\"], \"session_ids\": [\"9bbda6b7-ac6b-4094-974a-eed53449b30d\", \"5eb0f7df-7e7d-44a9-978f-6334ee1035b2\", \"28c1f2ca-711d-4208-923e-ef5f277fe73f\", \"132c9dc5-99a1-4d73-8de8-e9636c371a1a\", \"75d52157-a36f-43e6-a943-5fd94040db16\", \"76f0c7dc-dde4-4118-8a51-3a8b09fb2c6d\", \"cbf0e614-11f5-4189-89ae-8d1b36482789\", \"13a5d67f-4455-4d1d-bffe-9372b00715d1\", \"3ed70ccf-d23e-45ff-aa28-66996b799f1e\", \"63b078fb-396c-4764-b62a-a2277bc01d69\"], \"total_duration\": 6105.0, \"total_sessions\": 10, \"mean_week_duration\": 34.492}, \"58876\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-12-02 05:46:17.000000+00:00\", \"2021-06-29 19:28:35.000000+00:00\", \"2021-06-17 20:42:29.000000+00:00\"], \"session_ids\": [\"bbbcf68a-56f7-4ec4-a8da-a4c467db73f7\", \"23959358-9251-433c-835c-4993faee4e90\", \"5c8c003d-bed6-40f2-a93a-cdd3fa5e29ad\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 7.033}, \"90101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-10 18:38:55.000000+00:00\", \"2019-03-20 12:35:58.000000+00:00\"], \"session_ids\": [\"5f746f10-b268-4702-bc0d-70d76a19269d\", \"02c828b1-3b12-4aff-ad57-fb73a427c474\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 5.096}, \"68715\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-24 19:47:37.000000+00:00\", \"2020-09-05 10:22:02.000000+00:00\", \"2020-02-02 00:13:40.000000+00:00\"], \"session_ids\": [\"8c810c1f-2146-4430-8814-ed2cf257d83f\", \"0a4fac63-a778-49f7-a95f-9d07ee1bb155\", \"ca849da9-dedb-49b5-a6b8-55b63fff4016\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 11.234}, \"40923\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-30 04:04:05.000000+00:00\", \"2019-05-29 02:05:51.000000+00:00\"], \"session_ids\": [\"eee0c654-03fa-4a54-bcb5-600b5bb13f4e\", \"4d6afd33-e5ea-4f5a-9432-a4bed4be3179\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 1.124}, \"82846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-06 00:25:06.000000+00:00\", \"2020-01-30 21:50:08.000000+00:00\", \"2022-02-04 21:18:20.000000+00:00\", \"2023-03-19 15:33:52.000000+00:00\", \"2019-11-22 14:54:53.000000+00:00\", \"2021-11-03 07:08:01.000000+00:00\", \"2021-06-30 10:15:59.000000+00:00\", \"2021-11-13 17:37:18.000000+00:00\", \"2021-10-30 13:28:33.000000+00:00\", \"2021-04-01 10:36:39.000000+00:00\"], \"session_ids\": [\"ac43bea0-509f-4c13-a72d-9b9acfed4cc3\", \"e74d6abd-3eed-4311-8482-0bc3f6d02859\", \"1687205b-e367-460d-a251-d4c34ffff8a5\", \"329371b5-598a-45ec-840f-2510e61ac657\", \"63e98845-e0c8-4197-b4d0-31fde317ed0f\", \"9a623722-17e9-405d-ae01-ddc0b8760aba\", \"c9d142be-c93e-4097-9d05-00939adbf6a6\", \"92f79e28-9e9b-407b-b4f6-6b95cc9f4229\", \"55caa9a7-e42e-4bb7-b0af-a69fb360a4f4\", \"cf9673b1-d296-477c-b05d-864d706b3330\"], \"total_duration\": 650.0, \"total_sessions\": 10, \"mean_week_duration\": 3.736}, \"65327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-23 23:08:15.000000+00:00\", \"2020-11-26 16:02:20.000000+00:00\"], \"session_ids\": [\"0e1314b8-71c0-41eb-925d-d5da5686064b\", \"08f117e2-bd52-434d-b7ef-a3643ab2ba1c\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 5.548}, \"81240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-08 03:42:39.000000+00:00\", \"2020-03-16 08:54:01.000000+00:00\", \"2020-03-10 23:00:30.000000+00:00\", \"2019-03-11 16:27:41.000000+00:00\", \"2019-03-13 08:50:29.000000+00:00\"], \"session_ids\": [\"bdbadb8c-87a6-4f01-bb4d-989245b6ee92\", \"cb38f31a-9335-4b48-b1f4-a72e5f1bc984\", \"e852d805-3aad-4806-b551-84031c960aa6\", \"6acdf0a5-96bb-4374-b9ff-3b9501b43668\", \"49bc979f-90a1-4b25-a349-85a3a1779f52\"], \"total_duration\": 316.0, \"total_sessions\": 5, \"mean_week_duration\": 2.508}, \"83389\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-11 13:52:10.000000+00:00\", \"2020-12-22 20:38:27.000000+00:00\"], \"session_ids\": [\"a983a509-06b8-4e9d-a95a-a32cb6d38f30\", \"9cbc2535-a318-4446-830c-905f862e2114\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.535}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Seoul, San Pedro, Reykjavik"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Seoul\", \"San Pedro\", \"Reykjavik\"]]}}}\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": "I want to know about 7 users who are users with highest average week duration , moreover implement sorting by app usage time per week risingly in addition provide me only with 4 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{\"37449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-05 22:50:26.000000+00:00\", \"2022-03-15 03:04:16.000000+00:00\"], \"session_ids\": [\"1e76c39e-9399-4b8b-86e8-a1b53244d51a\", \"94eae4d5-e18f-42c9-9c13-392121132cd1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}, \"2886\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-23 23:06:11.000000+00:00\", \"2019-03-28 04:56:29.000000+00:00\", \"2022-04-03 17:54:01.000000+00:00\", \"2019-12-17 16:48:37.000000+00:00\", \"2023-02-14 18:54:38.000000+00:00\"], \"session_ids\": [\"70d604d3-7387-4ce6-b615-82de30766b6d\", \"f6b8b725-9e08-4adb-a0c7-9076f01de580\", \"d25a3891-e237-490d-b1d5-6e01c8148809\", \"8ce7e56e-695b-45db-b3a5-b28ff6817e88\", \"329c336e-ca32-4b12-89ee-e9a9588bd572\"], \"total_duration\": 1953.0, \"total_sessions\": 5, \"mean_week_duration\": 9.621}, \"8240\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-09 09:38:46.000000+00:00\", \"2022-10-21 02:20:03.000000+00:00\"], \"session_ids\": [\"ef0e923b-4c35-4981-bd6c-02d016c3d577\", \"2aa670cb-2821-497b-a026-7b2fa64dac5e\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 22.947}, \"71639\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-02 16:52:28.000000+00:00\", \"2021-05-15 03:06:03.000000+00:00\"], \"session_ids\": [\"cefe41ba-f4c3-4659-accd-58002e8c7cbb\", \"5509152e-4724-4684-91bb-76aec6adfd78\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 16.08}, \"70661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-20 06:58:52.000000+00:00\", \"2020-01-29 07:46:55.000000+00:00\", \"2022-02-11 04:38:12.000000+00:00\", \"2022-04-27 06:01:47.000000+00:00\"], \"session_ids\": [\"e19948bc-8475-4446-9315-36bb2ad8fa3c\", \"bec6f3b7-67ce-436d-99df-9baba2b0795f\", \"f7af4844-e18b-46df-b83d-6a98e82e9c53\", \"cc29547e-62be-45ac-8993-d3be73b0c8de\"], \"total_duration\": 418.0, \"total_sessions\": 4, \"mean_week_duration\": 3.573}, \"94459\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-10 12:24:11.000000+00:00\", \"2023-01-20 00:28:49.000000+00:00\"], \"session_ids\": [\"34be4cfa-4f85-44da-9dd2-88a3f8982378\", \"d345d38a-05a6-4c8c-9897-a5490a24d500\"], \"total_duration\": 374.0, \"total_sessions\": 2, \"mean_week_duration\": 1.816}, \"87935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 06:12:54.000000+00:00\", \"2020-10-03 06:21:11.000000+00:00\"], \"session_ids\": [\"962eb6c3-eaec-4801-9a4e-92bedabba7b0\", \"a00aaac6-2193-46bd-87ea-c2139c506217\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 4.222}, \"46071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-05 19:12:21.000000+00:00\", \"2020-10-28 16:50:47.000000+00:00\"], \"session_ids\": [\"35b04dc5-d297-4b67-9823-b1aebf08a3cc\", \"fd93d47e-a609-4c2f-a2cc-24463a18a44a\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}, \"55618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-14 13:13:31.000000+00:00\", \"2020-10-20 13:25:46.000000+00:00\", \"2022-12-29 02:49:12.000000+00:00\", \"2020-07-18 01:11:00.000000+00:00\", \"2022-11-04 10:24:09.000000+00:00\", \"2023-04-03 19:38:32.000000+00:00\"], \"session_ids\": [\"23bb4571-dde1-45fe-ae68-18949758f96a\", \"97355861-de3c-4850-823a-6d410884c872\", \"bb5d7499-5bbf-4e12-9913-12261e9dee25\", \"cb9d938b-5d71-42c0-b5f1-06709118ac95\", \"4bc6f5c8-cc61-429f-a520-8c01077591d6\", \"06247b20-3804-4a10-bcf2-029fc6114568\"], \"total_duration\": 399.0, \"total_sessions\": 6, \"mean_week_duration\": 2.1}, \"2676\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-14 22:29:16.000000+00:00\", \"2022-05-16 13:19:44.000000+00:00\"], \"session_ids\": [\"f13cfb40-02d1-4298-8b9e-752aa66553cd\", \"6cf636d6-6f91-4690-941b-d28d8b9fd0ef\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.287}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest 7 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 7}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"8240\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-09 09:38:46.000000+00:00\", \"2022-10-21 02:20:03.000000+00:00\"], \"session_ids\": [\"ef0e923b-4c35-4981-bd6c-02d016c3d577\", \"2aa670cb-2821-497b-a026-7b2fa64dac5e\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 22.947}}, {\"71639\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-02 16:52:28.000000+00:00\", \"2021-05-15 03:06:03.000000+00:00\"], \"session_ids\": [\"cefe41ba-f4c3-4659-accd-58002e8c7cbb\", \"5509152e-4724-4684-91bb-76aec6adfd78\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 16.08}}, {\"2886\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-23 23:06:11.000000+00:00\", \"2019-03-28 04:56:29.000000+00:00\", \"2022-04-03 17:54:01.000000+00:00\", \"2019-12-17 16:48:37.000000+00:00\", \"2023-02-14 18:54:38.000000+00:00\"], \"session_ids\": [\"70d604d3-7387-4ce6-b615-82de30766b6d\", \"f6b8b725-9e08-4adb-a0c7-9076f01de580\", \"d25a3891-e237-490d-b1d5-6e01c8148809\", \"8ce7e56e-695b-45db-b3a5-b28ff6817e88\", \"329c336e-ca32-4b12-89ee-e9a9588bd572\"], \"total_duration\": 1953.0, \"total_sessions\": 5, \"mean_week_duration\": 9.621}}, {\"87935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 06:12:54.000000+00:00\", \"2020-10-03 06:21:11.000000+00:00\"], \"session_ids\": [\"962eb6c3-eaec-4801-9a4e-92bedabba7b0\", \"a00aaac6-2193-46bd-87ea-c2139c506217\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 4.222}}, {\"70661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-20 06:58:52.000000+00:00\", \"2020-01-29 07:46:55.000000+00:00\", \"2022-02-11 04:38:12.000000+00:00\", \"2022-04-27 06:01:47.000000+00:00\"], \"session_ids\": [\"e19948bc-8475-4446-9315-36bb2ad8fa3c\", \"bec6f3b7-67ce-436d-99df-9baba2b0795f\", \"f7af4844-e18b-46df-b83d-6a98e82e9c53\", \"cc29547e-62be-45ac-8993-d3be73b0c8de\"], \"total_duration\": 418.0, \"total_sessions\": 4, \"mean_week_duration\": 3.573}}, {\"37449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-05 22:50:26.000000+00:00\", \"2022-03-15 03:04:16.000000+00:00\"], \"session_ids\": [\"1e76c39e-9399-4b8b-86e8-a1b53244d51a\", \"94eae4d5-e18f-42c9-9c13-392121132cd1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}}, {\"55618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-14 13:13:31.000000+00:00\", \"2020-10-20 13:25:46.000000+00:00\", \"2022-12-29 02:49:12.000000+00:00\", \"2020-07-18 01:11:00.000000+00:00\", \"2022-11-04 10:24:09.000000+00:00\", \"2023-04-03 19:38:32.000000+00:00\"], \"session_ids\": [\"23bb4571-dde1-45fe-ae68-18949758f96a\", \"97355861-de3c-4850-823a-6d410884c872\", \"bb5d7499-5bbf-4e12-9913-12261e9dee25\", \"cb9d938b-5d71-42c0-b5f1-06709118ac95\", \"4bc6f5c8-cc61-429f-a520-8c01077591d6\", \"06247b20-3804-4a10-bcf2-029fc6114568\"], \"total_duration\": 399.0, \"total_sessions\": 6, \"mean_week_duration\": 2.1}}]\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[{\"55618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-14 13:13:31.000000+00:00\", \"2020-10-20 13:25:46.000000+00:00\", \"2022-12-29 02:49:12.000000+00:00\", \"2020-07-18 01:11:00.000000+00:00\", \"2022-11-04 10:24:09.000000+00:00\", \"2023-04-03 19:38:32.000000+00:00\"], \"session_ids\": [\"23bb4571-dde1-45fe-ae68-18949758f96a\", \"97355861-de3c-4850-823a-6d410884c872\", \"bb5d7499-5bbf-4e12-9913-12261e9dee25\", \"cb9d938b-5d71-42c0-b5f1-06709118ac95\", \"4bc6f5c8-cc61-429f-a520-8c01077591d6\", \"06247b20-3804-4a10-bcf2-029fc6114568\"], \"total_duration\": 399.0, \"total_sessions\": 6, \"mean_week_duration\": 2.1}}, {\"37449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-05 22:50:26.000000+00:00\", \"2022-03-15 03:04:16.000000+00:00\"], \"session_ids\": [\"1e76c39e-9399-4b8b-86e8-a1b53244d51a\", \"94eae4d5-e18f-42c9-9c13-392121132cd1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}}, {\"70661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-20 06:58:52.000000+00:00\", \"2020-01-29 07:46:55.000000+00:00\", \"2022-02-11 04:38:12.000000+00:00\", \"2022-04-27 06:01:47.000000+00:00\"], \"session_ids\": [\"e19948bc-8475-4446-9315-36bb2ad8fa3c\", \"bec6f3b7-67ce-436d-99df-9baba2b0795f\", \"f7af4844-e18b-46df-b83d-6a98e82e9c53\", \"cc29547e-62be-45ac-8993-d3be73b0c8de\"], \"total_duration\": 418.0, \"total_sessions\": 4, \"mean_week_duration\": 3.573}}, {\"87935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 06:12:54.000000+00:00\", \"2020-10-03 06:21:11.000000+00:00\"], \"session_ids\": [\"962eb6c3-eaec-4801-9a4e-92bedabba7b0\", \"a00aaac6-2193-46bd-87ea-c2139c506217\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 4.222}}, {\"2886\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-23 23:06:11.000000+00:00\", \"2019-03-28 04:56:29.000000+00:00\", \"2022-04-03 17:54:01.000000+00:00\", \"2019-12-17 16:48:37.000000+00:00\", \"2023-02-14 18:54:38.000000+00:00\"], \"session_ids\": [\"70d604d3-7387-4ce6-b615-82de30766b6d\", \"f6b8b725-9e08-4adb-a0c7-9076f01de580\", \"d25a3891-e237-490d-b1d5-6e01c8148809\", \"8ce7e56e-695b-45db-b3a5-b28ff6817e88\", \"329c336e-ca32-4b12-89ee-e9a9588bd572\"], \"total_duration\": 1953.0, \"total_sessions\": 5, \"mean_week_duration\": 9.621}}, {\"71639\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-02 16:52:28.000000+00:00\", \"2021-05-15 03:06:03.000000+00:00\"], \"session_ids\": [\"cefe41ba-f4c3-4659-accd-58002e8c7cbb\", \"5509152e-4724-4684-91bb-76aec6adfd78\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 16.08}}, {\"8240\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-09 09:38:46.000000+00:00\", \"2022-10-21 02:20:03.000000+00:00\"], \"session_ids\": [\"ef0e923b-4c35-4981-bd6c-02d016c3d577\", \"2aa670cb-2821-497b-a026-7b2fa64dac5e\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 22.947}}]\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[{\"55618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-14 13:13:31.000000+00:00\", \"2020-10-20 13:25:46.000000+00:00\", \"2022-12-29 02:49:12.000000+00:00\", \"2020-07-18 01:11:00.000000+00:00\", \"2022-11-04 10:24:09.000000+00:00\", \"2023-04-03 19:38:32.000000+00:00\"], \"session_ids\": [\"23bb4571-dde1-45fe-ae68-18949758f96a\", \"97355861-de3c-4850-823a-6d410884c872\", \"bb5d7499-5bbf-4e12-9913-12261e9dee25\", \"cb9d938b-5d71-42c0-b5f1-06709118ac95\", \"4bc6f5c8-cc61-429f-a520-8c01077591d6\", \"06247b20-3804-4a10-bcf2-029fc6114568\"], \"total_duration\": 399.0, \"total_sessions\": 6, \"mean_week_duration\": 2.1}}, {\"37449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-05 22:50:26.000000+00:00\", \"2022-03-15 03:04:16.000000+00:00\"], \"session_ids\": [\"1e76c39e-9399-4b8b-86e8-a1b53244d51a\", \"94eae4d5-e18f-42c9-9c13-392121132cd1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}}, {\"70661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-20 06:58:52.000000+00:00\", \"2020-01-29 07:46:55.000000+00:00\", \"2022-02-11 04:38:12.000000+00:00\", \"2022-04-27 06:01:47.000000+00:00\"], \"session_ids\": [\"e19948bc-8475-4446-9315-36bb2ad8fa3c\", \"bec6f3b7-67ce-436d-99df-9baba2b0795f\", \"f7af4844-e18b-46df-b83d-6a98e82e9c53\", \"cc29547e-62be-45ac-8993-d3be73b0c8de\"], \"total_duration\": 418.0, \"total_sessions\": 4, \"mean_week_duration\": 3.573}}, {\"87935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 06:12:54.000000+00:00\", \"2020-10-03 06:21:11.000000+00:00\"], \"session_ids\": [\"962eb6c3-eaec-4801-9a4e-92bedabba7b0\", \"a00aaac6-2193-46bd-87ea-c2139c506217\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 4.222}}]\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[{\"55618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-14 13:13:31.000000+00:00\", \"2020-10-20 13:25:46.000000+00:00\", \"2022-12-29 02:49:12.000000+00:00\", \"2020-07-18 01:11:00.000000+00:00\", \"2022-11-04 10:24:09.000000+00:00\", \"2023-04-03 19:38:32.000000+00:00\"], \"session_ids\": [\"23bb4571-dde1-45fe-ae68-18949758f96a\", \"97355861-de3c-4850-823a-6d410884c872\", \"bb5d7499-5bbf-4e12-9913-12261e9dee25\", \"cb9d938b-5d71-42c0-b5f1-06709118ac95\", \"4bc6f5c8-cc61-429f-a520-8c01077591d6\", \"06247b20-3804-4a10-bcf2-029fc6114568\"], \"total_duration\": 399.0, \"total_sessions\": 6, \"mean_week_duration\": 2.1}}, {\"37449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-05 22:50:26.000000+00:00\", \"2022-03-15 03:04:16.000000+00:00\"], \"session_ids\": [\"1e76c39e-9399-4b8b-86e8-a1b53244d51a\", \"94eae4d5-e18f-42c9-9c13-392121132cd1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}}, {\"70661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-20 06:58:52.000000+00:00\", \"2020-01-29 07:46:55.000000+00:00\", \"2022-02-11 04:38:12.000000+00:00\", \"2022-04-27 06:01:47.000000+00:00\"], \"session_ids\": [\"e19948bc-8475-4446-9315-36bb2ad8fa3c\", \"bec6f3b7-67ce-436d-99df-9baba2b0795f\", \"f7af4844-e18b-46df-b83d-6a98e82e9c53\", \"cc29547e-62be-45ac-8993-d3be73b0c8de\"], \"total_duration\": 418.0, \"total_sessions\": 4, \"mean_week_duration\": 3.573}}, {\"87935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 06:12:54.000000+00:00\", \"2020-10-03 06:21:11.000000+00:00\"], \"session_ids\": [\"962eb6c3-eaec-4801-9a4e-92bedabba7b0\", \"a00aaac6-2193-46bd-87ea-c2139c506217\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 4.222}}]\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 mean of duration of sessions per week is staying below 2, exclusively 2 , moreover execute sorting by duration of sessions per week descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"94733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-27 07:50:31.000000+00:00\", \"2020-08-26 20:11:59.000000+00:00\"], \"session_ids\": [\"fa9bb653-d039-4221-a49a-7418d60a975d\", \"402a6605-35cc-4c9d-a528-aad90de504c4\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.8}, \"39872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-24 13:45:26.000000+00:00\", \"2022-06-07 02:21:47.000000+00:00\"], \"session_ids\": [\"13c800c3-1f9e-40ea-8e01-2036ad3c6c9f\", \"8d297513-3576-43e6-95e4-3e5a65249784\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}, \"24962\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-25 20:59:21.000000+00:00\", \"2023-01-24 04:00:56.000000+00:00\", \"2022-05-03 10:42:36.000000+00:00\", \"2021-12-15 02:05:28.000000+00:00\", \"2020-06-30 22:12:16.000000+00:00\", \"2023-05-28 13:46:36.000000+00:00\", \"2023-04-10 00:03:53.000000+00:00\", \"2022-03-22 00:45:32.000000+00:00\"], \"session_ids\": [\"bdd3cf4e-ca6c-4004-a9eb-274a2d3bea0c\", \"d5eb357e-998b-446c-9d93-94fe3a57bd9c\", \"e5b4716d-ab3d-4f7a-a2dd-86e5108a4a7e\", \"d9d66174-1646-415f-bf4a-635d71ff07d8\", \"22226aa4-2751-42ba-8807-9924ca2b76b4\", \"68d2986c-7064-4472-a793-1fe07cbd084b\", \"bb0a60ff-a63b-4f82-9515-781131bc5dd6\", \"036a7522-4d22-4fd4-9464-965dde2b7df2\"], \"total_duration\": 12004.0, \"total_sessions\": 8, \"mean_week_duration\": 72.313}, \"69504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-14 20:41:49.000000+00:00\", \"2021-08-21 10:13:16.000000+00:00\"], \"session_ids\": [\"1483641f-3ec0-431c-897c-f05e8e0e9b7b\", \"6e43a8d8-92ab-4c77-8d3d-df311797f4e0\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 9.419}, \"67690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-14 16:07:55.000000+00:00\", \"2021-02-22 05:52:26.000000+00:00\", \"2019-04-14 18:35:18.000000+00:00\"], \"session_ids\": [\"f6fc6366-f897-43f2-b4aa-8252712f4ec5\", \"cce93015-05c0-453a-bd77-7922230266dc\", \"d8730bc7-569e-46d2-bbba-2d98d654f766\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.711}, \"22712\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-05-27 23:38:44.000000+00:00\", \"2021-05-09 22:21:52.000000+00:00\", \"2023-01-08 11:12:11.000000+00:00\"], \"session_ids\": [\"330307b1-d739-450a-a737-a71136f32450\", \"ad226287-52f0-4b78-bd34-17d397bbb697\", \"6f97c488-07ec-43cf-84af-656a47dcce1b\"], \"total_duration\": 183.0, \"total_sessions\": 3, \"mean_week_duration\": 1.71}, \"97469\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-02-19 13:19:25.000000+00:00\", \"2023-02-11 09:33:17.000000+00:00\", \"2021-03-14 05:08:36.000000+00:00\"], \"session_ids\": [\"374929e1-ee2e-4dae-9cf9-daacd3e34b80\", \"ba9a6d9a-c4d4-4ed7-9bae-adfeb05fa6e7\", \"07aa56ee-d23e-4717-8c3b-7fcccd40f59c\"], \"total_duration\": 619.0, \"total_sessions\": 3, \"mean_week_duration\": 3.968}, \"53251\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-27 10:11:03.000000+00:00\", \"2021-11-02 20:55:23.000000+00:00\", \"2022-12-14 15:52:38.000000+00:00\", \"2023-06-23 08:19:12.000000+00:00\", \"2021-03-07 11:09:25.000000+00:00\", \"2022-08-03 16:41:46.000000+00:00\"], \"session_ids\": [\"0540d1e6-0b13-41d1-ae54-75ef0080f9e4\", \"f274ced3-280b-43be-a901-468575160e01\", \"b2e31e36-d169-4d44-8830-1e77781d306f\", \"05691c0d-be60-48c9-bc35-864953e63e15\", \"cfbe80e0-2653-48c3-ad88-b3c3e3319903\", \"e889f2af-7510-4a65-96aa-9c21e64020b4\"], \"total_duration\": 4649.0, \"total_sessions\": 6, \"mean_week_duration\": 38.742}, \"41597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-26 22:53:26.000000+00:00\", \"2021-01-25 06:14:46.000000+00:00\", \"2021-11-10 04:57:24.000000+00:00\", \"2019-07-20 21:07:46.000000+00:00\", \"2019-05-28 20:41:20.000000+00:00\"], \"session_ids\": [\"96b905fb-9a33-4f3a-a486-d4abebb57d5a\", \"b1b2a7fc-dde5-4088-86fe-ac74ec4497ac\", \"9ea7fb40-b38e-4242-9f72-4b99445dc453\", \"3d725cf0-8772-4981-8e51-365dc427028d\", \"f4696c0e-868e-46a8-99e7-f82fd8470afe\"], \"total_duration\": 94.0, \"total_sessions\": 5, \"mean_week_duration\": 0.734}, \"60097\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-17 12:45:27.000000+00:00\", \"2021-12-27 07:27:35.000000+00:00\"], \"session_ids\": [\"701934a1-6de2-4335-933e-9b28c0b84ba1\", \"362a8d3d-8ad5-47a4-9e73-e40998dc6817\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 1.918}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are less than 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 47]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"94733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-27 07:50:31.000000+00:00\", \"2020-08-26 20:11:59.000000+00:00\"], \"session_ids\": [\"fa9bb653-d039-4221-a49a-7418d60a975d\", \"402a6605-35cc-4c9d-a528-aad90de504c4\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.8}, \"67690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-14 16:07:55.000000+00:00\", \"2021-02-22 05:52:26.000000+00:00\", \"2019-04-14 18:35:18.000000+00:00\"], \"session_ids\": [\"f6fc6366-f897-43f2-b4aa-8252712f4ec5\", \"cce93015-05c0-453a-bd77-7922230266dc\", \"d8730bc7-569e-46d2-bbba-2d98d654f766\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.711}, \"22712\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-05-27 23:38:44.000000+00:00\", \"2021-05-09 22:21:52.000000+00:00\", \"2023-01-08 11:12:11.000000+00:00\"], \"session_ids\": [\"330307b1-d739-450a-a737-a71136f32450\", \"ad226287-52f0-4b78-bd34-17d397bbb697\", \"6f97c488-07ec-43cf-84af-656a47dcce1b\"], \"total_duration\": 183.0, \"total_sessions\": 3, \"mean_week_duration\": 1.71}, \"41597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-26 22:53:26.000000+00:00\", \"2021-01-25 06:14:46.000000+00:00\", \"2021-11-10 04:57:24.000000+00:00\", \"2019-07-20 21:07:46.000000+00:00\", \"2019-05-28 20:41:20.000000+00:00\"], \"session_ids\": [\"96b905fb-9a33-4f3a-a486-d4abebb57d5a\", \"b1b2a7fc-dde5-4088-86fe-ac74ec4497ac\", \"9ea7fb40-b38e-4242-9f72-4b99445dc453\", \"3d725cf0-8772-4981-8e51-365dc427028d\", \"f4696c0e-868e-46a8-99e7-f82fd8470afe\"], \"total_duration\": 94.0, \"total_sessions\": 5, \"mean_week_duration\": 0.734}, \"60097\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-17 12:45:27.000000+00:00\", \"2021-12-27 07:27:35.000000+00:00\"], \"session_ids\": [\"701934a1-6de2-4335-933e-9b28c0b84ba1\", \"362a8d3d-8ad5-47a4-9e73-e40998dc6817\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 1.918}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"60097\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-17 12:45:27.000000+00:00\", \"2021-12-27 07:27:35.000000+00:00\"], \"session_ids\": [\"701934a1-6de2-4335-933e-9b28c0b84ba1\", \"362a8d3d-8ad5-47a4-9e73-e40998dc6817\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 1.918}}, {\"94733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-27 07:50:31.000000+00:00\", \"2020-08-26 20:11:59.000000+00:00\"], \"session_ids\": [\"fa9bb653-d039-4221-a49a-7418d60a975d\", \"402a6605-35cc-4c9d-a528-aad90de504c4\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.8}}, {\"22712\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-05-27 23:38:44.000000+00:00\", \"2021-05-09 22:21:52.000000+00:00\", \"2023-01-08 11:12:11.000000+00:00\"], \"session_ids\": [\"330307b1-d739-450a-a737-a71136f32450\", \"ad226287-52f0-4b78-bd34-17d397bbb697\", \"6f97c488-07ec-43cf-84af-656a47dcce1b\"], \"total_duration\": 183.0, \"total_sessions\": 3, \"mean_week_duration\": 1.71}}, {\"41597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-26 22:53:26.000000+00:00\", \"2021-01-25 06:14:46.000000+00:00\", \"2021-11-10 04:57:24.000000+00:00\", \"2019-07-20 21:07:46.000000+00:00\", \"2019-05-28 20:41:20.000000+00:00\"], \"session_ids\": [\"96b905fb-9a33-4f3a-a486-d4abebb57d5a\", \"b1b2a7fc-dde5-4088-86fe-ac74ec4497ac\", \"9ea7fb40-b38e-4242-9f72-4b99445dc453\", \"3d725cf0-8772-4981-8e51-365dc427028d\", \"f4696c0e-868e-46a8-99e7-f82fd8470afe\"], \"total_duration\": 94.0, \"total_sessions\": 5, \"mean_week_duration\": 0.734}}, {\"67690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-14 16:07:55.000000+00:00\", \"2021-02-22 05:52:26.000000+00:00\", \"2019-04-14 18:35:18.000000+00:00\"], \"session_ids\": [\"f6fc6366-f897-43f2-b4aa-8252712f4ec5\", \"cce93015-05c0-453a-bd77-7922230266dc\", \"d8730bc7-569e-46d2-bbba-2d98d654f766\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.711}}]\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[{\"60097\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-17 12:45:27.000000+00:00\", \"2021-12-27 07:27:35.000000+00:00\"], \"session_ids\": [\"701934a1-6de2-4335-933e-9b28c0b84ba1\", \"362a8d3d-8ad5-47a4-9e73-e40998dc6817\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 1.918}}, {\"94733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-27 07:50:31.000000+00:00\", \"2020-08-26 20:11:59.000000+00:00\"], \"session_ids\": [\"fa9bb653-d039-4221-a49a-7418d60a975d\", \"402a6605-35cc-4c9d-a528-aad90de504c4\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.8}}]\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[{\"60097\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-17 12:45:27.000000+00:00\", \"2021-12-27 07:27:35.000000+00:00\"], \"session_ids\": [\"701934a1-6de2-4335-933e-9b28c0b84ba1\", \"362a8d3d-8ad5-47a4-9e73-e40998dc6817\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 1.918}}, {\"94733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-27 07:50:31.000000+00:00\", \"2020-08-26 20:11:59.000000+00:00\"], \"session_ids\": [\"fa9bb653-d039-4221-a49a-7418d60a975d\", \"402a6605-35cc-4c9d-a528-aad90de504c4\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.8}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on 5 users who are the primary users in terms of total sessions + sort by average of total time spent in the app per week ascending."
}
] |
[
{
"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{\"72675\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-26 13:43:31.000000+00:00\", \"2021-08-05 10:20:46.000000+00:00\"], \"session_ids\": [\"63c8b9cf-92b0-4922-b57e-cfa43199ec4a\", \"7122d020-e5b5-435d-af09-896f0ab9b848\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 22.412}, \"78404\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-12-25 02:40:43.000000+00:00\", \"2021-10-13 23:58:44.000000+00:00\"], \"session_ids\": [\"63bdcfd5-350e-49de-a6ea-45b5db38d3c5\", \"9c85141f-7c6d-424d-9bbc-fd79a7d354bf\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 22.273}, \"9776\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-15 13:31:10.000000+00:00\", \"2022-04-12 01:42:43.000000+00:00\"], \"session_ids\": [\"0003c830-e43a-40d8-9e53-4fb94c92edcb\", \"404a8cd6-c62c-431b-9008-11498277130f\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}, \"3674\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-05 00:54:06.000000+00:00\", \"2023-03-11 19:39:46.000000+00:00\", \"2019-05-25 02:56:08.000000+00:00\"], \"session_ids\": [\"4c491d26-6b61-4db0-9f22-68f4a0044753\", \"bf67a239-f8cb-44ee-8860-7c7c1c6a589e\", \"6d0312a1-5b56-4246-89a6-b657449d193d\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.975}, \"25743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-21 04:07:14.000000+00:00\", \"2022-09-23 02:26:53.000000+00:00\", \"2020-04-21 15:20:25.000000+00:00\"], \"session_ids\": [\"46dd5b82-124e-4fc3-a93e-33205970af6e\", \"3ee1c250-c546-4f2c-a80c-2f5310c7cd15\", \"ccf79e61-24cc-4b01-a910-ba7e4a3e9f1d\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.409}, \"90878\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-10-01 03:49:36.000000+00:00\", \"2022-08-16 09:25:57.000000+00:00\"], \"session_ids\": [\"834c6291-7c7f-4ecc-bce3-31da534b8421\", \"453282b8-9da9-4c13-9626-9fe59537a5ee\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}, \"32172\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-20 11:44:34.000000+00:00\", \"2022-11-18 04:55:30.000000+00:00\"], \"session_ids\": [\"e3c09cb3-b829-40a0-8cd6-1f9929261bf4\", \"6eadf6a3-1022-4fbe-9111-2524403cd871\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 2.214}, \"24205\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-12-23 14:30:52.000000+00:00\", \"2021-07-29 04:58:29.000000+00:00\"], \"session_ids\": [\"327945af-c868-4de8-aaaf-7373b1a23020\", \"76d19f33-066d-4b2a-83cc-7d618aea7db7\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 15.762}, \"17242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-21 16:04:15.000000+00:00\", \"2021-11-25 22:20:33.000000+00:00\", \"2021-05-12 02:25:48.000000+00:00\"], \"session_ids\": [\"671fcced-1740-4aab-a3ff-ce8b3a901ab5\", \"f0de25ad-b5a6-4eaa-bdea-5652b71da09b\", \"b56433ff-2363-4f72-8504-b080751f125a\"], \"total_duration\": 512.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}, \"83555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 7}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-20 22:07:09.000000+00:00\", \"2019-07-05 11:50:03.000000+00:00\", \"2022-11-25 08:46:40.000000+00:00\"], \"session_ids\": [\"f3cdebb1-0c13-4916-b6bc-64cb632dd5a2\", \"b6b5fcac-f2a3-482d-b53d-08449b7b6806\", \"5133ee7d-2564-42a5-a0cc-fd8672c5ff33\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.294}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest 5 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 5}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"3674\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-05 00:54:06.000000+00:00\", \"2023-03-11 19:39:46.000000+00:00\", \"2019-05-25 02:56:08.000000+00:00\"], \"session_ids\": [\"4c491d26-6b61-4db0-9f22-68f4a0044753\", \"bf67a239-f8cb-44ee-8860-7c7c1c6a589e\", \"6d0312a1-5b56-4246-89a6-b657449d193d\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.975}}, {\"25743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-21 04:07:14.000000+00:00\", \"2022-09-23 02:26:53.000000+00:00\", \"2020-04-21 15:20:25.000000+00:00\"], \"session_ids\": [\"46dd5b82-124e-4fc3-a93e-33205970af6e\", \"3ee1c250-c546-4f2c-a80c-2f5310c7cd15\", \"ccf79e61-24cc-4b01-a910-ba7e4a3e9f1d\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.409}}, {\"17242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-21 16:04:15.000000+00:00\", \"2021-11-25 22:20:33.000000+00:00\", \"2021-05-12 02:25:48.000000+00:00\"], \"session_ids\": [\"671fcced-1740-4aab-a3ff-ce8b3a901ab5\", \"f0de25ad-b5a6-4eaa-bdea-5652b71da09b\", \"b56433ff-2363-4f72-8504-b080751f125a\"], \"total_duration\": 512.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}}, {\"83555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 7}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-20 22:07:09.000000+00:00\", \"2019-07-05 11:50:03.000000+00:00\", \"2022-11-25 08:46:40.000000+00:00\"], \"session_ids\": [\"f3cdebb1-0c13-4916-b6bc-64cb632dd5a2\", \"b6b5fcac-f2a3-482d-b53d-08449b7b6806\", \"5133ee7d-2564-42a5-a0cc-fd8672c5ff33\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.294}}, {\"72675\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-26 13:43:31.000000+00:00\", \"2021-08-05 10:20:46.000000+00:00\"], \"session_ids\": [\"63c8b9cf-92b0-4922-b57e-cfa43199ec4a\", \"7122d020-e5b5-435d-af09-896f0ab9b848\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 22.412}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-21 04:07:14.000000+00:00\", \"2022-09-23 02:26:53.000000+00:00\", \"2020-04-21 15:20:25.000000+00:00\"], \"session_ids\": [\"46dd5b82-124e-4fc3-a93e-33205970af6e\", \"3ee1c250-c546-4f2c-a80c-2f5310c7cd15\", \"ccf79e61-24cc-4b01-a910-ba7e4a3e9f1d\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.409}}, {\"3674\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-05 00:54:06.000000+00:00\", \"2023-03-11 19:39:46.000000+00:00\", \"2019-05-25 02:56:08.000000+00:00\"], \"session_ids\": [\"4c491d26-6b61-4db0-9f22-68f4a0044753\", \"bf67a239-f8cb-44ee-8860-7c7c1c6a589e\", \"6d0312a1-5b56-4246-89a6-b657449d193d\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.975}}, {\"83555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 7}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-20 22:07:09.000000+00:00\", \"2019-07-05 11:50:03.000000+00:00\", \"2022-11-25 08:46:40.000000+00:00\"], \"session_ids\": [\"f3cdebb1-0c13-4916-b6bc-64cb632dd5a2\", \"b6b5fcac-f2a3-482d-b53d-08449b7b6806\", \"5133ee7d-2564-42a5-a0cc-fd8672c5ff33\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.294}}, {\"17242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-21 16:04:15.000000+00:00\", \"2021-11-25 22:20:33.000000+00:00\", \"2021-05-12 02:25:48.000000+00:00\"], \"session_ids\": [\"671fcced-1740-4aab-a3ff-ce8b3a901ab5\", \"f0de25ad-b5a6-4eaa-bdea-5652b71da09b\", \"b56433ff-2363-4f72-8504-b080751f125a\"], \"total_duration\": 512.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}}, {\"72675\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-26 13:43:31.000000+00:00\", \"2021-08-05 10:20:46.000000+00:00\"], \"session_ids\": [\"63c8b9cf-92b0-4922-b57e-cfa43199ec4a\", \"7122d020-e5b5-435d-af09-896f0ab9b848\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 22.412}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-21 04:07:14.000000+00:00\", \"2022-09-23 02:26:53.000000+00:00\", \"2020-04-21 15:20:25.000000+00:00\"], \"session_ids\": [\"46dd5b82-124e-4fc3-a93e-33205970af6e\", \"3ee1c250-c546-4f2c-a80c-2f5310c7cd15\", \"ccf79e61-24cc-4b01-a910-ba7e4a3e9f1d\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.409}}, {\"3674\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-05 00:54:06.000000+00:00\", \"2023-03-11 19:39:46.000000+00:00\", \"2019-05-25 02:56:08.000000+00:00\"], \"session_ids\": [\"4c491d26-6b61-4db0-9f22-68f4a0044753\", \"bf67a239-f8cb-44ee-8860-7c7c1c6a589e\", \"6d0312a1-5b56-4246-89a6-b657449d193d\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.975}}, {\"83555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 7}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-20 22:07:09.000000+00:00\", \"2019-07-05 11:50:03.000000+00:00\", \"2022-11-25 08:46:40.000000+00:00\"], \"session_ids\": [\"f3cdebb1-0c13-4916-b6bc-64cb632dd5a2\", \"b6b5fcac-f2a3-482d-b53d-08449b7b6806\", \"5133ee7d-2564-42a5-a0cc-fd8672c5ff33\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.294}}, {\"17242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-21 16:04:15.000000+00:00\", \"2021-11-25 22:20:33.000000+00:00\", \"2021-05-12 02:25:48.000000+00:00\"], \"session_ids\": [\"671fcced-1740-4aab-a3ff-ce8b3a901ab5\", \"f0de25ad-b5a6-4eaa-bdea-5652b71da09b\", \"b56433ff-2363-4f72-8504-b080751f125a\"], \"total_duration\": 512.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}}, {\"72675\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-26 13:43:31.000000+00:00\", \"2021-08-05 10:20:46.000000+00:00\"], \"session_ids\": [\"63c8b9cf-92b0-4922-b57e-cfa43199ec4a\", \"7122d020-e5b5-435d-af09-896f0ab9b848\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 22.412}}]\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[{\"25743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-21 04:07:14.000000+00:00\", \"2022-09-23 02:26:53.000000+00:00\", \"2020-04-21 15:20:25.000000+00:00\"], \"session_ids\": [\"46dd5b82-124e-4fc3-a93e-33205970af6e\", \"3ee1c250-c546-4f2c-a80c-2f5310c7cd15\", \"ccf79e61-24cc-4b01-a910-ba7e4a3e9f1d\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.409}}, {\"3674\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-05 00:54:06.000000+00:00\", \"2023-03-11 19:39:46.000000+00:00\", \"2019-05-25 02:56:08.000000+00:00\"], \"session_ids\": [\"4c491d26-6b61-4db0-9f22-68f4a0044753\", \"bf67a239-f8cb-44ee-8860-7c7c1c6a589e\", \"6d0312a1-5b56-4246-89a6-b657449d193d\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.975}}, {\"83555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 7}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-20 22:07:09.000000+00:00\", \"2019-07-05 11:50:03.000000+00:00\", \"2022-11-25 08:46:40.000000+00:00\"], \"session_ids\": [\"f3cdebb1-0c13-4916-b6bc-64cb632dd5a2\", \"b6b5fcac-f2a3-482d-b53d-08449b7b6806\", \"5133ee7d-2564-42a5-a0cc-fd8672c5ff33\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.294}}, {\"17242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-21 16:04:15.000000+00:00\", \"2021-11-25 22:20:33.000000+00:00\", \"2021-05-12 02:25:48.000000+00:00\"], \"session_ids\": [\"671fcced-1740-4aab-a3ff-ce8b3a901ab5\", \"f0de25ad-b5a6-4eaa-bdea-5652b71da09b\", \"b56433ff-2363-4f72-8504-b080751f125a\"], \"total_duration\": 512.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}}, {\"72675\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-26 13:43:31.000000+00:00\", \"2021-08-05 10:20:46.000000+00:00\"], \"session_ids\": [\"63c8b9cf-92b0-4922-b57e-cfa43199ec4a\", \"7122d020-e5b5-435d-af09-896f0ab9b848\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 22.412}}]\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 8 users who have count of sessions smaller than 3 and bigger than 5 (not including) and do sorting by time using the app in descending order plus show me only 2 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"63097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-03 03:58:55.000000+00:00\", \"2023-06-16 05:07:51.000000+00:00\", \"2023-02-17 07:03:42.000000+00:00\"], \"session_ids\": [\"198ed747-83ae-4820-81b0-31948acdea01\", \"a8eafa0b-6079-4b3b-83c5-10bd83f6ad0a\", \"94329c70-44c9-4c43-b651-b4ff0e4e526b\"], \"total_duration\": 945.0, \"total_sessions\": 3, \"mean_week_duration\": 55.588}, \"45350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-07 09:10:10.000000+00:00\", \"2020-02-24 11:59:29.000000+00:00\"], \"session_ids\": [\"55ef6113-c697-41c8-a949-bf565f33328b\", \"b2cc0492-b8ff-46fa-9332-d7ce8cb3e803\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}, \"71265\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-11 15:32:46.000000+00:00\", \"2023-01-15 08:02:27.000000+00:00\"], \"session_ids\": [\"1a280b85-3c32-4800-aff7-9445027eec05\", \"08f15745-ec9e-4f93-a418-c64c340efe70\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 3.456}, \"88959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-04 21:03:02.000000+00:00\", \"2021-10-04 18:52:37.000000+00:00\", \"2022-04-05 17:25:52.000000+00:00\", \"2022-03-16 07:36:40.000000+00:00\", \"2019-12-25 21:00:16.000000+00:00\", \"2019-02-04 14:43:38.000000+00:00\", \"2023-01-15 07:25:09.000000+00:00\"], \"session_ids\": [\"ac30ea79-3491-4f89-a15c-389fc66c14dc\", \"98222db7-6661-4e53-8345-be39254a0797\", \"3feda95e-7138-4ce6-bb17-bc0f7735ca79\", \"e0fd0c6e-6cc8-411f-ad85-88ae8ef52bc1\", \"a6d9dabe-0689-4f4a-a6e4-189e35516ebe\", \"5b890768-d16a-45c4-84f0-befe08330042\", \"c0a30b19-a860-4f5b-8419-818e40f94e6d\"], \"total_duration\": 877.0, \"total_sessions\": 7, \"mean_week_duration\": 4.257}, \"7159\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-02-28 19:34:49.000000+00:00\", \"2022-04-05 10:36:27.000000+00:00\", \"2022-06-05 08:14:58.000000+00:00\", \"2021-05-18 04:22:46.000000+00:00\"], \"session_ids\": [\"909a97ef-6d06-4e5d-bb9d-e377f8c65f0c\", \"e07ce6c2-2d6a-4ee8-b925-0d92c218e786\", \"28b6857f-4d09-41ca-877f-48e7cfccbb0e\", \"ce2ad7ed-964e-4ccf-beac-d4089bceff55\"], \"total_duration\": 1522.0, \"total_sessions\": 4, \"mean_week_duration\": 16.366}, \"98585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-15 10:14:34.000000+00:00\", \"2021-08-04 08:21:01.000000+00:00\", \"2022-09-19 06:45:58.000000+00:00\"], \"session_ids\": [\"088ddbae-c484-44ce-a3bc-86b2456c6563\", \"9431e073-fbbf-43db-887b-72e420055c8a\", \"f2f1a9ed-597f-46db-8b93-858bd0efc1ad\"], \"total_duration\": 998.0, \"total_sessions\": 3, \"mean_week_duration\": 16.915}, \"90632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-08 04:10:45.000000+00:00\", \"2019-07-09 19:27:06.000000+00:00\"], \"session_ids\": [\"0d43e605-1fc0-45a8-9647-1e66bc03a1b5\", \"9664c085-7bd0-43c9-bac1-1bb5c2a04c6a\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 2.448}, \"31915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-19 03:21:57.000000+00:00\", \"2023-02-12 19:20:20.000000+00:00\", \"2022-07-23 20:03:55.000000+00:00\"], \"session_ids\": [\"f678e42c-2d85-4551-bdf5-179c1837b11c\", \"c91136e3-ea5b-4e65-9e92-d5777253b041\", \"38e555ce-7daf-4598-9695-2b49d32996a4\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 8.216}, \"30211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-19 09:48:08.000000+00:00\", \"2022-03-28 09:21:43.000000+00:00\"], \"session_ids\": [\"f7f0447a-6665-4b62-8530-38629b76d3c4\", \"1dd45921-0b92-400b-8223-bfc5a61a73c0\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}, \"7817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-21 21:43:09.000000+00:00\", \"2020-06-01 00:36:02.000000+00:00\"], \"session_ids\": [\"3f56ff74-56bf-42d4-b329-b743cd4051a5\", \"9e7bb9b1-6aa9-493f-8268-f323efdc5e11\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.903}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 3 and are greater than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"63097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-03 03:58:55.000000+00:00\", \"2023-06-16 05:07:51.000000+00:00\", \"2023-02-17 07:03:42.000000+00:00\"], \"session_ids\": [\"198ed747-83ae-4820-81b0-31948acdea01\", \"a8eafa0b-6079-4b3b-83c5-10bd83f6ad0a\", \"94329c70-44c9-4c43-b651-b4ff0e4e526b\"], \"total_duration\": 945.0, \"total_sessions\": 3, \"mean_week_duration\": 55.588}, \"45350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-07 09:10:10.000000+00:00\", \"2020-02-24 11:59:29.000000+00:00\"], \"session_ids\": [\"55ef6113-c697-41c8-a949-bf565f33328b\", \"b2cc0492-b8ff-46fa-9332-d7ce8cb3e803\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}, \"71265\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-11 15:32:46.000000+00:00\", \"2023-01-15 08:02:27.000000+00:00\"], \"session_ids\": [\"1a280b85-3c32-4800-aff7-9445027eec05\", \"08f15745-ec9e-4f93-a418-c64c340efe70\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 3.456}, \"98585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-15 10:14:34.000000+00:00\", \"2021-08-04 08:21:01.000000+00:00\", \"2022-09-19 06:45:58.000000+00:00\"], \"session_ids\": [\"088ddbae-c484-44ce-a3bc-86b2456c6563\", \"9431e073-fbbf-43db-887b-72e420055c8a\", \"f2f1a9ed-597f-46db-8b93-858bd0efc1ad\"], \"total_duration\": 998.0, \"total_sessions\": 3, \"mean_week_duration\": 16.915}, \"90632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-08 04:10:45.000000+00:00\", \"2019-07-09 19:27:06.000000+00:00\"], \"session_ids\": [\"0d43e605-1fc0-45a8-9647-1e66bc03a1b5\", \"9664c085-7bd0-43c9-bac1-1bb5c2a04c6a\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 2.448}, \"31915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-19 03:21:57.000000+00:00\", \"2023-02-12 19:20:20.000000+00:00\", \"2022-07-23 20:03:55.000000+00:00\"], \"session_ids\": [\"f678e42c-2d85-4551-bdf5-179c1837b11c\", \"c91136e3-ea5b-4e65-9e92-d5777253b041\", \"38e555ce-7daf-4598-9695-2b49d32996a4\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 8.216}, \"30211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-19 09:48:08.000000+00:00\", \"2022-03-28 09:21:43.000000+00:00\"], \"session_ids\": [\"f7f0447a-6665-4b62-8530-38629b76d3c4\", \"1dd45921-0b92-400b-8223-bfc5a61a73c0\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}, \"7817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-21 21:43:09.000000+00:00\", \"2020-06-01 00:36:02.000000+00:00\"], \"session_ids\": [\"3f56ff74-56bf-42d4-b329-b743cd4051a5\", \"9e7bb9b1-6aa9-493f-8268-f323efdc5e11\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.903}, \"88959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-04 21:03:02.000000+00:00\", \"2021-10-04 18:52:37.000000+00:00\", \"2022-04-05 17:25:52.000000+00:00\", \"2022-03-16 07:36:40.000000+00:00\", \"2019-12-25 21:00:16.000000+00:00\", \"2019-02-04 14:43:38.000000+00:00\", \"2023-01-15 07:25:09.000000+00:00\"], \"session_ids\": [\"ac30ea79-3491-4f89-a15c-389fc66c14dc\", \"98222db7-6661-4e53-8345-be39254a0797\", \"3feda95e-7138-4ce6-bb17-bc0f7735ca79\", \"e0fd0c6e-6cc8-411f-ad85-88ae8ef52bc1\", \"a6d9dabe-0689-4f4a-a6e4-189e35516ebe\", \"5b890768-d16a-45c4-84f0-befe08330042\", \"c0a30b19-a860-4f5b-8419-818e40f94e6d\"], \"total_duration\": 877.0, \"total_sessions\": 7, \"mean_week_duration\": 4.257}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"31915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-19 03:21:57.000000+00:00\", \"2023-02-12 19:20:20.000000+00:00\", \"2022-07-23 20:03:55.000000+00:00\"], \"session_ids\": [\"f678e42c-2d85-4551-bdf5-179c1837b11c\", \"c91136e3-ea5b-4e65-9e92-d5777253b041\", \"38e555ce-7daf-4598-9695-2b49d32996a4\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 8.216}}, {\"98585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-15 10:14:34.000000+00:00\", \"2021-08-04 08:21:01.000000+00:00\", \"2022-09-19 06:45:58.000000+00:00\"], \"session_ids\": [\"088ddbae-c484-44ce-a3bc-86b2456c6563\", \"9431e073-fbbf-43db-887b-72e420055c8a\", \"f2f1a9ed-597f-46db-8b93-858bd0efc1ad\"], \"total_duration\": 998.0, \"total_sessions\": 3, \"mean_week_duration\": 16.915}}, {\"63097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-03 03:58:55.000000+00:00\", \"2023-06-16 05:07:51.000000+00:00\", \"2023-02-17 07:03:42.000000+00:00\"], \"session_ids\": [\"198ed747-83ae-4820-81b0-31948acdea01\", \"a8eafa0b-6079-4b3b-83c5-10bd83f6ad0a\", \"94329c70-44c9-4c43-b651-b4ff0e4e526b\"], \"total_duration\": 945.0, \"total_sessions\": 3, \"mean_week_duration\": 55.588}}, {\"88959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-04 21:03:02.000000+00:00\", \"2021-10-04 18:52:37.000000+00:00\", \"2022-04-05 17:25:52.000000+00:00\", \"2022-03-16 07:36:40.000000+00:00\", \"2019-12-25 21:00:16.000000+00:00\", \"2019-02-04 14:43:38.000000+00:00\", \"2023-01-15 07:25:09.000000+00:00\"], \"session_ids\": [\"ac30ea79-3491-4f89-a15c-389fc66c14dc\", \"98222db7-6661-4e53-8345-be39254a0797\", \"3feda95e-7138-4ce6-bb17-bc0f7735ca79\", \"e0fd0c6e-6cc8-411f-ad85-88ae8ef52bc1\", \"a6d9dabe-0689-4f4a-a6e4-189e35516ebe\", \"5b890768-d16a-45c4-84f0-befe08330042\", \"c0a30b19-a860-4f5b-8419-818e40f94e6d\"], \"total_duration\": 877.0, \"total_sessions\": 7, \"mean_week_duration\": 4.257}}, {\"90632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-08 04:10:45.000000+00:00\", \"2019-07-09 19:27:06.000000+00:00\"], \"session_ids\": [\"0d43e605-1fc0-45a8-9647-1e66bc03a1b5\", \"9664c085-7bd0-43c9-bac1-1bb5c2a04c6a\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 2.448}}, {\"71265\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-11 15:32:46.000000+00:00\", \"2023-01-15 08:02:27.000000+00:00\"], \"session_ids\": [\"1a280b85-3c32-4800-aff7-9445027eec05\", \"08f15745-ec9e-4f93-a418-c64c340efe70\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 3.456}}, {\"7817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-21 21:43:09.000000+00:00\", \"2020-06-01 00:36:02.000000+00:00\"], \"session_ids\": [\"3f56ff74-56bf-42d4-b329-b743cd4051a5\", \"9e7bb9b1-6aa9-493f-8268-f323efdc5e11\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.903}}, {\"30211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-19 09:48:08.000000+00:00\", \"2022-03-28 09:21:43.000000+00:00\"], \"session_ids\": [\"f7f0447a-6665-4b62-8530-38629b76d3c4\", \"1dd45921-0b92-400b-8223-bfc5a61a73c0\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}}, {\"45350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-07 09:10:10.000000+00:00\", \"2020-02-24 11:59:29.000000+00:00\"], \"session_ids\": [\"55ef6113-c697-41c8-a949-bf565f33328b\", \"b2cc0492-b8ff-46fa-9332-d7ce8cb3e803\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}}]\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[{\"31915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-19 03:21:57.000000+00:00\", \"2023-02-12 19:20:20.000000+00:00\", \"2022-07-23 20:03:55.000000+00:00\"], \"session_ids\": [\"f678e42c-2d85-4551-bdf5-179c1837b11c\", \"c91136e3-ea5b-4e65-9e92-d5777253b041\", \"38e555ce-7daf-4598-9695-2b49d32996a4\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 8.216}}, {\"98585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-15 10:14:34.000000+00:00\", \"2021-08-04 08:21:01.000000+00:00\", \"2022-09-19 06:45:58.000000+00:00\"], \"session_ids\": [\"088ddbae-c484-44ce-a3bc-86b2456c6563\", \"9431e073-fbbf-43db-887b-72e420055c8a\", \"f2f1a9ed-597f-46db-8b93-858bd0efc1ad\"], \"total_duration\": 998.0, \"total_sessions\": 3, \"mean_week_duration\": 16.915}}]\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[{\"31915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-19 03:21:57.000000+00:00\", \"2023-02-12 19:20:20.000000+00:00\", \"2022-07-23 20:03:55.000000+00:00\"], \"session_ids\": [\"f678e42c-2d85-4551-bdf5-179c1837b11c\", \"c91136e3-ea5b-4e65-9e92-d5777253b041\", \"38e555ce-7daf-4598-9695-2b49d32996a4\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 8.216}}, {\"98585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-15 10:14:34.000000+00:00\", \"2021-08-04 08:21:01.000000+00:00\", \"2022-09-19 06:45:58.000000+00:00\"], \"session_ids\": [\"088ddbae-c484-44ce-a3bc-86b2456c6563\", \"9431e073-fbbf-43db-887b-72e420055c8a\", \"f2f1a9ed-597f-46db-8b93-858bd0efc1ad\"], \"total_duration\": 998.0, \"total_sessions\": 3, \"mean_week_duration\": 16.915}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about users whose overall total sessions is strictly smaller than 2 and bigger than 5 in addition execute sorting by urban center name decliningly."
}
] |
[
{
"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{\"84639\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-18 09:58:58.000000+00:00\", \"2021-01-17 07:30:08.000000+00:00\", \"2022-01-31 03:57:42.000000+00:00\"], \"session_ids\": [\"37319569-55d6-4649-a40b-ccf9a3f873d2\", \"382d7f96-ade8-4669-973a-8a5d573c1cc4\", \"11aa0ba2-d1ea-4c10-b16b-868c1afa8337\"], \"total_duration\": 1065.0, \"total_sessions\": 3, \"mean_week_duration\": 15.214}, \"40567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-05-06 09:24:51.000000+00:00\", \"2022-12-24 00:30:02.000000+00:00\", \"2020-04-16 23:24:21.000000+00:00\", \"2021-08-31 07:05:10.000000+00:00\"], \"session_ids\": [\"d131e535-d855-41a5-a0f1-fd4541effb3d\", \"b88fc0e5-4a6d-404c-b6ff-a6674c481f65\", \"e67adfc6-8b2b-40d1-8911-4e0dbf8083b0\", \"115dd9e1-64af-48be-9b0e-73a1c6b95150\"], \"total_duration\": 358.0, \"total_sessions\": 4, \"mean_week_duration\": 2.539}, \"80876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-07 12:28:37.000000+00:00\", \"2020-12-08 09:42:23.000000+00:00\", \"2019-07-30 00:43:06.000000+00:00\", \"2020-08-11 08:27:10.000000+00:00\", \"2023-04-29 22:53:51.000000+00:00\", \"2020-01-03 18:27:45.000000+00:00\", \"2023-06-13 11:26:50.000000+00:00\", \"2019-08-21 02:11:44.000000+00:00\"], \"session_ids\": [\"5d736cba-fbc1-4601-99ea-e427a04aeec2\", \"881948f1-3051-412b-8624-3191ed24674d\", \"bfb0af9a-b2bf-4ca6-9489-8c8f16c0a32c\", \"da3eb7f2-7260-4678-99e2-6c519eece182\", \"8fb911dc-5dec-4ed3-b0da-e97b4d040119\", \"ae6ecb05-454f-48ab-918c-536a04da3c20\", \"754f5fbc-9fb6-4e4c-9567-5e3b345fc9e8\", \"d0c4cda3-3c89-4d8a-97de-9de44f9dcf89\"], \"total_duration\": 118.0, \"total_sessions\": 8, \"mean_week_duration\": 0.584}, \"4083\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-17 04:03:26.000000+00:00\", \"2019-01-16 00:50:09.000000+00:00\", \"2020-03-19 11:21:09.000000+00:00\"], \"session_ids\": [\"584d3c48-8219-413d-b3e9-61b9cf21f5a4\", \"b5b428eb-87ce-4965-95a8-9e50d07c6689\", \"e84f8b9f-4ca3-4593-8aa0-78584daa853a\"], \"total_duration\": 795.0, \"total_sessions\": 3, \"mean_week_duration\": 12.823}, \"10050\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-30 22:37:23.000000+00:00\", \"2021-10-25 04:11:27.000000+00:00\", \"2020-11-05 21:12:29.000000+00:00\", \"2021-03-12 17:56:26.000000+00:00\"], \"session_ids\": [\"d2808ced-f2fe-451e-aadb-1df54ddcf9c1\", \"f511b93c-b1c9-4842-be5e-3eaa65a06e33\", \"89493063-362a-45c4-9d8d-559e4217d5aa\", \"a7cfd074-8511-4f49-be10-77b1c7b6fa8c\"], \"total_duration\": 566.0, \"total_sessions\": 4, \"mean_week_duration\": 5.009}, \"17240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-09 09:24:03.000000+00:00\", \"2019-01-19 13:48:37.000000+00:00\"], \"session_ids\": [\"0ed6ed57-1b2d-4b3d-8e0d-83e84d6a19bc\", \"da5b4962-31ce-4adc-aebf-2a7091162676\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 3.442}, \"21526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-29 17:34:55.000000+00:00\", \"2019-03-14 11:32:44.000000+00:00\", \"2020-02-11 18:18:31.000000+00:00\"], \"session_ids\": [\"d6599c29-2973-4355-b42b-e3584d74abc2\", \"3e355e05-2153-425c-802e-807a9b7235d7\", \"600ef001-d306-4f87-97d9-5eeeff332b16\"], \"total_duration\": 291.0, \"total_sessions\": 3, \"mean_week_duration\": 2.622}, \"21519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-26 01:02:52.000000+00:00\", \"2020-02-24 07:02:28.000000+00:00\", \"2020-04-24 12:00:04.000000+00:00\", \"2021-12-29 03:00:02.000000+00:00\", \"2020-06-20 02:27:58.000000+00:00\", \"2021-06-25 22:41:07.000000+00:00\"], \"session_ids\": [\"95bafed9-070a-44d2-9649-50ca1b364d5a\", \"ab582434-6630-463a-b186-f63c906a80ae\", \"01c01a37-8ca6-44f6-97d1-0a174d5a60c9\", \"6747eedc-39b2-4f44-8b50-5b8fee978b4f\", \"98b2bec4-7b3c-4000-aaee-f6f817d73154\", \"25281f50-3652-4c0c-b078-e264729e85e8\"], \"total_duration\": 1178.0, \"total_sessions\": 6, \"mean_week_duration\": 8.662}, \"75476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-03-14 22:44:05.000000+00:00\", \"2021-02-09 08:32:11.000000+00:00\", \"2022-06-15 23:26:34.000000+00:00\"], \"session_ids\": [\"3a09fa0a-a58a-4f83-9ee5-c6cb95a356fb\", \"8059705c-b019-4212-8b09-649cb68b4341\", \"67fe890b-8aed-416e-9a6d-46039f9d79d6\"], \"total_duration\": 640.0, \"total_sessions\": 3, \"mean_week_duration\": 9.014}, \"22888\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-10 22:48:07.000000+00:00\", \"2021-04-18 18:28:08.000000+00:00\"], \"session_ids\": [\"2a80657c-24d9-47d7-b0e9-e93443c46da4\", \"37ac9ec6-f3da-4137-96dd-a42789e7e4af\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 4.245}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 2 and are equal or greater than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-07 12:28:37.000000+00:00\", \"2020-12-08 09:42:23.000000+00:00\", \"2019-07-30 00:43:06.000000+00:00\", \"2020-08-11 08:27:10.000000+00:00\", \"2023-04-29 22:53:51.000000+00:00\", \"2020-01-03 18:27:45.000000+00:00\", \"2023-06-13 11:26:50.000000+00:00\", \"2019-08-21 02:11:44.000000+00:00\"], \"session_ids\": [\"5d736cba-fbc1-4601-99ea-e427a04aeec2\", \"881948f1-3051-412b-8624-3191ed24674d\", \"bfb0af9a-b2bf-4ca6-9489-8c8f16c0a32c\", \"da3eb7f2-7260-4678-99e2-6c519eece182\", \"8fb911dc-5dec-4ed3-b0da-e97b4d040119\", \"ae6ecb05-454f-48ab-918c-536a04da3c20\", \"754f5fbc-9fb6-4e4c-9567-5e3b345fc9e8\", \"d0c4cda3-3c89-4d8a-97de-9de44f9dcf89\"], \"total_duration\": 118.0, \"total_sessions\": 8, \"mean_week_duration\": 0.584}, \"21519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-26 01:02:52.000000+00:00\", \"2020-02-24 07:02:28.000000+00:00\", \"2020-04-24 12:00:04.000000+00:00\", \"2021-12-29 03:00:02.000000+00:00\", \"2020-06-20 02:27:58.000000+00:00\", \"2021-06-25 22:41:07.000000+00:00\"], \"session_ids\": [\"95bafed9-070a-44d2-9649-50ca1b364d5a\", \"ab582434-6630-463a-b186-f63c906a80ae\", \"01c01a37-8ca6-44f6-97d1-0a174d5a60c9\", \"6747eedc-39b2-4f44-8b50-5b8fee978b4f\", \"98b2bec4-7b3c-4000-aaee-f6f817d73154\", \"25281f50-3652-4c0c-b078-e264729e85e8\"], \"total_duration\": 1178.0, \"total_sessions\": 6, \"mean_week_duration\": 8.662}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"80876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-07 12:28:37.000000+00:00\", \"2020-12-08 09:42:23.000000+00:00\", \"2019-07-30 00:43:06.000000+00:00\", \"2020-08-11 08:27:10.000000+00:00\", \"2023-04-29 22:53:51.000000+00:00\", \"2020-01-03 18:27:45.000000+00:00\", \"2023-06-13 11:26:50.000000+00:00\", \"2019-08-21 02:11:44.000000+00:00\"], \"session_ids\": [\"5d736cba-fbc1-4601-99ea-e427a04aeec2\", \"881948f1-3051-412b-8624-3191ed24674d\", \"bfb0af9a-b2bf-4ca6-9489-8c8f16c0a32c\", \"da3eb7f2-7260-4678-99e2-6c519eece182\", \"8fb911dc-5dec-4ed3-b0da-e97b4d040119\", \"ae6ecb05-454f-48ab-918c-536a04da3c20\", \"754f5fbc-9fb6-4e4c-9567-5e3b345fc9e8\", \"d0c4cda3-3c89-4d8a-97de-9de44f9dcf89\"], \"total_duration\": 118.0, \"total_sessions\": 8, \"mean_week_duration\": 0.584}}, {\"21519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-26 01:02:52.000000+00:00\", \"2020-02-24 07:02:28.000000+00:00\", \"2020-04-24 12:00:04.000000+00:00\", \"2021-12-29 03:00:02.000000+00:00\", \"2020-06-20 02:27:58.000000+00:00\", \"2021-06-25 22:41:07.000000+00:00\"], \"session_ids\": [\"95bafed9-070a-44d2-9649-50ca1b364d5a\", \"ab582434-6630-463a-b186-f63c906a80ae\", \"01c01a37-8ca6-44f6-97d1-0a174d5a60c9\", \"6747eedc-39b2-4f44-8b50-5b8fee978b4f\", \"98b2bec4-7b3c-4000-aaee-f6f817d73154\", \"25281f50-3652-4c0c-b078-e264729e85e8\"], \"total_duration\": 1178.0, \"total_sessions\": 6, \"mean_week_duration\": 8.662}}]\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[{\"80876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-07 12:28:37.000000+00:00\", \"2020-12-08 09:42:23.000000+00:00\", \"2019-07-30 00:43:06.000000+00:00\", \"2020-08-11 08:27:10.000000+00:00\", \"2023-04-29 22:53:51.000000+00:00\", \"2020-01-03 18:27:45.000000+00:00\", \"2023-06-13 11:26:50.000000+00:00\", \"2019-08-21 02:11:44.000000+00:00\"], \"session_ids\": [\"5d736cba-fbc1-4601-99ea-e427a04aeec2\", \"881948f1-3051-412b-8624-3191ed24674d\", \"bfb0af9a-b2bf-4ca6-9489-8c8f16c0a32c\", \"da3eb7f2-7260-4678-99e2-6c519eece182\", \"8fb911dc-5dec-4ed3-b0da-e97b4d040119\", \"ae6ecb05-454f-48ab-918c-536a04da3c20\", \"754f5fbc-9fb6-4e4c-9567-5e3b345fc9e8\", \"d0c4cda3-3c89-4d8a-97de-9de44f9dcf89\"], \"total_duration\": 118.0, \"total_sessions\": 8, \"mean_week_duration\": 0.584}}, {\"21519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-26 01:02:52.000000+00:00\", \"2020-02-24 07:02:28.000000+00:00\", \"2020-04-24 12:00:04.000000+00:00\", \"2021-12-29 03:00:02.000000+00:00\", \"2020-06-20 02:27:58.000000+00:00\", \"2021-06-25 22:41:07.000000+00:00\"], \"session_ids\": [\"95bafed9-070a-44d2-9649-50ca1b364d5a\", \"ab582434-6630-463a-b186-f63c906a80ae\", \"01c01a37-8ca6-44f6-97d1-0a174d5a60c9\", \"6747eedc-39b2-4f44-8b50-5b8fee978b4f\", \"98b2bec4-7b3c-4000-aaee-f6f817d73154\", \"25281f50-3652-4c0c-b078-e264729e85e8\"], \"total_duration\": 1178.0, \"total_sessions\": 6, \"mean_week_duration\": 8.662}}]\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 5 users whose time using the app is less than 4189 and strictly greater than 299 , moreover implement sorting by overall total sessions in descending order and in addition provide me only with 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"25405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-18 02:40:51.000000+00:00\", \"2019-02-23 15:57:05.000000+00:00\"], \"session_ids\": [\"06e7a01a-cf25-42e0-b740-f21edd6d2cee\", \"6def3fb7-c9ff-46a5-a4c9-56673fe6d0bb\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.133}, \"76171\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-16 13:40:28.000000+00:00\", \"2019-08-05 20:39:16.000000+00:00\"], \"session_ids\": [\"19d0189d-f211-4935-8bf0-e97bef6e5426\", \"a0880b08-57a9-452b-ba79-6b799809e4b9\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 5.341}, \"68199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-03-12 09:19:58.000000+00:00\", \"2023-02-04 11:20:19.000000+00:00\"], \"session_ids\": [\"e1b574ac-ce2e-42fc-9f71-9d6370a92c46\", \"a41aadd5-d2d4-482f-93d0-002c615878e4\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 2.19}, \"29717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-23 03:21:37.000000+00:00\", \"2022-04-17 21:49:23.000000+00:00\"], \"session_ids\": [\"dc788d42-f8f9-42b6-bf87-1fef00f0036e\", \"cf8ee584-8af4-4edd-95eb-82d1aa639c58\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 6.822}, \"4135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-27 13:11:52.000000+00:00\", \"2019-02-01 13:30:34.000000+00:00\", \"2022-03-14 05:51:09.000000+00:00\"], \"session_ids\": [\"0abd3846-d557-41d7-9db2-0a257f5614e8\", \"12ce06df-eb4a-41e5-9aee-09dde7588651\", \"7be1c672-fbea-474b-8aa9-dd95122a8f3e\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.313}, \"97943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-03 14:33:50.000000+00:00\", \"2019-11-19 02:31:47.000000+00:00\", \"2020-08-17 13:41:34.000000+00:00\", \"2021-06-16 05:42:02.000000+00:00\", \"2021-05-06 02:00:44.000000+00:00\"], \"session_ids\": [\"4323d485-6e57-4c23-99a5-51403bfcbf0f\", \"2df1c1d1-c190-4b25-9cbb-a90d82806912\", \"1d2eb6c3-ed8c-4a85-a954-0aea098fa56a\", \"2e19aebe-1f58-465b-805f-205e71033a25\", \"0adbf138-a7a4-41f7-ae0e-6915637ff888\"], \"total_duration\": 724.0, \"total_sessions\": 5, \"mean_week_duration\": 4.671}, \"9803\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-19 07:49:15.000000+00:00\", \"2022-04-14 06:39:34.000000+00:00\"], \"session_ids\": [\"ce13c371-99e1-428d-895a-71ba0201c995\", \"9fa66e1a-757b-4d3d-b7cc-5c09410a02b0\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 3.304}, \"83623\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-26 18:04:45.000000+00:00\", \"2020-08-04 19:44:44.000000+00:00\", \"2020-07-04 03:25:09.000000+00:00\", \"2021-10-07 07:12:05.000000+00:00\", \"2021-04-07 08:35:02.000000+00:00\", \"2020-01-09 02:18:15.000000+00:00\"], \"session_ids\": [\"729a890e-58f0-463a-a5b0-bc1db68dfc7d\", \"1d86bc3e-6618-4e41-9b0e-650186bea5c2\", \"bb3858b3-f29c-45a9-b2ae-cc13345f6c76\", \"2bd2f0b1-245c-4832-94dd-cec2274b4bfe\", \"3faae5f8-ff3d-4fa4-8d05-0ea8537d44de\", \"f5cd62d7-05c8-4629-82aa-131d42a205ba\"], \"total_duration\": 826.0, \"total_sessions\": 6, \"mean_week_duration\": 8.429}, \"90975\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-23 20:24:09.000000+00:00\", \"2022-06-18 04:13:57.000000+00:00\"], \"session_ids\": [\"a398962e-3f80-4915-b145-86dfaab55c49\", \"d6b130a9-d6cc-453f-898f-895aa61389b0\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 0.888}, \"67810\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-02 01:17:28.000000+00:00\", \"2022-03-22 08:08:37.000000+00:00\"], \"session_ids\": [\"91cf82d7-6213-4f3b-ae0c-069920077acd\", \"aadd1017-ba1a-4cd8-ada5-c2a34741503d\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 7.148}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are greater than 299 and are equal or less than 4189"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[299, 4189]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"29717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-23 03:21:37.000000+00:00\", \"2022-04-17 21:49:23.000000+00:00\"], \"session_ids\": [\"dc788d42-f8f9-42b6-bf87-1fef00f0036e\", \"cf8ee584-8af4-4edd-95eb-82d1aa639c58\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 6.822}, \"97943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-03 14:33:50.000000+00:00\", \"2019-11-19 02:31:47.000000+00:00\", \"2020-08-17 13:41:34.000000+00:00\", \"2021-06-16 05:42:02.000000+00:00\", \"2021-05-06 02:00:44.000000+00:00\"], \"session_ids\": [\"4323d485-6e57-4c23-99a5-51403bfcbf0f\", \"2df1c1d1-c190-4b25-9cbb-a90d82806912\", \"1d2eb6c3-ed8c-4a85-a954-0aea098fa56a\", \"2e19aebe-1f58-465b-805f-205e71033a25\", \"0adbf138-a7a4-41f7-ae0e-6915637ff888\"], \"total_duration\": 724.0, \"total_sessions\": 5, \"mean_week_duration\": 4.671}, \"83623\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-26 18:04:45.000000+00:00\", \"2020-08-04 19:44:44.000000+00:00\", \"2020-07-04 03:25:09.000000+00:00\", \"2021-10-07 07:12:05.000000+00:00\", \"2021-04-07 08:35:02.000000+00:00\", \"2020-01-09 02:18:15.000000+00:00\"], \"session_ids\": [\"729a890e-58f0-463a-a5b0-bc1db68dfc7d\", \"1d86bc3e-6618-4e41-9b0e-650186bea5c2\", \"bb3858b3-f29c-45a9-b2ae-cc13345f6c76\", \"2bd2f0b1-245c-4832-94dd-cec2274b4bfe\", \"3faae5f8-ff3d-4fa4-8d05-0ea8537d44de\", \"f5cd62d7-05c8-4629-82aa-131d42a205ba\"], \"total_duration\": 826.0, \"total_sessions\": 6, \"mean_week_duration\": 8.429}, \"67810\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-02 01:17:28.000000+00:00\", \"2022-03-22 08:08:37.000000+00:00\"], \"session_ids\": [\"91cf82d7-6213-4f3b-ae0c-069920077acd\", \"aadd1017-ba1a-4cd8-ada5-c2a34741503d\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 7.148}}\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[{\"83623\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-26 18:04:45.000000+00:00\", \"2020-08-04 19:44:44.000000+00:00\", \"2020-07-04 03:25:09.000000+00:00\", \"2021-10-07 07:12:05.000000+00:00\", \"2021-04-07 08:35:02.000000+00:00\", \"2020-01-09 02:18:15.000000+00:00\"], \"session_ids\": [\"729a890e-58f0-463a-a5b0-bc1db68dfc7d\", \"1d86bc3e-6618-4e41-9b0e-650186bea5c2\", \"bb3858b3-f29c-45a9-b2ae-cc13345f6c76\", \"2bd2f0b1-245c-4832-94dd-cec2274b4bfe\", \"3faae5f8-ff3d-4fa4-8d05-0ea8537d44de\", \"f5cd62d7-05c8-4629-82aa-131d42a205ba\"], \"total_duration\": 826.0, \"total_sessions\": 6, \"mean_week_duration\": 8.429}}, {\"97943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-03 14:33:50.000000+00:00\", \"2019-11-19 02:31:47.000000+00:00\", \"2020-08-17 13:41:34.000000+00:00\", \"2021-06-16 05:42:02.000000+00:00\", \"2021-05-06 02:00:44.000000+00:00\"], \"session_ids\": [\"4323d485-6e57-4c23-99a5-51403bfcbf0f\", \"2df1c1d1-c190-4b25-9cbb-a90d82806912\", \"1d2eb6c3-ed8c-4a85-a954-0aea098fa56a\", \"2e19aebe-1f58-465b-805f-205e71033a25\", \"0adbf138-a7a4-41f7-ae0e-6915637ff888\"], \"total_duration\": 724.0, \"total_sessions\": 5, \"mean_week_duration\": 4.671}}, {\"29717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-23 03:21:37.000000+00:00\", \"2022-04-17 21:49:23.000000+00:00\"], \"session_ids\": [\"dc788d42-f8f9-42b6-bf87-1fef00f0036e\", \"cf8ee584-8af4-4edd-95eb-82d1aa639c58\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 6.822}}, {\"67810\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-02 01:17:28.000000+00:00\", \"2022-03-22 08:08:37.000000+00:00\"], \"session_ids\": [\"91cf82d7-6213-4f3b-ae0c-069920077acd\", \"aadd1017-ba1a-4cd8-ada5-c2a34741503d\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 7.148}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 3 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"83623\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-26 18:04:45.000000+00:00\", \"2020-08-04 19:44:44.000000+00:00\", \"2020-07-04 03:25:09.000000+00:00\", \"2021-10-07 07:12:05.000000+00:00\", \"2021-04-07 08:35:02.000000+00:00\", \"2020-01-09 02:18:15.000000+00:00\"], \"session_ids\": [\"729a890e-58f0-463a-a5b0-bc1db68dfc7d\", \"1d86bc3e-6618-4e41-9b0e-650186bea5c2\", \"bb3858b3-f29c-45a9-b2ae-cc13345f6c76\", \"2bd2f0b1-245c-4832-94dd-cec2274b4bfe\", \"3faae5f8-ff3d-4fa4-8d05-0ea8537d44de\", \"f5cd62d7-05c8-4629-82aa-131d42a205ba\"], \"total_duration\": 826.0, \"total_sessions\": 6, \"mean_week_duration\": 8.429}}, {\"97943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-03 14:33:50.000000+00:00\", \"2019-11-19 02:31:47.000000+00:00\", \"2020-08-17 13:41:34.000000+00:00\", \"2021-06-16 05:42:02.000000+00:00\", \"2021-05-06 02:00:44.000000+00:00\"], \"session_ids\": [\"4323d485-6e57-4c23-99a5-51403bfcbf0f\", \"2df1c1d1-c190-4b25-9cbb-a90d82806912\", \"1d2eb6c3-ed8c-4a85-a954-0aea098fa56a\", \"2e19aebe-1f58-465b-805f-205e71033a25\", \"0adbf138-a7a4-41f7-ae0e-6915637ff888\"], \"total_duration\": 724.0, \"total_sessions\": 5, \"mean_week_duration\": 4.671}}, {\"29717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-23 03:21:37.000000+00:00\", \"2022-04-17 21:49:23.000000+00:00\"], \"session_ids\": [\"dc788d42-f8f9-42b6-bf87-1fef00f0036e\", \"cf8ee584-8af4-4edd-95eb-82d1aa639c58\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 6.822}}]\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[{\"83623\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-26 18:04:45.000000+00:00\", \"2020-08-04 19:44:44.000000+00:00\", \"2020-07-04 03:25:09.000000+00:00\", \"2021-10-07 07:12:05.000000+00:00\", \"2021-04-07 08:35:02.000000+00:00\", \"2020-01-09 02:18:15.000000+00:00\"], \"session_ids\": [\"729a890e-58f0-463a-a5b0-bc1db68dfc7d\", \"1d86bc3e-6618-4e41-9b0e-650186bea5c2\", \"bb3858b3-f29c-45a9-b2ae-cc13345f6c76\", \"2bd2f0b1-245c-4832-94dd-cec2274b4bfe\", \"3faae5f8-ff3d-4fa4-8d05-0ea8537d44de\", \"f5cd62d7-05c8-4629-82aa-131d42a205ba\"], \"total_duration\": 826.0, \"total_sessions\": 6, \"mean_week_duration\": 8.429}}, {\"97943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-03 14:33:50.000000+00:00\", \"2019-11-19 02:31:47.000000+00:00\", \"2020-08-17 13:41:34.000000+00:00\", \"2021-06-16 05:42:02.000000+00:00\", \"2021-05-06 02:00:44.000000+00:00\"], \"session_ids\": [\"4323d485-6e57-4c23-99a5-51403bfcbf0f\", \"2df1c1d1-c190-4b25-9cbb-a90d82806912\", \"1d2eb6c3-ed8c-4a85-a954-0aea098fa56a\", \"2e19aebe-1f58-465b-805f-205e71033a25\", \"0adbf138-a7a4-41f7-ae0e-6915637ff888\"], \"total_duration\": 724.0, \"total_sessions\": 5, \"mean_week_duration\": 4.671}}, {\"29717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-23 03:21:37.000000+00:00\", \"2022-04-17 21:49:23.000000+00:00\"], \"session_ids\": [\"dc788d42-f8f9-42b6-bf87-1fef00f0036e\", \"cf8ee584-8af4-4edd-95eb-82d1aa639c58\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 6.822}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about 3 users who are inhabitants of city Quito , put to use sorting by urban title ascending + remain only 2 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"94371\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-30 10:05:31.000000+00:00\", \"2023-02-26 11:30:30.000000+00:00\", \"2021-03-28 02:00:49.000000+00:00\", \"2020-01-17 03:22:40.000000+00:00\", \"2020-05-25 07:00:59.000000+00:00\"], \"session_ids\": [\"18901ea1-9dd0-4025-b6a7-060089989fe3\", \"aa1e3cd0-2d9f-4127-8650-727568f49844\", \"8fbeee63-1524-414a-974b-ae6488cc180d\", \"29e88c1b-720a-4dda-818e-08a27b86e92d\", \"bb7b7ba7-8d11-446a-bcca-a03b64c97ca6\"], \"total_duration\": 2021.0, \"total_sessions\": 5, \"mean_week_duration\": 12.399}, \"60751\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2022-08-27 15:29:16.000000+00:00\", \"2020-10-20 20:44:15.000000+00:00\"], \"session_ids\": [\"f7645d60-5f4c-4a70-a486-950d6ba3fb27\", \"4e6e9b5f-f1d5-47fa-b762-1ea44027c49b\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}, \"74064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-05-07 01:45:23.000000+00:00\", \"2020-11-17 20:36:10.000000+00:00\"], \"session_ids\": [\"ced57ffd-f9be-4fbf-86ca-290c7d84f911\", \"f3bee95f-5f9f-48fa-8a9d-a7596ede5ff9\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.636}, \"87161\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-17 07:26:37.000000+00:00\", \"2019-08-19 21:12:36.000000+00:00\", \"2022-10-28 22:39:45.000000+00:00\", \"2019-01-06 23:33:44.000000+00:00\"], \"session_ids\": [\"1629949a-6d26-45a2-8f44-38ff1ee00b44\", \"814b5aa9-5e09-45db-8033-3ab21e4da553\", \"1e96786e-4ea8-426f-9491-e4b1059b7aa3\", \"35aa1738-dd9f-4408-80d1-dd84be4556c8\"], \"total_duration\": 128.0, \"total_sessions\": 4, \"mean_week_duration\": 0.643}, \"22759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-29 16:26:09.000000+00:00\", \"2021-05-14 19:10:06.000000+00:00\", \"2022-03-09 03:23:32.000000+00:00\", \"2021-03-11 21:25:24.000000+00:00\", \"2020-03-18 00:50:19.000000+00:00\"], \"session_ids\": [\"1ec97bad-4e75-4857-9b2b-c81655b518a5\", \"a4c65b0c-f3d5-47ce-8ed9-55a20590b718\", \"920fc750-1846-4ace-a0ce-34e663e6513b\", \"428d247d-e8a3-4d1a-94aa-d2d7d5e3f7a1\", \"852b9dfa-5447-4b18-92b5-9a9cc6f78aa3\"], \"total_duration\": 629.0, \"total_sessions\": 5, \"mean_week_duration\": 4.461}, \"62806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 15:36:19.000000+00:00\", \"2023-02-28 04:06:12.000000+00:00\"], \"session_ids\": [\"4c11a85e-b77e-41f2-8dba-562f1b38ebda\", \"0e02f19a-b6f7-4f79-bcc3-23b4366cbff4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.622}, \"32804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-27 08:36:41.000000+00:00\", \"2021-10-19 15:37:12.000000+00:00\"], \"session_ids\": [\"550ceff0-e8e1-4d15-b856-00d6d226bb33\", \"965cd195-04ca-4a44-ac89-2716af301d2a\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 12.48}, \"30584\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-16 00:10:09.000000+00:00\", \"2022-03-23 01:33:59.000000+00:00\", \"2020-02-14 01:06:44.000000+00:00\"], \"session_ids\": [\"4e2e750c-c997-48c3-bc57-10d71454e321\", \"b382c1f3-71b7-4bb4-be2c-759b7df9398c\", \"d0992967-8423-4285-b9bd-766012c2d7a4\"], \"total_duration\": 624.0, \"total_sessions\": 3, \"mean_week_duration\": 5.073}, \"8547\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-08 13:56:09.000000+00:00\", \"2021-07-25 11:44:35.000000+00:00\"], \"session_ids\": [\"447ee1da-a4fb-4636-96e7-38d6d2e73465\", \"76d5450b-7ccc-4882-8773-62cd943a8506\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 3.282}, \"54569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-29 02:56:18.000000+00:00\", \"2019-06-15 12:48:32.000000+00:00\", \"2021-08-31 15:30:07.000000+00:00\", \"2019-12-17 21:01:38.000000+00:00\"], \"session_ids\": [\"fcfc55d5-336c-4d97-b368-ad293b73e284\", \"efc85102-c889-48d0-9696-906b4b6528d1\", \"cf47bee4-54bc-4e2f-adf6-6428c4e8c775\", \"e28d8ed4-0168-4807-8c16-2be727314bfd\"], \"total_duration\": 1963.0, \"total_sessions\": 4, \"mean_week_duration\": 16.922}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Quito"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Quito\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"62806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 15:36:19.000000+00:00\", \"2023-02-28 04:06:12.000000+00:00\"], \"session_ids\": [\"4c11a85e-b77e-41f2-8dba-562f1b38ebda\", \"0e02f19a-b6f7-4f79-bcc3-23b4366cbff4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.622}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"62806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 15:36:19.000000+00:00\", \"2023-02-28 04:06:12.000000+00:00\"], \"session_ids\": [\"4c11a85e-b77e-41f2-8dba-562f1b38ebda\", \"0e02f19a-b6f7-4f79-bcc3-23b4366cbff4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.622}}]\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[{\"62806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 15:36:19.000000+00:00\", \"2023-02-28 04:06:12.000000+00:00\"], \"session_ids\": [\"4c11a85e-b77e-41f2-8dba-562f1b38ebda\", \"0e02f19a-b6f7-4f79-bcc3-23b4366cbff4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.622}}]\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[{\"62806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 15:36:19.000000+00:00\", \"2023-02-28 04:06:12.000000+00:00\"], \"session_ids\": [\"4c11a85e-b77e-41f2-8dba-562f1b38ebda\", \"0e02f19a-b6f7-4f79-bcc3-23b4366cbff4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.622}}]\n```\n\n```\n"
}
] |
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