conversations
list |
|---|
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 2 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 2}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"53708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-13 02:09:34.000000+00:00\", \"2019-10-17 00:13:18.000000+00:00\"], \"session_ids\": [\"950c59ce-34d5-49f9-a844-2abe4c4c39b5\", \"8c6a20b3-d628-4620-936c-9bad8a23fd70\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.735}}, {\"71610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-07-11 16:32:04.000000+00:00\", \"2020-01-18 04:29:21.000000+00:00\"], \"session_ids\": [\"5d815970-3ec6-4552-9e44-93d4e333fed5\", \"c085d178-eb1e-4c72-ad1e-35e51c9c1cf2\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.72}}, {\"5042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-17 05:34:42.000000+00:00\", \"2020-02-05 06:07:56.000000+00:00\"], \"session_ids\": [\"243aee3b-eb82-4d67-8ffc-487995675a67\", \"2c44307f-3b3b-48a3-94cb-8c875c5f80c6\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"53708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-13 02:09:34.000000+00:00\", \"2019-10-17 00:13:18.000000+00:00\"], \"session_ids\": [\"950c59ce-34d5-49f9-a844-2abe4c4c39b5\", \"8c6a20b3-d628-4620-936c-9bad8a23fd70\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.735}}, {\"5042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-17 05:34:42.000000+00:00\", \"2020-02-05 06:07:56.000000+00:00\"], \"session_ids\": [\"243aee3b-eb82-4d67-8ffc-487995675a67\", \"2c44307f-3b3b-48a3-94cb-8c875c5f80c6\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}}, {\"71610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-07-11 16:32:04.000000+00:00\", \"2020-01-18 04:29:21.000000+00:00\"], \"session_ids\": [\"5d815970-3ec6-4552-9e44-93d4e333fed5\", \"c085d178-eb1e-4c72-ad1e-35e51c9c1cf2\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.72}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"53708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-13 02:09:34.000000+00:00\", \"2019-10-17 00:13:18.000000+00:00\"], \"session_ids\": [\"950c59ce-34d5-49f9-a844-2abe4c4c39b5\", \"8c6a20b3-d628-4620-936c-9bad8a23fd70\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.735}}, {\"5042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-17 05:34:42.000000+00:00\", \"2020-02-05 06:07:56.000000+00:00\"], \"session_ids\": [\"243aee3b-eb82-4d67-8ffc-487995675a67\", \"2c44307f-3b3b-48a3-94cb-8c875c5f80c6\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}}, {\"71610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-07-11 16:32:04.000000+00:00\", \"2020-01-18 04:29:21.000000+00:00\"], \"session_ids\": [\"5d815970-3ec6-4552-9e44-93d4e333fed5\", \"c085d178-eb1e-4c72-ad1e-35e51c9c1cf2\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.72}}]\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[{\"53708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-13 02:09:34.000000+00:00\", \"2019-10-17 00:13:18.000000+00:00\"], \"session_ids\": [\"950c59ce-34d5-49f9-a844-2abe4c4c39b5\", \"8c6a20b3-d628-4620-936c-9bad8a23fd70\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.735}}, {\"5042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-17 05:34:42.000000+00:00\", \"2020-02-05 06:07:56.000000+00:00\"], \"session_ids\": [\"243aee3b-eb82-4d67-8ffc-487995675a67\", \"2c44307f-3b3b-48a3-94cb-8c875c5f80c6\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}}, {\"71610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-07-11 16:32:04.000000+00:00\", \"2020-01-18 04:29:21.000000+00:00\"], \"session_ids\": [\"5d815970-3ec6-4552-9e44-93d4e333fed5\", \"c085d178-eb1e-4c72-ad1e-35e51c9c1cf2\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.72}}]\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 5 users pieces of information who have total amount of duration less than 3711 (not including) and greater than 269 , moreover apply sorting by total duration form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"74956\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-09 05:37:32.000000+00:00\", \"2020-07-25 17:55:18.000000+00:00\", \"2020-09-14 17:31:52.000000+00:00\", \"2022-04-15 21:02:27.000000+00:00\", \"2021-02-08 11:31:08.000000+00:00\", \"2021-10-17 11:47:59.000000+00:00\", \"2019-06-23 09:39:24.000000+00:00\"], \"session_ids\": [\"2d6bbb3f-9bd9-48b0-9e8c-a8ef6263e8dc\", \"12aa0c2d-b7a1-4b53-bf7e-0d696d315f64\", \"4c23767c-17b3-4c83-aab4-d2b8938205a0\", \"0af9281d-20ef-4aae-ad05-4790e34d6b39\", \"be02e586-3037-4152-b51b-4d1876583e1a\", \"2c73ac40-53ac-4156-b80f-3c68cdc55353\", \"ac8a3236-39ba-429c-a33f-1fd10238f3ee\"], \"total_duration\": 71.0, \"total_sessions\": 7, \"mean_week_duration\": 0.483}, \"65462\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-04 15:45:57.000000+00:00\", \"2019-05-23 00:05:11.000000+00:00\", \"2021-03-02 12:39:09.000000+00:00\", \"2020-09-10 14:16:50.000000+00:00\"], \"session_ids\": [\"db9113b7-8c00-47ff-a450-715cc7b010a7\", \"b47ef371-efa8-421e-a85b-8716714c9714\", \"2e161da8-6828-42cf-83eb-0c42c7a01df7\", \"bc7163a1-7e98-4345-b7fb-2ae9baa9bbbe\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.624}, \"85528\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-05 10:36:17.000000+00:00\", \"2021-09-20 07:03:23.000000+00:00\"], \"session_ids\": [\"ac879144-1afe-460a-98db-12537b9f09b8\", \"9fbc5895-8a90-4f87-b057-9bee38ae62f3\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.074}, \"97778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-05-19 13:28:39.000000+00:00\", \"2021-12-04 19:54:02.000000+00:00\"], \"session_ids\": [\"2de398ef-ead1-42fe-9b4f-c66589a2f3e1\", \"63a3d160-8794-4527-85a7-28ad6ef248f7\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}, \"51954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-09 04:10:37.000000+00:00\", \"2020-06-16 12:44:59.000000+00:00\"], \"session_ids\": [\"31778120-0ff8-47fb-baef-bca8e72c68c6\", \"5aa600a4-8339-44f7-ab0a-67d8583f22b2\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 2.959}, \"11511\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-04-26 21:22:32.000000+00:00\", \"2021-08-19 23:02:09.000000+00:00\"], \"session_ids\": [\"420639a4-99b0-40c9-a896-b07371f1e330\", \"13653638-ecc2-47bd-a96d-7f6946049534\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 7.139}, \"46911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-11-14 23:44:25.000000+00:00\", \"2022-05-25 07:32:48.000000+00:00\", \"2021-10-23 19:53:10.000000+00:00\"], \"session_ids\": [\"235f4cce-a931-4cb7-a2bc-c7271ac38618\", \"f79cd3df-ea31-4341-9827-50e269ceed6d\", \"d722fdb5-2401-4f44-8295-aaaa6b8519fb\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.768}, \"54227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-07-02 06:51:07.000000+00:00\", \"2020-08-30 14:28:01.000000+00:00\", \"2021-06-05 13:36:04.000000+00:00\", \"2020-11-01 05:03:22.000000+00:00\", \"2020-08-01 04:08:30.000000+00:00\", \"2022-07-03 21:14:15.000000+00:00\", \"2020-04-14 01:26:30.000000+00:00\", \"2020-05-18 03:51:04.000000+00:00\", \"2022-09-26 16:33:27.000000+00:00\"], \"session_ids\": [\"473b8ad2-3588-41e4-b2c4-790300b492d0\", \"3f06ec2a-0e70-42e9-b077-369a22a5053a\", \"855840cd-5603-4d81-b118-b88e7b96b44a\", \"549d16cf-54d3-4bc9-b550-ea05c54b6d2f\", \"0d8a641f-0ba0-4643-a886-d0556444ba1f\", \"a84a2984-9872-4234-8b8b-030e613539bd\", \"97cb4f0a-418c-4b02-b71f-1c51649a92e2\", \"ac5256a9-a67e-4470-88d9-c47fff3f4ffa\", \"69073211-669f-4ef9-8a6b-dd5605db09fd\"], \"total_duration\": 14150.0, \"total_sessions\": 9, \"mean_week_duration\": 110.547}, \"5175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-21 16:56:13.000000+00:00\", \"2019-10-13 13:54:18.000000+00:00\"], \"session_ids\": [\"23f7bad3-73e3-43cb-a9df-49ebca2f5821\", \"1a5dc1b5-e641-4f42-ae25-dcf323916e5f\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 03:51:59.000000+00:00\", \"2023-02-04 19:27:29.000000+00:00\", \"2021-07-03 15:55:27.000000+00:00\", \"2019-10-15 13:05:57.000000+00:00\", \"2020-03-28 16:28:31.000000+00:00\", \"2019-01-08 05:33:10.000000+00:00\", \"2019-08-30 20:31:12.000000+00:00\", \"2020-04-15 20:51:46.000000+00:00\", \"2020-05-06 22:16:36.000000+00:00\"], \"session_ids\": [\"00e9ea9f-39f8-4606-b9c6-90e68a0631a0\", \"b2c97f5a-ba49-43a5-9168-96e01b2109a5\", \"759233c5-f0a6-4ba6-bcb2-8554cc8fc61d\", \"335ee199-762e-45b9-b4af-8f2967e4a385\", \"621d7797-02d5-4ca9-bb47-b3b94657b5e4\", \"b9f5bfd3-156d-43ad-9f77-e9ddd5d7b6bd\", \"01dcff90-0da6-416e-b47f-45196369916d\", \"184a063a-d3a1-4485-8289-9166e10b1167\", \"e103eabb-bdfa-4bb8-a975-0931ec86eeea\"], \"total_duration\": 1349.0, \"total_sessions\": 9, \"mean_week_duration\": 6.333}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 269 and are less than 3711"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[269, 3711]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 03:51:59.000000+00:00\", \"2023-02-04 19:27:29.000000+00:00\", \"2021-07-03 15:55:27.000000+00:00\", \"2019-10-15 13:05:57.000000+00:00\", \"2020-03-28 16:28:31.000000+00:00\", \"2019-01-08 05:33:10.000000+00:00\", \"2019-08-30 20:31:12.000000+00:00\", \"2020-04-15 20:51:46.000000+00:00\", \"2020-05-06 22:16:36.000000+00:00\"], \"session_ids\": [\"00e9ea9f-39f8-4606-b9c6-90e68a0631a0\", \"b2c97f5a-ba49-43a5-9168-96e01b2109a5\", \"759233c5-f0a6-4ba6-bcb2-8554cc8fc61d\", \"335ee199-762e-45b9-b4af-8f2967e4a385\", \"621d7797-02d5-4ca9-bb47-b3b94657b5e4\", \"b9f5bfd3-156d-43ad-9f77-e9ddd5d7b6bd\", \"01dcff90-0da6-416e-b47f-45196369916d\", \"184a063a-d3a1-4485-8289-9166e10b1167\", \"e103eabb-bdfa-4bb8-a975-0931ec86eeea\"], \"total_duration\": 1349.0, \"total_sessions\": 9, \"mean_week_duration\": 6.333}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 03:51:59.000000+00:00\", \"2023-02-04 19:27:29.000000+00:00\", \"2021-07-03 15:55:27.000000+00:00\", \"2019-10-15 13:05:57.000000+00:00\", \"2020-03-28 16:28:31.000000+00:00\", \"2019-01-08 05:33:10.000000+00:00\", \"2019-08-30 20:31:12.000000+00:00\", \"2020-04-15 20:51:46.000000+00:00\", \"2020-05-06 22:16:36.000000+00:00\"], \"session_ids\": [\"00e9ea9f-39f8-4606-b9c6-90e68a0631a0\", \"b2c97f5a-ba49-43a5-9168-96e01b2109a5\", \"759233c5-f0a6-4ba6-bcb2-8554cc8fc61d\", \"335ee199-762e-45b9-b4af-8f2967e4a385\", \"621d7797-02d5-4ca9-bb47-b3b94657b5e4\", \"b9f5bfd3-156d-43ad-9f77-e9ddd5d7b6bd\", \"01dcff90-0da6-416e-b47f-45196369916d\", \"184a063a-d3a1-4485-8289-9166e10b1167\", \"e103eabb-bdfa-4bb8-a975-0931ec86eeea\"], \"total_duration\": 1349.0, \"total_sessions\": 9, \"mean_week_duration\": 6.333}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 5 entries and remove 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[{\"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 03:51:59.000000+00:00\", \"2023-02-04 19:27:29.000000+00:00\", \"2021-07-03 15:55:27.000000+00:00\", \"2019-10-15 13:05:57.000000+00:00\", \"2020-03-28 16:28:31.000000+00:00\", \"2019-01-08 05:33:10.000000+00:00\", \"2019-08-30 20:31:12.000000+00:00\", \"2020-04-15 20:51:46.000000+00:00\", \"2020-05-06 22:16:36.000000+00:00\"], \"session_ids\": [\"00e9ea9f-39f8-4606-b9c6-90e68a0631a0\", \"b2c97f5a-ba49-43a5-9168-96e01b2109a5\", \"759233c5-f0a6-4ba6-bcb2-8554cc8fc61d\", \"335ee199-762e-45b9-b4af-8f2967e4a385\", \"621d7797-02d5-4ca9-bb47-b3b94657b5e4\", \"b9f5bfd3-156d-43ad-9f77-e9ddd5d7b6bd\", \"01dcff90-0da6-416e-b47f-45196369916d\", \"184a063a-d3a1-4485-8289-9166e10b1167\", \"e103eabb-bdfa-4bb8-a975-0931ec86eeea\"], \"total_duration\": 1349.0, \"total_sessions\": 9, \"mean_week_duration\": 6.333}}]\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[{\"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 03:51:59.000000+00:00\", \"2023-02-04 19:27:29.000000+00:00\", \"2021-07-03 15:55:27.000000+00:00\", \"2019-10-15 13:05:57.000000+00:00\", \"2020-03-28 16:28:31.000000+00:00\", \"2019-01-08 05:33:10.000000+00:00\", \"2019-08-30 20:31:12.000000+00:00\", \"2020-04-15 20:51:46.000000+00:00\", \"2020-05-06 22:16:36.000000+00:00\"], \"session_ids\": [\"00e9ea9f-39f8-4606-b9c6-90e68a0631a0\", \"b2c97f5a-ba49-43a5-9168-96e01b2109a5\", \"759233c5-f0a6-4ba6-bcb2-8554cc8fc61d\", \"335ee199-762e-45b9-b4af-8f2967e4a385\", \"621d7797-02d5-4ca9-bb47-b3b94657b5e4\", \"b9f5bfd3-156d-43ad-9f77-e9ddd5d7b6bd\", \"01dcff90-0da6-416e-b47f-45196369916d\", \"184a063a-d3a1-4485-8289-9166e10b1167\", \"e103eabb-bdfa-4bb8-a975-0931ec86eeea\"], \"total_duration\": 1349.0, \"total_sessions\": 9, \"mean_week_duration\": 6.333}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 8 users whose app usage time is less than 686 and greater than 3447 , moreover sort by total duration amount 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{\"81049\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 22:41:19.000000+00:00\", \"2022-10-01 01:59:24.000000+00:00\", \"2020-12-13 12:52:02.000000+00:00\", \"2022-03-12 05:36:47.000000+00:00\", \"2023-05-10 08:15:01.000000+00:00\"], \"session_ids\": [\"86404cb8-c430-4cfe-945b-9699df96f7e9\", \"21c22150-55a8-4901-9d6b-03ef3c465bd2\", \"96036f8f-1ea9-44e2-be4f-70ec14163a8f\", \"118d2dcb-48ce-4843-993f-4071209b4229\", \"1a90120e-f90e-4b59-b587-8484f6817282\"], \"total_duration\": 109.0, \"total_sessions\": 5, \"mean_week_duration\": 0.779}, \"43284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-08-03 03:26:00.000000+00:00\", \"2021-03-23 15:08:16.000000+00:00\"], \"session_ids\": [\"38f85194-7b27-4329-99e6-039b0ecaedf9\", \"8ac9544d-cff7-410c-9664-a3a342e7a909\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 4.618}, \"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-11 02:52:03.000000+00:00\", \"2020-03-05 15:50:57.000000+00:00\", \"2020-09-19 09:08:43.000000+00:00\"], \"session_ids\": [\"079ea13c-0c85-4f2e-8698-d0a928d6bff0\", \"090ce59f-9f38-4a75-92c1-8930c1f7c931\", \"a64371be-fcd7-4282-aa12-880d6ef81731\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.409}, \"62975\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-03 22:07:22.000000+00:00\", \"2020-05-21 03:08:37.000000+00:00\", \"2023-03-25 11:59:33.000000+00:00\", \"2019-10-15 23:47:54.000000+00:00\", \"2020-07-29 06:51:47.000000+00:00\", \"2022-04-13 20:19:30.000000+00:00\", \"2020-08-20 02:39:45.000000+00:00\", \"2020-06-16 13:30:52.000000+00:00\", \"2022-11-23 12:57:53.000000+00:00\", \"2020-07-31 23:25:07.000000+00:00\"], \"session_ids\": [\"6aaa3e69-4067-4adb-86d0-1e031f5f38ab\", \"a48967b1-d7fb-4bbd-b2e6-e9f59635ceca\", \"2369c807-ed83-4b2c-beb7-aec52da877bb\", \"bf0bfb91-5108-44ad-9b1a-024c17a5135c\", \"85e7eba0-e27f-4cdc-b170-2c144481a9a8\", \"fc9c1083-5552-4b23-8b62-8ae963cc03a4\", \"4d094b1e-ca97-4835-a4d6-cda02edad254\", \"998d0509-4092-447d-9420-af7832589497\", \"95a25273-cc9e-425c-92b9-601d7da3c712\", \"4a378cba-90c1-488f-b43a-d9a217b00398\"], \"total_duration\": 187.0, \"total_sessions\": 10, \"mean_week_duration\": 1.039}, \"28013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-16 23:53:21.000000+00:00\", \"2021-12-15 17:33:13.000000+00:00\", \"2023-06-24 11:34:51.000000+00:00\", \"2023-04-20 03:12:24.000000+00:00\", \"2023-01-19 11:16:18.000000+00:00\", \"2022-08-29 14:02:30.000000+00:00\"], \"session_ids\": [\"2fe2107f-f8ed-4e27-9669-5b90c591da1e\", \"5c83cf59-971e-46f7-9106-8bb146940bf5\", \"c0e579b0-5a3d-4dbf-9dd2-ffee2485f992\", \"7a143ce4-caf5-42e5-8dfa-53958b70062d\", \"ee22ab2e-4d40-442f-820f-b8b76080ba6f\", \"06a59e17-94a9-4f9e-b644-853b8ced99ca\"], \"total_duration\": 1887.0, \"total_sessions\": 6, \"mean_week_duration\": 8.134}, \"39077\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-01 16:58:15.000000+00:00\", \"2019-07-03 06:58:11.000000+00:00\", \"2020-02-26 18:15:33.000000+00:00\", \"2019-01-29 21:08:28.000000+00:00\", \"2020-09-03 18:00:24.000000+00:00\", \"2021-11-06 07:02:29.000000+00:00\", \"2023-04-13 07:07:28.000000+00:00\"], \"session_ids\": [\"e79e330c-46d7-4760-8257-2e51a5416498\", \"01f1d211-28ae-4e42-8fa9-915876b1aea6\", \"27a08fa4-7208-4b98-a132-911ebeb1c4b3\", \"5ee97369-040e-401b-b165-39adbf2eac4d\", \"7287c1c2-564e-4941-b182-acae7a05f205\", \"0d3698a9-29fa-4fe4-bca2-97e2247a5b88\", \"d745e951-1d0f-4b9a-82be-53e8d45ab006\"], \"total_duration\": 567.0, \"total_sessions\": 7, \"mean_week_duration\": 2.577}, \"35546\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-05 15:28:59.000000+00:00\", \"2020-02-23 04:28:49.000000+00:00\"], \"session_ids\": [\"91f74a95-e94f-41e1-b31b-098ae927f7da\", \"ff3f53e8-490a-4b2b-8c16-59fdd09ac83a\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 12.607}, \"33874\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-20 14:47:34.000000+00:00\", \"2023-06-05 01:38:26.000000+00:00\"], \"session_ids\": [\"2a9f055c-0a9d-4f44-96d0-9d169e8c74bd\", \"b40dc4ed-dcb4-4933-ae24-0b59be7baf7e\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}, \"89547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-23 23:50:27.000000+00:00\", \"2022-10-29 04:46:56.000000+00:00\", \"2020-02-12 03:03:25.000000+00:00\", \"2020-05-02 00:14:27.000000+00:00\"], \"session_ids\": [\"0677d59b-0974-48b8-965c-2e6deb553b6e\", \"dbf2df0e-6702-41e7-8ad2-d1d2f5e4f70e\", \"aa3df1de-2e54-4653-ac65-514915078cda\", \"1e23d9d6-68fb-4516-a2fa-c50a2c5b436e\"], \"total_duration\": 962.0, \"total_sessions\": 4, \"mean_week_duration\": 6.775}, \"35023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-31 09:06:24.000000+00:00\", \"2019-09-21 12:04:17.000000+00:00\"], \"session_ids\": [\"c93e29a3-3283-4f5f-8ec8-7a78e4609d6f\", \"4e97ec88-d130-4b78-acfe-edeb569c3ef0\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 5.26}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 686 and are equal or greater than 3447"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[686, 3447]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"81049\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 22:41:19.000000+00:00\", \"2022-10-01 01:59:24.000000+00:00\", \"2020-12-13 12:52:02.000000+00:00\", \"2022-03-12 05:36:47.000000+00:00\", \"2023-05-10 08:15:01.000000+00:00\"], \"session_ids\": [\"86404cb8-c430-4cfe-945b-9699df96f7e9\", \"21c22150-55a8-4901-9d6b-03ef3c465bd2\", \"96036f8f-1ea9-44e2-be4f-70ec14163a8f\", \"118d2dcb-48ce-4843-993f-4071209b4229\", \"1a90120e-f90e-4b59-b587-8484f6817282\"], \"total_duration\": 109.0, \"total_sessions\": 5, \"mean_week_duration\": 0.779}, \"43284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-08-03 03:26:00.000000+00:00\", \"2021-03-23 15:08:16.000000+00:00\"], \"session_ids\": [\"38f85194-7b27-4329-99e6-039b0ecaedf9\", \"8ac9544d-cff7-410c-9664-a3a342e7a909\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 4.618}, \"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-11 02:52:03.000000+00:00\", \"2020-03-05 15:50:57.000000+00:00\", \"2020-09-19 09:08:43.000000+00:00\"], \"session_ids\": [\"079ea13c-0c85-4f2e-8698-d0a928d6bff0\", \"090ce59f-9f38-4a75-92c1-8930c1f7c931\", \"a64371be-fcd7-4282-aa12-880d6ef81731\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.409}, \"62975\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-03 22:07:22.000000+00:00\", \"2020-05-21 03:08:37.000000+00:00\", \"2023-03-25 11:59:33.000000+00:00\", \"2019-10-15 23:47:54.000000+00:00\", \"2020-07-29 06:51:47.000000+00:00\", \"2022-04-13 20:19:30.000000+00:00\", \"2020-08-20 02:39:45.000000+00:00\", \"2020-06-16 13:30:52.000000+00:00\", \"2022-11-23 12:57:53.000000+00:00\", \"2020-07-31 23:25:07.000000+00:00\"], \"session_ids\": [\"6aaa3e69-4067-4adb-86d0-1e031f5f38ab\", \"a48967b1-d7fb-4bbd-b2e6-e9f59635ceca\", \"2369c807-ed83-4b2c-beb7-aec52da877bb\", \"bf0bfb91-5108-44ad-9b1a-024c17a5135c\", \"85e7eba0-e27f-4cdc-b170-2c144481a9a8\", \"fc9c1083-5552-4b23-8b62-8ae963cc03a4\", \"4d094b1e-ca97-4835-a4d6-cda02edad254\", \"998d0509-4092-447d-9420-af7832589497\", \"95a25273-cc9e-425c-92b9-601d7da3c712\", \"4a378cba-90c1-488f-b43a-d9a217b00398\"], \"total_duration\": 187.0, \"total_sessions\": 10, \"mean_week_duration\": 1.039}, \"39077\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-01 16:58:15.000000+00:00\", \"2019-07-03 06:58:11.000000+00:00\", \"2020-02-26 18:15:33.000000+00:00\", \"2019-01-29 21:08:28.000000+00:00\", \"2020-09-03 18:00:24.000000+00:00\", \"2021-11-06 07:02:29.000000+00:00\", \"2023-04-13 07:07:28.000000+00:00\"], \"session_ids\": [\"e79e330c-46d7-4760-8257-2e51a5416498\", \"01f1d211-28ae-4e42-8fa9-915876b1aea6\", \"27a08fa4-7208-4b98-a132-911ebeb1c4b3\", \"5ee97369-040e-401b-b165-39adbf2eac4d\", \"7287c1c2-564e-4941-b182-acae7a05f205\", \"0d3698a9-29fa-4fe4-bca2-97e2247a5b88\", \"d745e951-1d0f-4b9a-82be-53e8d45ab006\"], \"total_duration\": 567.0, \"total_sessions\": 7, \"mean_week_duration\": 2.577}, \"35546\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-05 15:28:59.000000+00:00\", \"2020-02-23 04:28:49.000000+00:00\"], \"session_ids\": [\"91f74a95-e94f-41e1-b31b-098ae927f7da\", \"ff3f53e8-490a-4b2b-8c16-59fdd09ac83a\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 12.607}, \"33874\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-20 14:47:34.000000+00:00\", \"2023-06-05 01:38:26.000000+00:00\"], \"session_ids\": [\"2a9f055c-0a9d-4f44-96d0-9d169e8c74bd\", \"b40dc4ed-dcb4-4933-ae24-0b59be7baf7e\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}, \"35023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-31 09:06:24.000000+00:00\", \"2019-09-21 12:04:17.000000+00:00\"], \"session_ids\": [\"c93e29a3-3283-4f5f-8ec8-7a78e4609d6f\", \"4e97ec88-d130-4b78-acfe-edeb569c3ef0\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 5.26}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"33874\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-20 14:47:34.000000+00:00\", \"2023-06-05 01:38:26.000000+00:00\"], \"session_ids\": [\"2a9f055c-0a9d-4f44-96d0-9d169e8c74bd\", \"b40dc4ed-dcb4-4933-ae24-0b59be7baf7e\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}}, {\"81049\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 22:41:19.000000+00:00\", \"2022-10-01 01:59:24.000000+00:00\", \"2020-12-13 12:52:02.000000+00:00\", \"2022-03-12 05:36:47.000000+00:00\", \"2023-05-10 08:15:01.000000+00:00\"], \"session_ids\": [\"86404cb8-c430-4cfe-945b-9699df96f7e9\", \"21c22150-55a8-4901-9d6b-03ef3c465bd2\", \"96036f8f-1ea9-44e2-be4f-70ec14163a8f\", \"118d2dcb-48ce-4843-993f-4071209b4229\", \"1a90120e-f90e-4b59-b587-8484f6817282\"], \"total_duration\": 109.0, \"total_sessions\": 5, \"mean_week_duration\": 0.779}}, {\"43284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-08-03 03:26:00.000000+00:00\", \"2021-03-23 15:08:16.000000+00:00\"], \"session_ids\": [\"38f85194-7b27-4329-99e6-039b0ecaedf9\", \"8ac9544d-cff7-410c-9664-a3a342e7a909\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 4.618}}, {\"62975\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-03 22:07:22.000000+00:00\", \"2020-05-21 03:08:37.000000+00:00\", \"2023-03-25 11:59:33.000000+00:00\", \"2019-10-15 23:47:54.000000+00:00\", \"2020-07-29 06:51:47.000000+00:00\", \"2022-04-13 20:19:30.000000+00:00\", \"2020-08-20 02:39:45.000000+00:00\", \"2020-06-16 13:30:52.000000+00:00\", \"2022-11-23 12:57:53.000000+00:00\", \"2020-07-31 23:25:07.000000+00:00\"], \"session_ids\": [\"6aaa3e69-4067-4adb-86d0-1e031f5f38ab\", \"a48967b1-d7fb-4bbd-b2e6-e9f59635ceca\", \"2369c807-ed83-4b2c-beb7-aec52da877bb\", \"bf0bfb91-5108-44ad-9b1a-024c17a5135c\", \"85e7eba0-e27f-4cdc-b170-2c144481a9a8\", \"fc9c1083-5552-4b23-8b62-8ae963cc03a4\", \"4d094b1e-ca97-4835-a4d6-cda02edad254\", \"998d0509-4092-447d-9420-af7832589497\", \"95a25273-cc9e-425c-92b9-601d7da3c712\", \"4a378cba-90c1-488f-b43a-d9a217b00398\"], \"total_duration\": 187.0, \"total_sessions\": 10, \"mean_week_duration\": 1.039}}, {\"35023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-31 09:06:24.000000+00:00\", \"2019-09-21 12:04:17.000000+00:00\"], \"session_ids\": [\"c93e29a3-3283-4f5f-8ec8-7a78e4609d6f\", \"4e97ec88-d130-4b78-acfe-edeb569c3ef0\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 5.26}}, {\"35546\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-05 15:28:59.000000+00:00\", \"2020-02-23 04:28:49.000000+00:00\"], \"session_ids\": [\"91f74a95-e94f-41e1-b31b-098ae927f7da\", \"ff3f53e8-490a-4b2b-8c16-59fdd09ac83a\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 12.607}}, {\"39077\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-01 16:58:15.000000+00:00\", \"2019-07-03 06:58:11.000000+00:00\", \"2020-02-26 18:15:33.000000+00:00\", \"2019-01-29 21:08:28.000000+00:00\", \"2020-09-03 18:00:24.000000+00:00\", \"2021-11-06 07:02:29.000000+00:00\", \"2023-04-13 07:07:28.000000+00:00\"], \"session_ids\": [\"e79e330c-46d7-4760-8257-2e51a5416498\", \"01f1d211-28ae-4e42-8fa9-915876b1aea6\", \"27a08fa4-7208-4b98-a132-911ebeb1c4b3\", \"5ee97369-040e-401b-b165-39adbf2eac4d\", \"7287c1c2-564e-4941-b182-acae7a05f205\", \"0d3698a9-29fa-4fe4-bca2-97e2247a5b88\", \"d745e951-1d0f-4b9a-82be-53e8d45ab006\"], \"total_duration\": 567.0, \"total_sessions\": 7, \"mean_week_duration\": 2.577}}, {\"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-11 02:52:03.000000+00:00\", \"2020-03-05 15:50:57.000000+00:00\", \"2020-09-19 09:08:43.000000+00:00\"], \"session_ids\": [\"079ea13c-0c85-4f2e-8698-d0a928d6bff0\", \"090ce59f-9f38-4a75-92c1-8930c1f7c931\", \"a64371be-fcd7-4282-aa12-880d6ef81731\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.409}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 8 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"33874\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-20 14:47:34.000000+00:00\", \"2023-06-05 01:38:26.000000+00:00\"], \"session_ids\": [\"2a9f055c-0a9d-4f44-96d0-9d169e8c74bd\", \"b40dc4ed-dcb4-4933-ae24-0b59be7baf7e\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}}, {\"81049\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 22:41:19.000000+00:00\", \"2022-10-01 01:59:24.000000+00:00\", \"2020-12-13 12:52:02.000000+00:00\", \"2022-03-12 05:36:47.000000+00:00\", \"2023-05-10 08:15:01.000000+00:00\"], \"session_ids\": [\"86404cb8-c430-4cfe-945b-9699df96f7e9\", \"21c22150-55a8-4901-9d6b-03ef3c465bd2\", \"96036f8f-1ea9-44e2-be4f-70ec14163a8f\", \"118d2dcb-48ce-4843-993f-4071209b4229\", \"1a90120e-f90e-4b59-b587-8484f6817282\"], \"total_duration\": 109.0, \"total_sessions\": 5, \"mean_week_duration\": 0.779}}, {\"43284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-08-03 03:26:00.000000+00:00\", \"2021-03-23 15:08:16.000000+00:00\"], \"session_ids\": [\"38f85194-7b27-4329-99e6-039b0ecaedf9\", \"8ac9544d-cff7-410c-9664-a3a342e7a909\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 4.618}}, {\"62975\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-03 22:07:22.000000+00:00\", \"2020-05-21 03:08:37.000000+00:00\", \"2023-03-25 11:59:33.000000+00:00\", \"2019-10-15 23:47:54.000000+00:00\", \"2020-07-29 06:51:47.000000+00:00\", \"2022-04-13 20:19:30.000000+00:00\", \"2020-08-20 02:39:45.000000+00:00\", \"2020-06-16 13:30:52.000000+00:00\", \"2022-11-23 12:57:53.000000+00:00\", \"2020-07-31 23:25:07.000000+00:00\"], \"session_ids\": [\"6aaa3e69-4067-4adb-86d0-1e031f5f38ab\", \"a48967b1-d7fb-4bbd-b2e6-e9f59635ceca\", \"2369c807-ed83-4b2c-beb7-aec52da877bb\", \"bf0bfb91-5108-44ad-9b1a-024c17a5135c\", \"85e7eba0-e27f-4cdc-b170-2c144481a9a8\", \"fc9c1083-5552-4b23-8b62-8ae963cc03a4\", \"4d094b1e-ca97-4835-a4d6-cda02edad254\", \"998d0509-4092-447d-9420-af7832589497\", \"95a25273-cc9e-425c-92b9-601d7da3c712\", \"4a378cba-90c1-488f-b43a-d9a217b00398\"], \"total_duration\": 187.0, \"total_sessions\": 10, \"mean_week_duration\": 1.039}}, {\"35023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-31 09:06:24.000000+00:00\", \"2019-09-21 12:04:17.000000+00:00\"], \"session_ids\": [\"c93e29a3-3283-4f5f-8ec8-7a78e4609d6f\", \"4e97ec88-d130-4b78-acfe-edeb569c3ef0\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 5.26}}, {\"35546\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-05 15:28:59.000000+00:00\", \"2020-02-23 04:28:49.000000+00:00\"], \"session_ids\": [\"91f74a95-e94f-41e1-b31b-098ae927f7da\", \"ff3f53e8-490a-4b2b-8c16-59fdd09ac83a\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 12.607}}, {\"39077\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-01 16:58:15.000000+00:00\", \"2019-07-03 06:58:11.000000+00:00\", \"2020-02-26 18:15:33.000000+00:00\", \"2019-01-29 21:08:28.000000+00:00\", \"2020-09-03 18:00:24.000000+00:00\", \"2021-11-06 07:02:29.000000+00:00\", \"2023-04-13 07:07:28.000000+00:00\"], \"session_ids\": [\"e79e330c-46d7-4760-8257-2e51a5416498\", \"01f1d211-28ae-4e42-8fa9-915876b1aea6\", \"27a08fa4-7208-4b98-a132-911ebeb1c4b3\", \"5ee97369-040e-401b-b165-39adbf2eac4d\", \"7287c1c2-564e-4941-b182-acae7a05f205\", \"0d3698a9-29fa-4fe4-bca2-97e2247a5b88\", \"d745e951-1d0f-4b9a-82be-53e8d45ab006\"], \"total_duration\": 567.0, \"total_sessions\": 7, \"mean_week_duration\": 2.577}}, {\"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-11 02:52:03.000000+00:00\", \"2020-03-05 15:50:57.000000+00:00\", \"2020-09-19 09:08:43.000000+00:00\"], \"session_ids\": [\"079ea13c-0c85-4f2e-8698-d0a928d6bff0\", \"090ce59f-9f38-4a75-92c1-8930c1f7c931\", \"a64371be-fcd7-4282-aa12-880d6ef81731\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.409}}]\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[{\"33874\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-20 14:47:34.000000+00:00\", \"2023-06-05 01:38:26.000000+00:00\"], \"session_ids\": [\"2a9f055c-0a9d-4f44-96d0-9d169e8c74bd\", \"b40dc4ed-dcb4-4933-ae24-0b59be7baf7e\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}}, {\"81049\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 22:41:19.000000+00:00\", \"2022-10-01 01:59:24.000000+00:00\", \"2020-12-13 12:52:02.000000+00:00\", \"2022-03-12 05:36:47.000000+00:00\", \"2023-05-10 08:15:01.000000+00:00\"], \"session_ids\": [\"86404cb8-c430-4cfe-945b-9699df96f7e9\", \"21c22150-55a8-4901-9d6b-03ef3c465bd2\", \"96036f8f-1ea9-44e2-be4f-70ec14163a8f\", \"118d2dcb-48ce-4843-993f-4071209b4229\", \"1a90120e-f90e-4b59-b587-8484f6817282\"], \"total_duration\": 109.0, \"total_sessions\": 5, \"mean_week_duration\": 0.779}}, {\"43284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-08-03 03:26:00.000000+00:00\", \"2021-03-23 15:08:16.000000+00:00\"], \"session_ids\": [\"38f85194-7b27-4329-99e6-039b0ecaedf9\", \"8ac9544d-cff7-410c-9664-a3a342e7a909\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 4.618}}, {\"62975\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-03 22:07:22.000000+00:00\", \"2020-05-21 03:08:37.000000+00:00\", \"2023-03-25 11:59:33.000000+00:00\", \"2019-10-15 23:47:54.000000+00:00\", \"2020-07-29 06:51:47.000000+00:00\", \"2022-04-13 20:19:30.000000+00:00\", \"2020-08-20 02:39:45.000000+00:00\", \"2020-06-16 13:30:52.000000+00:00\", \"2022-11-23 12:57:53.000000+00:00\", \"2020-07-31 23:25:07.000000+00:00\"], \"session_ids\": [\"6aaa3e69-4067-4adb-86d0-1e031f5f38ab\", \"a48967b1-d7fb-4bbd-b2e6-e9f59635ceca\", \"2369c807-ed83-4b2c-beb7-aec52da877bb\", \"bf0bfb91-5108-44ad-9b1a-024c17a5135c\", \"85e7eba0-e27f-4cdc-b170-2c144481a9a8\", \"fc9c1083-5552-4b23-8b62-8ae963cc03a4\", \"4d094b1e-ca97-4835-a4d6-cda02edad254\", \"998d0509-4092-447d-9420-af7832589497\", \"95a25273-cc9e-425c-92b9-601d7da3c712\", \"4a378cba-90c1-488f-b43a-d9a217b00398\"], \"total_duration\": 187.0, \"total_sessions\": 10, \"mean_week_duration\": 1.039}}, {\"35023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-31 09:06:24.000000+00:00\", \"2019-09-21 12:04:17.000000+00:00\"], \"session_ids\": [\"c93e29a3-3283-4f5f-8ec8-7a78e4609d6f\", \"4e97ec88-d130-4b78-acfe-edeb569c3ef0\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 5.26}}, {\"35546\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-05 15:28:59.000000+00:00\", \"2020-02-23 04:28:49.000000+00:00\"], \"session_ids\": [\"91f74a95-e94f-41e1-b31b-098ae927f7da\", \"ff3f53e8-490a-4b2b-8c16-59fdd09ac83a\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 12.607}}, {\"39077\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-01 16:58:15.000000+00:00\", \"2019-07-03 06:58:11.000000+00:00\", \"2020-02-26 18:15:33.000000+00:00\", \"2019-01-29 21:08:28.000000+00:00\", \"2020-09-03 18:00:24.000000+00:00\", \"2021-11-06 07:02:29.000000+00:00\", \"2023-04-13 07:07:28.000000+00:00\"], \"session_ids\": [\"e79e330c-46d7-4760-8257-2e51a5416498\", \"01f1d211-28ae-4e42-8fa9-915876b1aea6\", \"27a08fa4-7208-4b98-a132-911ebeb1c4b3\", \"5ee97369-040e-401b-b165-39adbf2eac4d\", \"7287c1c2-564e-4941-b182-acae7a05f205\", \"0d3698a9-29fa-4fe4-bca2-97e2247a5b88\", \"d745e951-1d0f-4b9a-82be-53e8d45ab006\"], \"total_duration\": 567.0, \"total_sessions\": 7, \"mean_week_duration\": 2.577}}, {\"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-11 02:52:03.000000+00:00\", \"2020-03-05 15:50:57.000000+00:00\", \"2020-09-19 09:08:43.000000+00:00\"], \"session_ids\": [\"079ea13c-0c85-4f2e-8698-d0a928d6bff0\", \"090ce59f-9f38-4a75-92c1-8930c1f7c931\", \"a64371be-fcd7-4282-aa12-880d6ef81731\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 3.409}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 7 users whose time using the app per week is <= than 5 and in addition sort by time spent on the site per week risingly."
}
] |
[
{
"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{\"21919\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-02 06:45:42.000000+00:00\", \"2022-11-25 02:01:16.000000+00:00\"], \"session_ids\": [\"36d48dc4-ee4b-4e47-9ae2-5299609f4a4f\", \"f94d114a-6290-4bd5-905b-1d2792906869\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.893}, \"29877\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-02-25 07:24:17.000000+00:00\", \"2022-09-10 10:35:31.000000+00:00\", \"2020-10-04 00:21:34.000000+00:00\", \"2019-09-14 15:06:59.000000+00:00\", \"2019-03-28 23:26:43.000000+00:00\"], \"session_ids\": [\"3ed10b4f-c981-43ed-ad56-342fd2edb978\", \"6de0c5d8-e6be-4973-94b3-125fd99c94ed\", \"ff0945e6-8116-4cfc-b506-31716f02aa15\", \"52fd1ba1-4bce-4a58-8e63-a8294072390c\", \"4d37514b-ce6f-48f8-af55-905f9a51d0db\"], \"total_duration\": 557.0, \"total_sessions\": 5, \"mean_week_duration\": 3.077}, \"38806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-06 15:21:43.000000+00:00\", \"2022-05-20 05:12:20.000000+00:00\", \"2019-12-15 16:16:56.000000+00:00\", \"2022-08-23 10:43:07.000000+00:00\", \"2023-03-01 08:56:31.000000+00:00\"], \"session_ids\": [\"9b2399a1-6838-4d66-8b03-b66912e7f3a6\", \"61d06a88-c9cb-4728-895f-cbb0b3aef0b2\", \"78603996-e7d7-4de4-bb59-38d60c4baef4\", \"85fd063c-0948-4192-8a3e-9ae711b00763\", \"7435ef33-9581-4608-a5c9-abfdedc13bd8\"], \"total_duration\": 56.0, \"total_sessions\": 5, \"mean_week_duration\": 0.333}, \"29331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-03 15:09:28.000000+00:00\", \"2023-03-19 04:06:41.000000+00:00\"], \"session_ids\": [\"7527a9e9-71a9-4e29-8de5-7abc75ebb803\", \"a654f3bf-a9e0-483e-b2ec-5ff3e3c74a52\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}, \"97735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-30 15:09:32.000000+00:00\", \"2019-09-09 14:37:12.000000+00:00\", \"2021-04-17 17:10:29.000000+00:00\"], \"session_ids\": [\"0f14fbc9-f51f-41dd-aef7-ebe9a8d14433\", \"9bd4bf87-9408-47a7-bfdf-7911596c1702\", \"6efaf147-4eeb-43b4-b0fe-025e550c4528\"], \"total_duration\": 373.0, \"total_sessions\": 3, \"mean_week_duration\": 4.44}, \"81079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-30 05:56:02.000000+00:00\", \"2022-02-22 03:40:37.000000+00:00\", \"2020-07-13 09:24:59.000000+00:00\"], \"session_ids\": [\"18dba815-5882-4e01-b687-9baa344ad99d\", \"aece2217-3e40-4a84-9612-0d5ff57f9223\", \"56f64b8d-31f1-4476-9ffe-6bde2657d596\"], \"total_duration\": 212.0, \"total_sessions\": 3, \"mean_week_duration\": 1.631}, \"62828\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-22 06:43:00.000000+00:00\", \"2022-12-24 08:22:09.000000+00:00\", \"2022-01-18 12:36:15.000000+00:00\", \"2021-02-21 23:37:40.000000+00:00\", \"2022-08-17 21:26:54.000000+00:00\"], \"session_ids\": [\"8d1dc539-f85f-4474-af39-bbc86f3f71b2\", \"a0c715e7-eecf-41b3-b6bc-8f8700fba38b\", \"53f58363-4a10-4e9d-94f7-da36621afc76\", \"44ebf881-1451-4c20-9951-7673775d5880\", \"4af10d12-a8e3-46f0-89d9-a0e0328f8877\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.319}, \"89566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-06 01:12:50.000000+00:00\", \"2019-05-31 05:10:21.000000+00:00\"], \"session_ids\": [\"2438b316-76e4-4a52-a1e1-65fd511852e5\", \"9ac7d316-e7be-4aa7-abd8-81ad88ca88ac\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.201}, \"10535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-03 23:01:04.000000+00:00\", \"2020-10-15 03:54:55.000000+00:00\", \"2022-10-12 14:03:21.000000+00:00\", \"2023-03-30 06:52:05.000000+00:00\"], \"session_ids\": [\"67eae89c-8a07-4be9-8a4d-55fca2c1d5b6\", \"e9ec35e1-83d2-4d48-981e-038567afbb04\", \"93606a66-e0f6-4e29-bfd5-0d9a158d084c\", \"df0e21ee-34ef-4100-825d-b0d1ce3190c4\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}, \"65714\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-22 08:22:30.000000+00:00\", \"2023-01-01 04:29:56.000000+00:00\", \"2021-07-06 15:00:39.000000+00:00\"], \"session_ids\": [\"868a65ff-834e-4cbd-9859-0c44e0fcd581\", \"7e14ed07-dc02-4089-8f31-391513cbb5a5\", \"0b853334-ba4c-4245-940f-822bb6d22c52\"], \"total_duration\": 701.0, \"total_sessions\": 3, \"mean_week_duration\": 5.699}}\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 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 43]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"21919\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-02 06:45:42.000000+00:00\", \"2022-11-25 02:01:16.000000+00:00\"], \"session_ids\": [\"36d48dc4-ee4b-4e47-9ae2-5299609f4a4f\", \"f94d114a-6290-4bd5-905b-1d2792906869\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.893}, \"29877\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-02-25 07:24:17.000000+00:00\", \"2022-09-10 10:35:31.000000+00:00\", \"2020-10-04 00:21:34.000000+00:00\", \"2019-09-14 15:06:59.000000+00:00\", \"2019-03-28 23:26:43.000000+00:00\"], \"session_ids\": [\"3ed10b4f-c981-43ed-ad56-342fd2edb978\", \"6de0c5d8-e6be-4973-94b3-125fd99c94ed\", \"ff0945e6-8116-4cfc-b506-31716f02aa15\", \"52fd1ba1-4bce-4a58-8e63-a8294072390c\", \"4d37514b-ce6f-48f8-af55-905f9a51d0db\"], \"total_duration\": 557.0, \"total_sessions\": 5, \"mean_week_duration\": 3.077}, \"38806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-06 15:21:43.000000+00:00\", \"2022-05-20 05:12:20.000000+00:00\", \"2019-12-15 16:16:56.000000+00:00\", \"2022-08-23 10:43:07.000000+00:00\", \"2023-03-01 08:56:31.000000+00:00\"], \"session_ids\": [\"9b2399a1-6838-4d66-8b03-b66912e7f3a6\", \"61d06a88-c9cb-4728-895f-cbb0b3aef0b2\", \"78603996-e7d7-4de4-bb59-38d60c4baef4\", \"85fd063c-0948-4192-8a3e-9ae711b00763\", \"7435ef33-9581-4608-a5c9-abfdedc13bd8\"], \"total_duration\": 56.0, \"total_sessions\": 5, \"mean_week_duration\": 0.333}, \"29331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-03 15:09:28.000000+00:00\", \"2023-03-19 04:06:41.000000+00:00\"], \"session_ids\": [\"7527a9e9-71a9-4e29-8de5-7abc75ebb803\", \"a654f3bf-a9e0-483e-b2ec-5ff3e3c74a52\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}, \"97735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-30 15:09:32.000000+00:00\", \"2019-09-09 14:37:12.000000+00:00\", \"2021-04-17 17:10:29.000000+00:00\"], \"session_ids\": [\"0f14fbc9-f51f-41dd-aef7-ebe9a8d14433\", \"9bd4bf87-9408-47a7-bfdf-7911596c1702\", \"6efaf147-4eeb-43b4-b0fe-025e550c4528\"], \"total_duration\": 373.0, \"total_sessions\": 3, \"mean_week_duration\": 4.44}, \"81079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-30 05:56:02.000000+00:00\", \"2022-02-22 03:40:37.000000+00:00\", \"2020-07-13 09:24:59.000000+00:00\"], \"session_ids\": [\"18dba815-5882-4e01-b687-9baa344ad99d\", \"aece2217-3e40-4a84-9612-0d5ff57f9223\", \"56f64b8d-31f1-4476-9ffe-6bde2657d596\"], \"total_duration\": 212.0, \"total_sessions\": 3, \"mean_week_duration\": 1.631}, \"62828\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-22 06:43:00.000000+00:00\", \"2022-12-24 08:22:09.000000+00:00\", \"2022-01-18 12:36:15.000000+00:00\", \"2021-02-21 23:37:40.000000+00:00\", \"2022-08-17 21:26:54.000000+00:00\"], \"session_ids\": [\"8d1dc539-f85f-4474-af39-bbc86f3f71b2\", \"a0c715e7-eecf-41b3-b6bc-8f8700fba38b\", \"53f58363-4a10-4e9d-94f7-da36621afc76\", \"44ebf881-1451-4c20-9951-7673775d5880\", \"4af10d12-a8e3-46f0-89d9-a0e0328f8877\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.319}, \"89566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-06 01:12:50.000000+00:00\", \"2019-05-31 05:10:21.000000+00:00\"], \"session_ids\": [\"2438b316-76e4-4a52-a1e1-65fd511852e5\", \"9ac7d316-e7be-4aa7-abd8-81ad88ca88ac\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.201}, \"10535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-03 23:01:04.000000+00:00\", \"2020-10-15 03:54:55.000000+00:00\", \"2022-10-12 14:03:21.000000+00:00\", \"2023-03-30 06:52:05.000000+00:00\"], \"session_ids\": [\"67eae89c-8a07-4be9-8a4d-55fca2c1d5b6\", \"e9ec35e1-83d2-4d48-981e-038567afbb04\", \"93606a66-e0f6-4e29-bfd5-0d9a158d084c\", \"df0e21ee-34ef-4100-825d-b0d1ce3190c4\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}\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[{\"29331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-03 15:09:28.000000+00:00\", \"2023-03-19 04:06:41.000000+00:00\"], \"session_ids\": [\"7527a9e9-71a9-4e29-8de5-7abc75ebb803\", \"a654f3bf-a9e0-483e-b2ec-5ff3e3c74a52\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}}, {\"89566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-06 01:12:50.000000+00:00\", \"2019-05-31 05:10:21.000000+00:00\"], \"session_ids\": [\"2438b316-76e4-4a52-a1e1-65fd511852e5\", \"9ac7d316-e7be-4aa7-abd8-81ad88ca88ac\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.201}}, {\"62828\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-22 06:43:00.000000+00:00\", \"2022-12-24 08:22:09.000000+00:00\", \"2022-01-18 12:36:15.000000+00:00\", \"2021-02-21 23:37:40.000000+00:00\", \"2022-08-17 21:26:54.000000+00:00\"], \"session_ids\": [\"8d1dc539-f85f-4474-af39-bbc86f3f71b2\", \"a0c715e7-eecf-41b3-b6bc-8f8700fba38b\", \"53f58363-4a10-4e9d-94f7-da36621afc76\", \"44ebf881-1451-4c20-9951-7673775d5880\", \"4af10d12-a8e3-46f0-89d9-a0e0328f8877\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.319}}, {\"38806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-06 15:21:43.000000+00:00\", \"2022-05-20 05:12:20.000000+00:00\", \"2019-12-15 16:16:56.000000+00:00\", \"2022-08-23 10:43:07.000000+00:00\", \"2023-03-01 08:56:31.000000+00:00\"], \"session_ids\": [\"9b2399a1-6838-4d66-8b03-b66912e7f3a6\", \"61d06a88-c9cb-4728-895f-cbb0b3aef0b2\", \"78603996-e7d7-4de4-bb59-38d60c4baef4\", \"85fd063c-0948-4192-8a3e-9ae711b00763\", \"7435ef33-9581-4608-a5c9-abfdedc13bd8\"], \"total_duration\": 56.0, \"total_sessions\": 5, \"mean_week_duration\": 0.333}}, {\"10535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-03 23:01:04.000000+00:00\", \"2020-10-15 03:54:55.000000+00:00\", \"2022-10-12 14:03:21.000000+00:00\", \"2023-03-30 06:52:05.000000+00:00\"], \"session_ids\": [\"67eae89c-8a07-4be9-8a4d-55fca2c1d5b6\", \"e9ec35e1-83d2-4d48-981e-038567afbb04\", \"93606a66-e0f6-4e29-bfd5-0d9a158d084c\", \"df0e21ee-34ef-4100-825d-b0d1ce3190c4\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}, {\"21919\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-02 06:45:42.000000+00:00\", \"2022-11-25 02:01:16.000000+00:00\"], \"session_ids\": [\"36d48dc4-ee4b-4e47-9ae2-5299609f4a4f\", \"f94d114a-6290-4bd5-905b-1d2792906869\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.893}}, {\"81079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-30 05:56:02.000000+00:00\", \"2022-02-22 03:40:37.000000+00:00\", \"2020-07-13 09:24:59.000000+00:00\"], \"session_ids\": [\"18dba815-5882-4e01-b687-9baa344ad99d\", \"aece2217-3e40-4a84-9612-0d5ff57f9223\", \"56f64b8d-31f1-4476-9ffe-6bde2657d596\"], \"total_duration\": 212.0, \"total_sessions\": 3, \"mean_week_duration\": 1.631}}, {\"29877\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-02-25 07:24:17.000000+00:00\", \"2022-09-10 10:35:31.000000+00:00\", \"2020-10-04 00:21:34.000000+00:00\", \"2019-09-14 15:06:59.000000+00:00\", \"2019-03-28 23:26:43.000000+00:00\"], \"session_ids\": [\"3ed10b4f-c981-43ed-ad56-342fd2edb978\", \"6de0c5d8-e6be-4973-94b3-125fd99c94ed\", \"ff0945e6-8116-4cfc-b506-31716f02aa15\", \"52fd1ba1-4bce-4a58-8e63-a8294072390c\", \"4d37514b-ce6f-48f8-af55-905f9a51d0db\"], \"total_duration\": 557.0, \"total_sessions\": 5, \"mean_week_duration\": 3.077}}, {\"97735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-30 15:09:32.000000+00:00\", \"2019-09-09 14:37:12.000000+00:00\", \"2021-04-17 17:10:29.000000+00:00\"], \"session_ids\": [\"0f14fbc9-f51f-41dd-aef7-ebe9a8d14433\", \"9bd4bf87-9408-47a7-bfdf-7911596c1702\", \"6efaf147-4eeb-43b4-b0fe-025e550c4528\"], \"total_duration\": 373.0, \"total_sessions\": 3, \"mean_week_duration\": 4.44}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-03 15:09:28.000000+00:00\", \"2023-03-19 04:06:41.000000+00:00\"], \"session_ids\": [\"7527a9e9-71a9-4e29-8de5-7abc75ebb803\", \"a654f3bf-a9e0-483e-b2ec-5ff3e3c74a52\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}}, {\"89566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-06 01:12:50.000000+00:00\", \"2019-05-31 05:10:21.000000+00:00\"], \"session_ids\": [\"2438b316-76e4-4a52-a1e1-65fd511852e5\", \"9ac7d316-e7be-4aa7-abd8-81ad88ca88ac\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.201}}, {\"62828\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-22 06:43:00.000000+00:00\", \"2022-12-24 08:22:09.000000+00:00\", \"2022-01-18 12:36:15.000000+00:00\", \"2021-02-21 23:37:40.000000+00:00\", \"2022-08-17 21:26:54.000000+00:00\"], \"session_ids\": [\"8d1dc539-f85f-4474-af39-bbc86f3f71b2\", \"a0c715e7-eecf-41b3-b6bc-8f8700fba38b\", \"53f58363-4a10-4e9d-94f7-da36621afc76\", \"44ebf881-1451-4c20-9951-7673775d5880\", \"4af10d12-a8e3-46f0-89d9-a0e0328f8877\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.319}}, {\"38806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-06 15:21:43.000000+00:00\", \"2022-05-20 05:12:20.000000+00:00\", \"2019-12-15 16:16:56.000000+00:00\", \"2022-08-23 10:43:07.000000+00:00\", \"2023-03-01 08:56:31.000000+00:00\"], \"session_ids\": [\"9b2399a1-6838-4d66-8b03-b66912e7f3a6\", \"61d06a88-c9cb-4728-895f-cbb0b3aef0b2\", \"78603996-e7d7-4de4-bb59-38d60c4baef4\", \"85fd063c-0948-4192-8a3e-9ae711b00763\", \"7435ef33-9581-4608-a5c9-abfdedc13bd8\"], \"total_duration\": 56.0, \"total_sessions\": 5, \"mean_week_duration\": 0.333}}, {\"10535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-03 23:01:04.000000+00:00\", \"2020-10-15 03:54:55.000000+00:00\", \"2022-10-12 14:03:21.000000+00:00\", \"2023-03-30 06:52:05.000000+00:00\"], \"session_ids\": [\"67eae89c-8a07-4be9-8a4d-55fca2c1d5b6\", \"e9ec35e1-83d2-4d48-981e-038567afbb04\", \"93606a66-e0f6-4e29-bfd5-0d9a158d084c\", \"df0e21ee-34ef-4100-825d-b0d1ce3190c4\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}, {\"21919\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-02 06:45:42.000000+00:00\", \"2022-11-25 02:01:16.000000+00:00\"], \"session_ids\": [\"36d48dc4-ee4b-4e47-9ae2-5299609f4a4f\", \"f94d114a-6290-4bd5-905b-1d2792906869\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.893}}, {\"81079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-30 05:56:02.000000+00:00\", \"2022-02-22 03:40:37.000000+00:00\", \"2020-07-13 09:24:59.000000+00:00\"], \"session_ids\": [\"18dba815-5882-4e01-b687-9baa344ad99d\", \"aece2217-3e40-4a84-9612-0d5ff57f9223\", \"56f64b8d-31f1-4476-9ffe-6bde2657d596\"], \"total_duration\": 212.0, \"total_sessions\": 3, \"mean_week_duration\": 1.631}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to accomplish that task and transfer the data to the requester."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-03 15:09:28.000000+00:00\", \"2023-03-19 04:06:41.000000+00:00\"], \"session_ids\": [\"7527a9e9-71a9-4e29-8de5-7abc75ebb803\", \"a654f3bf-a9e0-483e-b2ec-5ff3e3c74a52\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}}, {\"89566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-06 01:12:50.000000+00:00\", \"2019-05-31 05:10:21.000000+00:00\"], \"session_ids\": [\"2438b316-76e4-4a52-a1e1-65fd511852e5\", \"9ac7d316-e7be-4aa7-abd8-81ad88ca88ac\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.201}}, {\"62828\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-22 06:43:00.000000+00:00\", \"2022-12-24 08:22:09.000000+00:00\", \"2022-01-18 12:36:15.000000+00:00\", \"2021-02-21 23:37:40.000000+00:00\", \"2022-08-17 21:26:54.000000+00:00\"], \"session_ids\": [\"8d1dc539-f85f-4474-af39-bbc86f3f71b2\", \"a0c715e7-eecf-41b3-b6bc-8f8700fba38b\", \"53f58363-4a10-4e9d-94f7-da36621afc76\", \"44ebf881-1451-4c20-9951-7673775d5880\", \"4af10d12-a8e3-46f0-89d9-a0e0328f8877\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.319}}, {\"38806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-06 15:21:43.000000+00:00\", \"2022-05-20 05:12:20.000000+00:00\", \"2019-12-15 16:16:56.000000+00:00\", \"2022-08-23 10:43:07.000000+00:00\", \"2023-03-01 08:56:31.000000+00:00\"], \"session_ids\": [\"9b2399a1-6838-4d66-8b03-b66912e7f3a6\", \"61d06a88-c9cb-4728-895f-cbb0b3aef0b2\", \"78603996-e7d7-4de4-bb59-38d60c4baef4\", \"85fd063c-0948-4192-8a3e-9ae711b00763\", \"7435ef33-9581-4608-a5c9-abfdedc13bd8\"], \"total_duration\": 56.0, \"total_sessions\": 5, \"mean_week_duration\": 0.333}}, {\"10535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-03 23:01:04.000000+00:00\", \"2020-10-15 03:54:55.000000+00:00\", \"2022-10-12 14:03:21.000000+00:00\", \"2023-03-30 06:52:05.000000+00:00\"], \"session_ids\": [\"67eae89c-8a07-4be9-8a4d-55fca2c1d5b6\", \"e9ec35e1-83d2-4d48-981e-038567afbb04\", \"93606a66-e0f6-4e29-bfd5-0d9a158d084c\", \"df0e21ee-34ef-4100-825d-b0d1ce3190c4\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}, {\"21919\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-02 06:45:42.000000+00:00\", \"2022-11-25 02:01:16.000000+00:00\"], \"session_ids\": [\"36d48dc4-ee4b-4e47-9ae2-5299609f4a4f\", \"f94d114a-6290-4bd5-905b-1d2792906869\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.893}}, {\"81079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-30 05:56:02.000000+00:00\", \"2022-02-22 03:40:37.000000+00:00\", \"2020-07-13 09:24:59.000000+00:00\"], \"session_ids\": [\"18dba815-5882-4e01-b687-9baa344ad99d\", \"aece2217-3e40-4a84-9612-0d5ff57f9223\", \"56f64b8d-31f1-4476-9ffe-6bde2657d596\"], \"total_duration\": 212.0, \"total_sessions\": 3, \"mean_week_duration\": 1.631}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 2 users who have average of total time spent in the app per week exactly 18 , and perform sorting by total amount of duration form the highest value to the lowest value , moreover save only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"25637\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-02-14 21:03:17.000000+00:00\", \"2019-02-07 00:03:27.000000+00:00\"], \"session_ids\": [\"aaff1aea-465b-41fd-81ca-e895f455d68c\", \"ef1442fe-6037-4bd3-83d9-e4b3e0b483c4\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.12}, \"61063\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-26 21:55:49.000000+00:00\", \"2019-01-15 12:41:27.000000+00:00\", \"2020-01-11 21:29:00.000000+00:00\", \"2022-03-16 10:51:41.000000+00:00\"], \"session_ids\": [\"dadf7b2d-4221-46c6-9926-5588dbb6df8f\", \"9b3a7486-ff2a-4b6a-96dc-360d7ce04ce5\", \"f1c3d667-6faa-47a2-a4bc-0028dac10aad\", \"8a76e1bf-c80b-45ce-b7c8-e132a2ed535f\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.18}, \"34502\": {\"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\": \"Johannesburg\", \"datetimes\": [\"2021-05-25 20:16:35.000000+00:00\", \"2021-09-26 19:24:28.000000+00:00\", \"2023-04-22 10:14:39.000000+00:00\"], \"session_ids\": [\"bfd8f6b7-3f69-4955-8ca1-d07dc47f3ae2\", \"c91d9f9b-85f6-4a3f-9df0-81a2af2c9d97\", \"3858acab-d6c2-453c-99bf-a4ab34fb9782\"], \"total_duration\": 173.0, \"total_sessions\": 3, \"mean_week_duration\": 1.73}, \"70135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-08 03:00:49.000000+00:00\", \"2022-09-05 05:06:20.000000+00:00\"], \"session_ids\": [\"b49302da-ef23-46ff-af4b-f93b1d9b540c\", \"777cdafc-5569-4c29-9038-a110a2c0363f\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 0.77}, \"21781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-05 04:19:34.000000+00:00\", \"2020-08-14 16:20:29.000000+00:00\", \"2022-04-19 17:18:02.000000+00:00\", \"2022-01-06 08:29:54.000000+00:00\"], \"session_ids\": [\"9b066b94-d7ac-4868-adec-059c172fd692\", \"a6629ae5-bd01-4260-b3ee-4e464ab5c1f2\", \"08d0f79d-ac2d-4e8e-8b89-e60c944bec05\", \"d57f0b37-cfb3-4d1d-9df2-201e36a97022\"], \"total_duration\": 94.0, \"total_sessions\": 4, \"mean_week_duration\": 1.068}, \"91646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-18 22:46:36.000000+00:00\", \"2022-05-24 02:09:05.000000+00:00\", \"2021-02-17 13:29:05.000000+00:00\"], \"session_ids\": [\"881ec31b-aa00-4902-8e59-9f09cba61058\", \"8efe7315-5da7-4867-95aa-a9c0db139a2b\", \"ec44b1f5-8b50-483b-a567-0450d42bdd8b\"], \"total_duration\": 452.0, \"total_sessions\": 3, \"mean_week_duration\": 4.147}, \"93737\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-28 00:12:56.000000+00:00\", \"2019-12-05 00:31:48.000000+00:00\"], \"session_ids\": [\"9d263e76-94cf-4bd8-8cd0-14b720bdf1ab\", \"425017d3-7eee-4c26-aaf4-53e4306a04b6\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 3.518}, \"18395\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-08-15 00:04:34.000000+00:00\", \"2021-10-15 14:44:13.000000+00:00\", \"2019-12-02 10:16:08.000000+00:00\", \"2020-02-16 16:29:10.000000+00:00\", \"2019-04-02 08:02:41.000000+00:00\"], \"session_ids\": [\"e233d60b-9cef-4bec-b737-235099e1946c\", \"6479fc73-3b8e-4ed1-85c1-15365adca3c5\", \"907aef25-8c4a-4056-a6b2-da3528675cd3\", \"2be92f69-6565-46ae-9bae-bfc2a138c8d5\", \"136d2d18-383c-4c2d-8918-c37eeca9e207\"], \"total_duration\": 830.0, \"total_sessions\": 5, \"mean_week_duration\": 6.241}, \"18354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-12-21 07:41:24.000000+00:00\", \"2020-07-30 09:16:49.000000+00:00\", \"2022-11-29 08:14:10.000000+00:00\", \"2020-02-11 12:27:44.000000+00:00\", \"2021-05-23 02:41:35.000000+00:00\"], \"session_ids\": [\"fa572eed-0d10-4b0e-9f57-37f75ae9e64b\", \"0b47b19d-112c-4014-84f0-c1d5f3f58344\", \"6465c92c-7b28-49cb-86d6-44d8bf922e0a\", \"19bbd897-a51f-46d5-a52d-aabf0bec4f34\", \"fae48f6c-2657-4573-9440-4de70b22f077\"], \"total_duration\": 296.0, \"total_sessions\": 5, \"mean_week_duration\": 1.987}, \"89920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-11-14 21:13:16.000000+00:00\", \"2022-10-04 19:03:09.000000+00:00\", \"2020-03-07 21:37:19.000000+00:00\", \"2021-10-15 09:12:28.000000+00:00\", \"2020-06-10 00:33:13.000000+00:00\", \"2019-10-30 15:53:43.000000+00:00\", \"2021-04-02 14:39:25.000000+00:00\", \"2021-08-16 00:53:20.000000+00:00\", \"2022-12-01 00:04:54.000000+00:00\", \"2022-06-16 19:05:00.000000+00:00\", \"2023-05-11 17:24:22.000000+00:00\"], \"session_ids\": [\"3a761480-6e3e-44be-8ee7-78147b45ce1e\", \"d4cbf09d-16a7-4f47-aba4-b319da9f77d7\", \"af7bd190-512d-40e6-9d4e-278d9bf83609\", \"434f4e14-04a7-4dc1-a0c3-f997ef41b1b5\", \"12bad35d-64f8-4c85-84c6-4e3d4ac10cea\", \"dde1b603-4a85-458a-86f7-a9d617c7e9db\", \"fe97d684-e34e-4e66-82c3-66c0ea350297\", \"e0c939d3-fdaf-41ee-9edf-3fa2516d74fa\", \"83d04978-b805-41e5-8371-49da0834ecee\", \"fe011371-88f7-4d5e-bbdd-30b0a985c74a\", \"d44dbcc9-70ca-4250-85fb-6143899f7d86\"], \"total_duration\": 975.0, \"total_sessions\": 11, \"mean_week_duration\": 5.27}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are 18"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 48]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to 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 8 users who are residents of cities Berlin, San Jose , and apply sorting by average_week_duration form the lowest to the highest and in addition provide me only with 3 pieces of data."
}
] |
[
{
"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{\"96157\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-10-01 16:39:22.000000+00:00\", \"2022-03-12 07:40:12.000000+00:00\"], \"session_ids\": [\"af7e9c97-0cc5-4578-83bb-cc86cdf693b4\", \"9e6ff285-b29d-438b-9570-cb61815256d4\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.219}, \"67060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-03-02 09:39:41.000000+00:00\", \"2020-02-20 21:43:22.000000+00:00\"], \"session_ids\": [\"e01387f5-21a7-47e5-824a-dd4da2b2e576\", \"cfde1385-4d9c-4c60-9931-d2dd8520a586\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 5.741}, \"94101\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-22 00:45:44.000000+00:00\", \"2021-03-09 17:21:36.000000+00:00\"], \"session_ids\": [\"831e6339-6700-4da3-87fa-705a3e917dcf\", \"8963eab4-1f94-4672-9f42-422112a940bc\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.08}, \"52067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-04 20:34:52.000000+00:00\", \"2021-09-16 07:13:39.000000+00:00\", \"2022-03-18 07:14:15.000000+00:00\"], \"session_ids\": [\"48d1a48b-b6e0-45c5-8f6d-5067901166b5\", \"18584b2b-8d0e-44c1-868b-ccbd70fd73e1\", \"0fb1a1ce-0e29-460f-8b12-2b55ba6db4b6\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 2.3}, \"38542\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-30 01:16:36.000000+00:00\", \"2020-03-17 11:13:22.000000+00:00\", \"2023-05-04 03:53:44.000000+00:00\", \"2020-06-08 08:46:00.000000+00:00\", \"2020-10-19 19:54:30.000000+00:00\", \"2019-07-17 22:24:11.000000+00:00\", \"2023-03-30 13:03:38.000000+00:00\"], \"session_ids\": [\"f3996a93-e775-44ba-8e97-fbc3a32a3e87\", \"ec1b40b9-f3e8-411c-bd0f-eddcdf2ef48a\", \"5d5b1599-2aa1-4a0b-8f90-d65b2b6622f1\", \"c332d5b4-a1ba-4917-9e6a-8c6693a5a932\", \"cca16a8d-4af4-4186-8707-b140cdbc00fa\", \"3366f0db-7ee7-4e36-b2df-af879e234694\", \"724f8f45-f17a-45be-8239-a71e07cccaf8\"], \"total_duration\": 7555.0, \"total_sessions\": 7, \"mean_week_duration\": 38.157}, \"94074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-19 05:38:14.000000+00:00\", \"2023-06-11 07:48:07.000000+00:00\"], \"session_ids\": [\"05686929-457e-4ce3-a533-4fda8cc134ae\", \"e674f757-5b49-469a-bdc4-3e4f36593e34\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 1.985}, \"38858\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-19 01:00:52.000000+00:00\", \"2022-09-24 10:08:56.000000+00:00\"], \"session_ids\": [\"76bb498b-ddc9-4900-924b-3122b3c5ec33\", \"ceacb033-2a72-4cc8-a049-25a0a5e21ca0\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 6.92}, \"4169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-19 16:02:34.000000+00:00\", \"2019-01-03 04:22:49.000000+00:00\", \"2021-01-29 23:44:57.000000+00:00\"], \"session_ids\": [\"a166d020-05ef-44f5-adbb-ec25fbc4b1e4\", \"848ff031-6ab4-42d6-8432-d4f27b7be5cc\", \"3086f00a-97da-4f92-9744-a026e3ee2fe8\"], \"total_duration\": 452.0, \"total_sessions\": 3, \"mean_week_duration\": 4.147}, \"59216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 9}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-08-03 00:58:27.000000+00:00\", \"2022-09-20 19:50:23.000000+00:00\", \"2020-04-30 20:52:43.000000+00:00\", \"2022-12-05 10:41:23.000000+00:00\", \"2022-09-17 08:04:31.000000+00:00\", \"2021-04-24 09:30:06.000000+00:00\", \"2021-09-12 19:11:20.000000+00:00\", \"2022-10-02 03:10:30.000000+00:00\", \"2019-08-14 05:40:02.000000+00:00\", \"2021-07-08 04:50:21.000000+00:00\", \"2021-10-03 12:36:53.000000+00:00\"], \"session_ids\": [\"97ea30ca-5ef9-4203-b108-99a04a5924d2\", \"2e26128f-0765-4fcf-bcde-cf4bbbd257b7\", \"4efcd000-22be-446e-a805-a613979a3a55\", \"ff0d2a0b-4537-4ff5-baf8-7f86576b0362\", \"05556696-dffa-46ab-9e4c-277f0d80e723\", \"fd9420dc-9dde-4435-95ac-4a3d158957e2\", \"578c4b0a-ee93-4123-bee0-f96a9c735a25\", \"af5f93b8-f0a1-40c9-878f-c406ce1b8c19\", \"954dba07-ae4b-4615-b204-994e19695c72\", \"8bbad4b2-42ba-49be-9962-ca0ea704c273\", \"c1221736-1fe9-4876-90e1-76fd9a720d1d\"], \"total_duration\": 5554.0, \"total_sessions\": 11, \"mean_week_duration\": 32.104}, \"83753\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-10 14:04:59.000000+00:00\", \"2021-09-12 16:35:02.000000+00:00\", \"2021-03-20 08:28:53.000000+00:00\", \"2021-01-31 11:15:05.000000+00:00\", \"2019-11-26 18:10:46.000000+00:00\", \"2022-11-30 17:24:33.000000+00:00\", \"2020-12-04 20:29:09.000000+00:00\", \"2019-08-22 08:47:02.000000+00:00\", \"2022-10-25 08:03:28.000000+00:00\"], \"session_ids\": [\"831387fa-d425-4c6e-a54b-fb570455bdc2\", \"94a26e6c-ded0-4933-b771-1f396dab213a\", \"43d08324-d4fb-4d72-b45f-97d991e8960a\", \"10ea0a7d-e414-4ed3-b013-9924e88c048d\", \"6ca18e54-2c1e-473e-bec8-b102408fd06d\", \"4b3f93ad-de39-45bd-819f-b17a3711a699\", \"26bf5606-6385-4867-9424-5da4a2afff72\", \"00d7269c-2a0a-496a-9f93-2a73c43f0b66\", \"7a5c9264-c659-4937-b70d-9005a1dd91e0\"], \"total_duration\": 323.0, \"total_sessions\": 9, \"mean_week_duration\": 1.889}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Berlin, San Jose"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Berlin\", \"San Jose\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display 4 users pieces of information who are users with lowest site usage time , and do sorting by overall quantity of sessions in asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-24 05:27:00.000000+00:00\", \"2019-09-16 05:14:14.000000+00:00\"], \"session_ids\": [\"0c7b3679-aa5b-4477-a56f-04fbddd03e45\", \"8ccdb913-ce59-4ccd-a1df-4bf2118e225b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 3.138}, \"99288\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-07 19:15:03.000000+00:00\", \"2021-11-07 00:07:59.000000+00:00\", \"2022-12-29 16:51:06.000000+00:00\", \"2023-02-27 13:00:52.000000+00:00\"], \"session_ids\": [\"24cfcd4c-d6a3-4790-b0b7-3f8a85a69bce\", \"04072fdd-461b-4cb0-bfd8-b7d2b6bf0b8e\", \"2fb982a7-01e3-4044-9ec8-727782418d5f\", \"b1f23f05-a2b0-4100-8c4b-1e7112bf886b\"], \"total_duration\": 88.0, \"total_sessions\": 4, \"mean_week_duration\": 0.926}, \"74722\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-03 22:38:54.000000+00:00\", \"2020-07-20 17:22:35.000000+00:00\", \"2021-05-26 23:15:01.000000+00:00\"], \"session_ids\": [\"52030278-ecf7-4dd0-b283-7c653d63f5d3\", \"a85ff0a7-0613-470b-9372-336f84ba38cb\", \"be2331a3-27a6-4108-8de1-1ef513e44036\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}, \"62248\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-31 15:38:31.000000+00:00\", \"2022-02-23 19:15:45.000000+00:00\"], \"session_ids\": [\"1a0af91b-ec8d-453b-9d72-30df6c6a3f6d\", \"302168b2-3ce2-4430-ae00-175038e59afe\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 26.412}, \"25521\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-07 17:32:25.000000+00:00\", \"2022-11-02 20:57:01.000000+00:00\"], \"session_ids\": [\"47b17096-21d4-4f26-9e40-e786c56aea1a\", \"257cf6e2-e338-4136-92b8-4287c216702e\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.366}, \"35405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-19 13:58:10.000000+00:00\", \"2020-12-29 08:48:43.000000+00:00\", \"2019-10-19 00:34:42.000000+00:00\", \"2022-05-14 06:58:04.000000+00:00\", \"2021-09-22 18:58:42.000000+00:00\"], \"session_ids\": [\"63abf2f5-f71d-44c1-9081-cef304ee4f6a\", \"f2b90366-6218-419f-9149-a4fc5759b548\", \"5e424346-4445-4b35-bcc1-015dc214ea92\", \"b1bf0b0f-3bcb-402a-950e-6fda70a5600d\", \"7bd4c708-c056-4293-8113-33c51393c79f\"], \"total_duration\": 1587.0, \"total_sessions\": 5, \"mean_week_duration\": 9.56}, \"71149\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-14 22:08:06.000000+00:00\", \"2020-04-22 10:08:14.000000+00:00\"], \"session_ids\": [\"d14f864d-7d7e-4a69-bafe-bae195f461d7\", \"a112c97c-fe13-410b-b9e4-814f28f287ee\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 12.957}, \"84624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-07 16:21:34.000000+00:00\", \"2020-11-01 12:37:02.000000+00:00\", \"2021-10-12 21:40:10.000000+00:00\", \"2020-08-16 11:58:29.000000+00:00\"], \"session_ids\": [\"5961042c-9073-4e44-b280-46a599880286\", \"ba74d397-ba99-45ca-b2b1-b676127b3fd8\", \"9b0e2d8f-1484-4f0d-b50c-902bbb3a1c7d\", \"e9a06447-2398-4658-b4dd-5669ab3cba84\"], \"total_duration\": 1917.0, \"total_sessions\": 4, \"mean_week_duration\": 31.426}, \"62737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-05-02 06:11:54.000000+00:00\", \"2020-04-10 18:51:30.000000+00:00\", \"2022-07-24 07:44:11.000000+00:00\", \"2021-04-19 07:10:11.000000+00:00\"], \"session_ids\": [\"b2278a9c-97e5-4111-97e5-abf62f99ea32\", \"9617c2be-172c-4cd0-890b-bde95ef3f304\", \"a5a502a4-186b-4400-a830-582d8ab27f9a\", \"2a95d8c5-ba39-48c9-ba2c-dfe6895b5404\"], \"total_duration\": 516.0, \"total_sessions\": 4, \"mean_week_duration\": 4.3}, \"85403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-08 16:05:03.000000+00:00\", \"2020-02-02 09:48:02.000000+00:00\"], \"session_ids\": [\"9af7092d-b443-43fd-ae2e-e98e2117a72a\", \"77835ed1-7b5e-41fd-81e8-7b7428294f91\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.64}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 4 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 4}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"74722\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-03 22:38:54.000000+00:00\", \"2020-07-20 17:22:35.000000+00:00\", \"2021-05-26 23:15:01.000000+00:00\"], \"session_ids\": [\"52030278-ecf7-4dd0-b283-7c653d63f5d3\", \"a85ff0a7-0613-470b-9372-336f84ba38cb\", \"be2331a3-27a6-4108-8de1-1ef513e44036\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}}, {\"25521\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-07 17:32:25.000000+00:00\", \"2022-11-02 20:57:01.000000+00:00\"], \"session_ids\": [\"47b17096-21d4-4f26-9e40-e786c56aea1a\", \"257cf6e2-e338-4136-92b8-4287c216702e\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.366}}, {\"99288\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-07 19:15:03.000000+00:00\", \"2021-11-07 00:07:59.000000+00:00\", \"2022-12-29 16:51:06.000000+00:00\", \"2023-02-27 13:00:52.000000+00:00\"], \"session_ids\": [\"24cfcd4c-d6a3-4790-b0b7-3f8a85a69bce\", \"04072fdd-461b-4cb0-bfd8-b7d2b6bf0b8e\", \"2fb982a7-01e3-4044-9ec8-727782418d5f\", \"b1f23f05-a2b0-4100-8c4b-1e7112bf886b\"], \"total_duration\": 88.0, \"total_sessions\": 4, \"mean_week_duration\": 0.926}}, {\"17513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-24 05:27:00.000000+00:00\", \"2019-09-16 05:14:14.000000+00:00\"], \"session_ids\": [\"0c7b3679-aa5b-4477-a56f-04fbddd03e45\", \"8ccdb913-ce59-4ccd-a1df-4bf2118e225b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 3.138}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25521\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-07 17:32:25.000000+00:00\", \"2022-11-02 20:57:01.000000+00:00\"], \"session_ids\": [\"47b17096-21d4-4f26-9e40-e786c56aea1a\", \"257cf6e2-e338-4136-92b8-4287c216702e\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.366}}, {\"17513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-24 05:27:00.000000+00:00\", \"2019-09-16 05:14:14.000000+00:00\"], \"session_ids\": [\"0c7b3679-aa5b-4477-a56f-04fbddd03e45\", \"8ccdb913-ce59-4ccd-a1df-4bf2118e225b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 3.138}}, {\"74722\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-03 22:38:54.000000+00:00\", \"2020-07-20 17:22:35.000000+00:00\", \"2021-05-26 23:15:01.000000+00:00\"], \"session_ids\": [\"52030278-ecf7-4dd0-b283-7c653d63f5d3\", \"a85ff0a7-0613-470b-9372-336f84ba38cb\", \"be2331a3-27a6-4108-8de1-1ef513e44036\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}}, {\"99288\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-07 19:15:03.000000+00:00\", \"2021-11-07 00:07:59.000000+00:00\", \"2022-12-29 16:51:06.000000+00:00\", \"2023-02-27 13:00:52.000000+00:00\"], \"session_ids\": [\"24cfcd4c-d6a3-4790-b0b7-3f8a85a69bce\", \"04072fdd-461b-4cb0-bfd8-b7d2b6bf0b8e\", \"2fb982a7-01e3-4044-9ec8-727782418d5f\", \"b1f23f05-a2b0-4100-8c4b-1e7112bf886b\"], \"total_duration\": 88.0, \"total_sessions\": 4, \"mean_week_duration\": 0.926}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 4 entries and remove 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[{\"25521\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-07 17:32:25.000000+00:00\", \"2022-11-02 20:57:01.000000+00:00\"], \"session_ids\": [\"47b17096-21d4-4f26-9e40-e786c56aea1a\", \"257cf6e2-e338-4136-92b8-4287c216702e\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.366}}, {\"17513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-24 05:27:00.000000+00:00\", \"2019-09-16 05:14:14.000000+00:00\"], \"session_ids\": [\"0c7b3679-aa5b-4477-a56f-04fbddd03e45\", \"8ccdb913-ce59-4ccd-a1df-4bf2118e225b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 3.138}}, {\"74722\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-03 22:38:54.000000+00:00\", \"2020-07-20 17:22:35.000000+00:00\", \"2021-05-26 23:15:01.000000+00:00\"], \"session_ids\": [\"52030278-ecf7-4dd0-b283-7c653d63f5d3\", \"a85ff0a7-0613-470b-9372-336f84ba38cb\", \"be2331a3-27a6-4108-8de1-1ef513e44036\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}}, {\"99288\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-07 19:15:03.000000+00:00\", \"2021-11-07 00:07:59.000000+00:00\", \"2022-12-29 16:51:06.000000+00:00\", \"2023-02-27 13:00:52.000000+00:00\"], \"session_ids\": [\"24cfcd4c-d6a3-4790-b0b7-3f8a85a69bce\", \"04072fdd-461b-4cb0-bfd8-b7d2b6bf0b8e\", \"2fb982a7-01e3-4044-9ec8-727782418d5f\", \"b1f23f05-a2b0-4100-8c4b-1e7112bf886b\"], \"total_duration\": 88.0, \"total_sessions\": 4, \"mean_week_duration\": 0.926}}]\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[{\"25521\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-07 17:32:25.000000+00:00\", \"2022-11-02 20:57:01.000000+00:00\"], \"session_ids\": [\"47b17096-21d4-4f26-9e40-e786c56aea1a\", \"257cf6e2-e338-4136-92b8-4287c216702e\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.366}}, {\"17513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-24 05:27:00.000000+00:00\", \"2019-09-16 05:14:14.000000+00:00\"], \"session_ids\": [\"0c7b3679-aa5b-4477-a56f-04fbddd03e45\", \"8ccdb913-ce59-4ccd-a1df-4bf2118e225b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 3.138}}, {\"74722\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-03 22:38:54.000000+00:00\", \"2020-07-20 17:22:35.000000+00:00\", \"2021-05-26 23:15:01.000000+00:00\"], \"session_ids\": [\"52030278-ecf7-4dd0-b283-7c653d63f5d3\", \"a85ff0a7-0613-470b-9372-336f84ba38cb\", \"be2331a3-27a6-4108-8de1-1ef513e44036\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}}, {\"99288\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-07 19:15:03.000000+00:00\", \"2021-11-07 00:07:59.000000+00:00\", \"2022-12-29 16:51:06.000000+00:00\", \"2023-02-27 13:00:52.000000+00:00\"], \"session_ids\": [\"24cfcd4c-d6a3-4790-b0b7-3f8a85a69bce\", \"04072fdd-461b-4cb0-bfd8-b7d2b6bf0b8e\", \"2fb982a7-01e3-4044-9ec8-727782418d5f\", \"b1f23f05-a2b0-4100-8c4b-1e7112bf886b\"], \"total_duration\": 88.0, \"total_sessions\": 4, \"mean_week_duration\": 0.926}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 4 users who are users with highest duration total as well as execute sorting by city naming from the largest value to the smallest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-29 02:01:40.000000+00:00\", \"2022-03-24 01:02:16.000000+00:00\"], \"session_ids\": [\"9a3d0ac3-f031-451b-96d5-75d86d407e99\", \"e2ff101e-da37-40d3-9dbd-d424aab9008f\"], \"total_duration\": 264.0, \"total_sessions\": 2, \"mean_week_duration\": 8.8}, \"29399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-22 00:36:47.000000+00:00\", \"2020-12-01 17:00:09.000000+00:00\", \"2022-08-05 15:22:48.000000+00:00\", \"2019-02-05 15:13:51.000000+00:00\", \"2022-10-12 16:58:21.000000+00:00\", \"2019-06-12 00:34:38.000000+00:00\", \"2019-05-22 19:04:43.000000+00:00\"], \"session_ids\": [\"eb10ac45-ad76-4d69-a730-f020f655b9a5\", \"71d02787-5641-4ecf-83bb-d2a7062a6886\", \"036680e2-144d-4ff7-842a-73c6e824d6c2\", \"de4a3e68-e696-47b5-8760-17d9d8c3e6a2\", \"3e4c6586-3c58-468d-b009-30476bad19a4\", \"a76fedbb-02f2-4029-9186-8992c1026734\", \"e62590ff-f647-418d-9344-4b38472058fe\"], \"total_duration\": 325.0, \"total_sessions\": 7, \"mean_week_duration\": 1.684}, \"90482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-11 17:54:10.000000+00:00\", \"2019-01-14 23:08:09.000000+00:00\"], \"session_ids\": [\"550e4fa6-3c18-4f53-8dac-ea2f94a0a06e\", \"667399db-f1b1-4a47-a8ed-1d8525488e8c\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.416}, \"44235\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-18 01:45:29.000000+00:00\", \"2020-03-21 00:37:38.000000+00:00\", \"2019-08-14 13:32:34.000000+00:00\"], \"session_ids\": [\"858ce0a2-d7e3-402b-9996-17228848a0be\", \"b0f6232d-960c-4202-9871-502d2a608cd1\", \"80d9c0a9-aae5-4af0-a830-412bff1a3831\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 0.863}, \"72735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-22 19:44:54.000000+00:00\", \"2020-07-17 13:41:42.000000+00:00\"], \"session_ids\": [\"82fc66ab-c8f2-4ae6-bef7-1ba69416ec18\", \"6186d6d5-6562-4932-860f-e164ff4da7b4\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 14.077}, \"5616\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-03 22:33:28.000000+00:00\", \"2021-09-11 14:08:10.000000+00:00\"], \"session_ids\": [\"3072784d-3716-4e11-b5c0-d11aecfa7a41\", \"8e1619b7-3160-4b1d-aa5b-188cdbc70c3a\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 221.0}, \"73050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-10 16:37:26.000000+00:00\", \"2020-10-22 02:25:45.000000+00:00\", \"2019-09-09 16:35:41.000000+00:00\", \"2020-05-15 18:00:34.000000+00:00\", \"2021-09-30 00:47:05.000000+00:00\", \"2022-10-21 08:50:10.000000+00:00\", \"2020-08-23 06:42:01.000000+00:00\"], \"session_ids\": [\"b9b7d4c1-d4a8-4ecd-ae6b-f882a929d109\", \"41f506f5-03e8-4fb3-9cb4-69ede745786c\", \"d8d89f39-9b56-407f-b57d-dc7c83ac9f68\", \"5f1aad2c-e20d-4c5b-abf8-51e92c0c61c9\", \"ecb1b776-be35-44bb-b618-49d881b96a84\", \"2a4f3667-de73-420f-873c-aed405760edc\", \"bc648a2b-4fe7-4dfb-ac8c-5d6a14b1e77d\"], \"total_duration\": 960.0, \"total_sessions\": 7, \"mean_week_duration\": 5.89}, \"44949\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-19 04:02:37.000000+00:00\", \"2021-09-11 06:10:49.000000+00:00\"], \"session_ids\": [\"6e3f4c92-c8fb-4b4d-bb04-fa96422c9b86\", \"1664665e-f80a-46d2-ac6d-1238af402f5c\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 1.263}, \"46358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-18 05:42:17.000000+00:00\", \"2022-05-06 10:29:41.000000+00:00\", \"2020-05-19 17:28:00.000000+00:00\", \"2019-02-13 09:08:00.000000+00:00\", \"2021-06-24 23:39:46.000000+00:00\"], \"session_ids\": [\"0c91c9bc-f0ed-49b6-80f7-6c88bfd60776\", \"71d46c51-3159-4d72-8493-e5c4b550c6d4\", \"551d7a04-87f0-46c9-a369-2bbaaf59ae60\", \"ba4664ae-fe2d-4ed1-a939-1531c4db5c04\", \"012dc14b-4285-43b2-91a4-d265d6ac0c34\"], \"total_duration\": 3873.0, \"total_sessions\": 5, \"mean_week_duration\": 22.917}, \"47545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-30 16:04:47.000000+00:00\", \"2020-11-06 21:07:10.000000+00:00\"], \"session_ids\": [\"339266fb-05d1-451c-a8a2-1648a517bf17\", \"d75d3874-373f-4d64-8b8f-656b3b89186f\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 3.61}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest 4 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 4}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"46358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-18 05:42:17.000000+00:00\", \"2022-05-06 10:29:41.000000+00:00\", \"2020-05-19 17:28:00.000000+00:00\", \"2019-02-13 09:08:00.000000+00:00\", \"2021-06-24 23:39:46.000000+00:00\"], \"session_ids\": [\"0c91c9bc-f0ed-49b6-80f7-6c88bfd60776\", \"71d46c51-3159-4d72-8493-e5c4b550c6d4\", \"551d7a04-87f0-46c9-a369-2bbaaf59ae60\", \"ba4664ae-fe2d-4ed1-a939-1531c4db5c04\", \"012dc14b-4285-43b2-91a4-d265d6ac0c34\"], \"total_duration\": 3873.0, \"total_sessions\": 5, \"mean_week_duration\": 22.917}}, {\"73050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-10 16:37:26.000000+00:00\", \"2020-10-22 02:25:45.000000+00:00\", \"2019-09-09 16:35:41.000000+00:00\", \"2020-05-15 18:00:34.000000+00:00\", \"2021-09-30 00:47:05.000000+00:00\", \"2022-10-21 08:50:10.000000+00:00\", \"2020-08-23 06:42:01.000000+00:00\"], \"session_ids\": [\"b9b7d4c1-d4a8-4ecd-ae6b-f882a929d109\", \"41f506f5-03e8-4fb3-9cb4-69ede745786c\", \"d8d89f39-9b56-407f-b57d-dc7c83ac9f68\", \"5f1aad2c-e20d-4c5b-abf8-51e92c0c61c9\", \"ecb1b776-be35-44bb-b618-49d881b96a84\", \"2a4f3667-de73-420f-873c-aed405760edc\", \"bc648a2b-4fe7-4dfb-ac8c-5d6a14b1e77d\"], \"total_duration\": 960.0, \"total_sessions\": 7, \"mean_week_duration\": 5.89}}, {\"72735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-22 19:44:54.000000+00:00\", \"2020-07-17 13:41:42.000000+00:00\"], \"session_ids\": [\"82fc66ab-c8f2-4ae6-bef7-1ba69416ec18\", \"6186d6d5-6562-4932-860f-e164ff4da7b4\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 14.077}}, {\"29399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-22 00:36:47.000000+00:00\", \"2020-12-01 17:00:09.000000+00:00\", \"2022-08-05 15:22:48.000000+00:00\", \"2019-02-05 15:13:51.000000+00:00\", \"2022-10-12 16:58:21.000000+00:00\", \"2019-06-12 00:34:38.000000+00:00\", \"2019-05-22 19:04:43.000000+00:00\"], \"session_ids\": [\"eb10ac45-ad76-4d69-a730-f020f655b9a5\", \"71d02787-5641-4ecf-83bb-d2a7062a6886\", \"036680e2-144d-4ff7-842a-73c6e824d6c2\", \"de4a3e68-e696-47b5-8760-17d9d8c3e6a2\", \"3e4c6586-3c58-468d-b009-30476bad19a4\", \"a76fedbb-02f2-4029-9186-8992c1026734\", \"e62590ff-f647-418d-9344-4b38472058fe\"], \"total_duration\": 325.0, \"total_sessions\": 7, \"mean_week_duration\": 1.684}}]\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[{\"46358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-18 05:42:17.000000+00:00\", \"2022-05-06 10:29:41.000000+00:00\", \"2020-05-19 17:28:00.000000+00:00\", \"2019-02-13 09:08:00.000000+00:00\", \"2021-06-24 23:39:46.000000+00:00\"], \"session_ids\": [\"0c91c9bc-f0ed-49b6-80f7-6c88bfd60776\", \"71d46c51-3159-4d72-8493-e5c4b550c6d4\", \"551d7a04-87f0-46c9-a369-2bbaaf59ae60\", \"ba4664ae-fe2d-4ed1-a939-1531c4db5c04\", \"012dc14b-4285-43b2-91a4-d265d6ac0c34\"], \"total_duration\": 3873.0, \"total_sessions\": 5, \"mean_week_duration\": 22.917}}, {\"72735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-22 19:44:54.000000+00:00\", \"2020-07-17 13:41:42.000000+00:00\"], \"session_ids\": [\"82fc66ab-c8f2-4ae6-bef7-1ba69416ec18\", \"6186d6d5-6562-4932-860f-e164ff4da7b4\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 14.077}}, {\"73050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-10 16:37:26.000000+00:00\", \"2020-10-22 02:25:45.000000+00:00\", \"2019-09-09 16:35:41.000000+00:00\", \"2020-05-15 18:00:34.000000+00:00\", \"2021-09-30 00:47:05.000000+00:00\", \"2022-10-21 08:50:10.000000+00:00\", \"2020-08-23 06:42:01.000000+00:00\"], \"session_ids\": [\"b9b7d4c1-d4a8-4ecd-ae6b-f882a929d109\", \"41f506f5-03e8-4fb3-9cb4-69ede745786c\", \"d8d89f39-9b56-407f-b57d-dc7c83ac9f68\", \"5f1aad2c-e20d-4c5b-abf8-51e92c0c61c9\", \"ecb1b776-be35-44bb-b618-49d881b96a84\", \"2a4f3667-de73-420f-873c-aed405760edc\", \"bc648a2b-4fe7-4dfb-ac8c-5d6a14b1e77d\"], \"total_duration\": 960.0, \"total_sessions\": 7, \"mean_week_duration\": 5.89}}, {\"29399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-22 00:36:47.000000+00:00\", \"2020-12-01 17:00:09.000000+00:00\", \"2022-08-05 15:22:48.000000+00:00\", \"2019-02-05 15:13:51.000000+00:00\", \"2022-10-12 16:58:21.000000+00:00\", \"2019-06-12 00:34:38.000000+00:00\", \"2019-05-22 19:04:43.000000+00:00\"], \"session_ids\": [\"eb10ac45-ad76-4d69-a730-f020f655b9a5\", \"71d02787-5641-4ecf-83bb-d2a7062a6886\", \"036680e2-144d-4ff7-842a-73c6e824d6c2\", \"de4a3e68-e696-47b5-8760-17d9d8c3e6a2\", \"3e4c6586-3c58-468d-b009-30476bad19a4\", \"a76fedbb-02f2-4029-9186-8992c1026734\", \"e62590ff-f647-418d-9344-4b38472058fe\"], \"total_duration\": 325.0, \"total_sessions\": 7, \"mean_week_duration\": 1.684}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"46358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-18 05:42:17.000000+00:00\", \"2022-05-06 10:29:41.000000+00:00\", \"2020-05-19 17:28:00.000000+00:00\", \"2019-02-13 09:08:00.000000+00:00\", \"2021-06-24 23:39:46.000000+00:00\"], \"session_ids\": [\"0c91c9bc-f0ed-49b6-80f7-6c88bfd60776\", \"71d46c51-3159-4d72-8493-e5c4b550c6d4\", \"551d7a04-87f0-46c9-a369-2bbaaf59ae60\", \"ba4664ae-fe2d-4ed1-a939-1531c4db5c04\", \"012dc14b-4285-43b2-91a4-d265d6ac0c34\"], \"total_duration\": 3873.0, \"total_sessions\": 5, \"mean_week_duration\": 22.917}}, {\"72735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-22 19:44:54.000000+00:00\", \"2020-07-17 13:41:42.000000+00:00\"], \"session_ids\": [\"82fc66ab-c8f2-4ae6-bef7-1ba69416ec18\", \"6186d6d5-6562-4932-860f-e164ff4da7b4\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 14.077}}, {\"73050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-10 16:37:26.000000+00:00\", \"2020-10-22 02:25:45.000000+00:00\", \"2019-09-09 16:35:41.000000+00:00\", \"2020-05-15 18:00:34.000000+00:00\", \"2021-09-30 00:47:05.000000+00:00\", \"2022-10-21 08:50:10.000000+00:00\", \"2020-08-23 06:42:01.000000+00:00\"], \"session_ids\": [\"b9b7d4c1-d4a8-4ecd-ae6b-f882a929d109\", \"41f506f5-03e8-4fb3-9cb4-69ede745786c\", \"d8d89f39-9b56-407f-b57d-dc7c83ac9f68\", \"5f1aad2c-e20d-4c5b-abf8-51e92c0c61c9\", \"ecb1b776-be35-44bb-b618-49d881b96a84\", \"2a4f3667-de73-420f-873c-aed405760edc\", \"bc648a2b-4fe7-4dfb-ac8c-5d6a14b1e77d\"], \"total_duration\": 960.0, \"total_sessions\": 7, \"mean_week_duration\": 5.89}}, {\"29399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-22 00:36:47.000000+00:00\", \"2020-12-01 17:00:09.000000+00:00\", \"2022-08-05 15:22:48.000000+00:00\", \"2019-02-05 15:13:51.000000+00:00\", \"2022-10-12 16:58:21.000000+00:00\", \"2019-06-12 00:34:38.000000+00:00\", \"2019-05-22 19:04:43.000000+00:00\"], \"session_ids\": [\"eb10ac45-ad76-4d69-a730-f020f655b9a5\", \"71d02787-5641-4ecf-83bb-d2a7062a6886\", \"036680e2-144d-4ff7-842a-73c6e824d6c2\", \"de4a3e68-e696-47b5-8760-17d9d8c3e6a2\", \"3e4c6586-3c58-468d-b009-30476bad19a4\", \"a76fedbb-02f2-4029-9186-8992c1026734\", \"e62590ff-f647-418d-9344-4b38472058fe\"], \"total_duration\": 325.0, \"total_sessions\": 7, \"mean_week_duration\": 1.684}}]\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[{\"46358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-18 05:42:17.000000+00:00\", \"2022-05-06 10:29:41.000000+00:00\", \"2020-05-19 17:28:00.000000+00:00\", \"2019-02-13 09:08:00.000000+00:00\", \"2021-06-24 23:39:46.000000+00:00\"], \"session_ids\": [\"0c91c9bc-f0ed-49b6-80f7-6c88bfd60776\", \"71d46c51-3159-4d72-8493-e5c4b550c6d4\", \"551d7a04-87f0-46c9-a369-2bbaaf59ae60\", \"ba4664ae-fe2d-4ed1-a939-1531c4db5c04\", \"012dc14b-4285-43b2-91a4-d265d6ac0c34\"], \"total_duration\": 3873.0, \"total_sessions\": 5, \"mean_week_duration\": 22.917}}, {\"72735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-22 19:44:54.000000+00:00\", \"2020-07-17 13:41:42.000000+00:00\"], \"session_ids\": [\"82fc66ab-c8f2-4ae6-bef7-1ba69416ec18\", \"6186d6d5-6562-4932-860f-e164ff4da7b4\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 14.077}}, {\"73050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-10 16:37:26.000000+00:00\", \"2020-10-22 02:25:45.000000+00:00\", \"2019-09-09 16:35:41.000000+00:00\", \"2020-05-15 18:00:34.000000+00:00\", \"2021-09-30 00:47:05.000000+00:00\", \"2022-10-21 08:50:10.000000+00:00\", \"2020-08-23 06:42:01.000000+00:00\"], \"session_ids\": [\"b9b7d4c1-d4a8-4ecd-ae6b-f882a929d109\", \"41f506f5-03e8-4fb3-9cb4-69ede745786c\", \"d8d89f39-9b56-407f-b57d-dc7c83ac9f68\", \"5f1aad2c-e20d-4c5b-abf8-51e92c0c61c9\", \"ecb1b776-be35-44bb-b618-49d881b96a84\", \"2a4f3667-de73-420f-873c-aed405760edc\", \"bc648a2b-4fe7-4dfb-ac8c-5d6a14b1e77d\"], \"total_duration\": 960.0, \"total_sessions\": 7, \"mean_week_duration\": 5.89}}, {\"29399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-22 00:36:47.000000+00:00\", \"2020-12-01 17:00:09.000000+00:00\", \"2022-08-05 15:22:48.000000+00:00\", \"2019-02-05 15:13:51.000000+00:00\", \"2022-10-12 16:58:21.000000+00:00\", \"2019-06-12 00:34:38.000000+00:00\", \"2019-05-22 19:04:43.000000+00:00\"], \"session_ids\": [\"eb10ac45-ad76-4d69-a730-f020f655b9a5\", \"71d02787-5641-4ecf-83bb-d2a7062a6886\", \"036680e2-144d-4ff7-842a-73c6e824d6c2\", \"de4a3e68-e696-47b5-8760-17d9d8c3e6a2\", \"3e4c6586-3c58-468d-b009-30476bad19a4\", \"a76fedbb-02f2-4029-9186-8992c1026734\", \"e62590ff-f647-418d-9344-4b38472058fe\"], \"total_duration\": 325.0, \"total_sessions\": 7, \"mean_week_duration\": 1.684}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show 5 users to me who aren't residents of cities Manila, Zurich, Dubai , apply sorting by duration of sessions per week form the lowest value to the highest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"38850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-03-05 14:42:28.000000+00:00\", \"2022-09-25 19:21:57.000000+00:00\"], \"session_ids\": [\"a2ec8e51-188a-4bcf-99eb-106eae704cbe\", \"b0e7026a-7c4f-42b5-b3a5-556f0b61195a\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"43116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-11 02:20:03.000000+00:00\", \"2023-01-11 11:49:43.000000+00:00\", \"2021-11-29 09:20:07.000000+00:00\", \"2021-07-05 05:36:38.000000+00:00\", \"2021-09-12 17:53:24.000000+00:00\", \"2021-05-11 05:19:17.000000+00:00\"], \"session_ids\": [\"0a15b978-9629-4ea9-9cc6-af116d07cfa4\", \"fc3cfa9e-8e44-4284-919a-b8cdf99dca73\", \"0fb92c57-12ae-4ba4-b24a-0a2b9b65bb63\", \"2e2299e1-f003-46a7-9186-494e1e7b7d36\", \"ba82aa3e-d652-44e6-b7a8-38ccc109ef14\", \"decdcda9-cbcf-4675-b00d-59b830882d68\"], \"total_duration\": 552.0, \"total_sessions\": 6, \"mean_week_duration\": 5.52}, \"87963\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-07-23 07:24:42.000000+00:00\", \"2023-03-06 06:25:14.000000+00:00\", \"2020-09-03 15:18:12.000000+00:00\"], \"session_ids\": [\"b881b37b-1066-47c7-8f42-87b657bda654\", \"835aca70-3dd6-4e84-9f44-152e726f4bf0\", \"9daa8a14-a0b2-4ee0-b50e-3128a7852c84\"], \"total_duration\": 1021.0, \"total_sessions\": 3, \"mean_week_duration\": 5.402}, \"79191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-30 15:42:35.000000+00:00\", \"2023-02-26 08:24:46.000000+00:00\"], \"session_ids\": [\"271b804c-4d70-4e68-a740-936b5718f165\", \"f96436c6-92b1-4fea-9e07-1563ba93309f\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}, \"74814\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-05-26 13:15:14.000000+00:00\", \"2019-10-14 09:57:46.000000+00:00\"], \"session_ids\": [\"3bdfc628-7cf7-4621-819f-aa8164f3a10b\", \"5e613a80-1a2d-4a59-ab34-232313a07383\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.447}, \"72897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-08 05:13:18.000000+00:00\", \"2019-11-06 07:29:00.000000+00:00\", \"2020-09-07 01:17:50.000000+00:00\", \"2022-05-29 16:48:35.000000+00:00\"], \"session_ids\": [\"c53db2f8-704b-4f41-8337-5d570a58fc38\", \"6b9aff54-9be3-4164-852e-4bcf5487eed7\", \"8f378aa6-4918-454e-b92a-f1138feb26aa\", \"3c3f72c1-cd6c-4417-8fe2-e8a7e973b0c3\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.225}, \"40957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-11 21:12:44.000000+00:00\", \"2021-09-02 23:02:47.000000+00:00\", \"2019-08-11 00:51:48.000000+00:00\", \"2021-11-29 07:56:10.000000+00:00\", \"2020-01-24 03:05:14.000000+00:00\"], \"session_ids\": [\"6d34f1e2-041b-48da-94d3-d9edb78ba083\", \"dff12a8d-881c-44c7-900e-0593145de9a5\", \"b37fc5ca-a5d8-4f6f-a3b1-8e22f094ed58\", \"deb08cf1-c1e5-4380-8443-98e8f89b83ec\", \"32b1ab10-d137-496d-87cd-823916b49190\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.306}, \"13455\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 16:00:45.000000+00:00\", \"2021-07-12 17:55:03.000000+00:00\"], \"session_ids\": [\"9ed9a498-e0d8-422d-bae4-92f1d25be296\", \"00dc5a58-1e96-471d-ad55-a8676806088a\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}, \"58654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-16 09:17:22.000000+00:00\", \"2019-12-13 04:04:06.000000+00:00\", \"2021-06-07 15:56:43.000000+00:00\"], \"session_ids\": [\"ac05df17-4570-46cb-a333-dcf9289c013a\", \"6456f42f-bbf3-42d9-bdbd-d9ede4b5e3ab\", \"87b4c1f8-b8b7-4846-9946-1624dd1c2c8a\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 9.179}, \"16221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 13:25:34.000000+00:00\", \"2019-03-07 07:24:10.000000+00:00\", \"2022-01-12 05:03:49.000000+00:00\", \"2022-10-10 08:40:59.000000+00:00\"], \"session_ids\": [\"efeb1453-663b-4ab8-b1d7-a268d8d4f1de\", \"78b53be4-10c8-4634-bb2a-2af94743cbba\", \"72927b71-6f98-49ea-80da-3fbf8c91279b\", \"80bbcfb7-0b7f-4ce2-a910-c357a3526e51\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.149}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are not Manila, Zurich, Dubai"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Manila\", \"Zurich\", \"Dubai\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"43116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-11 02:20:03.000000+00:00\", \"2023-01-11 11:49:43.000000+00:00\", \"2021-11-29 09:20:07.000000+00:00\", \"2021-07-05 05:36:38.000000+00:00\", \"2021-09-12 17:53:24.000000+00:00\", \"2021-05-11 05:19:17.000000+00:00\"], \"session_ids\": [\"0a15b978-9629-4ea9-9cc6-af116d07cfa4\", \"fc3cfa9e-8e44-4284-919a-b8cdf99dca73\", \"0fb92c57-12ae-4ba4-b24a-0a2b9b65bb63\", \"2e2299e1-f003-46a7-9186-494e1e7b7d36\", \"ba82aa3e-d652-44e6-b7a8-38ccc109ef14\", \"decdcda9-cbcf-4675-b00d-59b830882d68\"], \"total_duration\": 552.0, \"total_sessions\": 6, \"mean_week_duration\": 5.52}, \"87963\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-07-23 07:24:42.000000+00:00\", \"2023-03-06 06:25:14.000000+00:00\", \"2020-09-03 15:18:12.000000+00:00\"], \"session_ids\": [\"b881b37b-1066-47c7-8f42-87b657bda654\", \"835aca70-3dd6-4e84-9f44-152e726f4bf0\", \"9daa8a14-a0b2-4ee0-b50e-3128a7852c84\"], \"total_duration\": 1021.0, \"total_sessions\": 3, \"mean_week_duration\": 5.402}, \"79191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-30 15:42:35.000000+00:00\", \"2023-02-26 08:24:46.000000+00:00\"], \"session_ids\": [\"271b804c-4d70-4e68-a740-936b5718f165\", \"f96436c6-92b1-4fea-9e07-1563ba93309f\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}, \"74814\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-05-26 13:15:14.000000+00:00\", \"2019-10-14 09:57:46.000000+00:00\"], \"session_ids\": [\"3bdfc628-7cf7-4621-819f-aa8164f3a10b\", \"5e613a80-1a2d-4a59-ab34-232313a07383\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.447}, \"72897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-08 05:13:18.000000+00:00\", \"2019-11-06 07:29:00.000000+00:00\", \"2020-09-07 01:17:50.000000+00:00\", \"2022-05-29 16:48:35.000000+00:00\"], \"session_ids\": [\"c53db2f8-704b-4f41-8337-5d570a58fc38\", \"6b9aff54-9be3-4164-852e-4bcf5487eed7\", \"8f378aa6-4918-454e-b92a-f1138feb26aa\", \"3c3f72c1-cd6c-4417-8fe2-e8a7e973b0c3\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.225}, \"40957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-11 21:12:44.000000+00:00\", \"2021-09-02 23:02:47.000000+00:00\", \"2019-08-11 00:51:48.000000+00:00\", \"2021-11-29 07:56:10.000000+00:00\", \"2020-01-24 03:05:14.000000+00:00\"], \"session_ids\": [\"6d34f1e2-041b-48da-94d3-d9edb78ba083\", \"dff12a8d-881c-44c7-900e-0593145de9a5\", \"b37fc5ca-a5d8-4f6f-a3b1-8e22f094ed58\", \"deb08cf1-c1e5-4380-8443-98e8f89b83ec\", \"32b1ab10-d137-496d-87cd-823916b49190\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.306}, \"13455\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 16:00:45.000000+00:00\", \"2021-07-12 17:55:03.000000+00:00\"], \"session_ids\": [\"9ed9a498-e0d8-422d-bae4-92f1d25be296\", \"00dc5a58-1e96-471d-ad55-a8676806088a\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}, \"58654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-16 09:17:22.000000+00:00\", \"2019-12-13 04:04:06.000000+00:00\", \"2021-06-07 15:56:43.000000+00:00\"], \"session_ids\": [\"ac05df17-4570-46cb-a333-dcf9289c013a\", \"6456f42f-bbf3-42d9-bdbd-d9ede4b5e3ab\", \"87b4c1f8-b8b7-4846-9946-1624dd1c2c8a\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 9.179}, \"16221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 13:25:34.000000+00:00\", \"2019-03-07 07:24:10.000000+00:00\", \"2022-01-12 05:03:49.000000+00:00\", \"2022-10-10 08:40:59.000000+00:00\"], \"session_ids\": [\"efeb1453-663b-4ab8-b1d7-a268d8d4f1de\", \"78b53be4-10c8-4634-bb2a-2af94743cbba\", \"72927b71-6f98-49ea-80da-3fbf8c91279b\", \"80bbcfb7-0b7f-4ce2-a910-c357a3526e51\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.149}}\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[{\"16221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 13:25:34.000000+00:00\", \"2019-03-07 07:24:10.000000+00:00\", \"2022-01-12 05:03:49.000000+00:00\", \"2022-10-10 08:40:59.000000+00:00\"], \"session_ids\": [\"efeb1453-663b-4ab8-b1d7-a268d8d4f1de\", \"78b53be4-10c8-4634-bb2a-2af94743cbba\", \"72927b71-6f98-49ea-80da-3fbf8c91279b\", \"80bbcfb7-0b7f-4ce2-a910-c357a3526e51\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.149}}, {\"72897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-08 05:13:18.000000+00:00\", \"2019-11-06 07:29:00.000000+00:00\", \"2020-09-07 01:17:50.000000+00:00\", \"2022-05-29 16:48:35.000000+00:00\"], \"session_ids\": [\"c53db2f8-704b-4f41-8337-5d570a58fc38\", \"6b9aff54-9be3-4164-852e-4bcf5487eed7\", \"8f378aa6-4918-454e-b92a-f1138feb26aa\", \"3c3f72c1-cd6c-4417-8fe2-e8a7e973b0c3\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.225}}, {\"40957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-11 21:12:44.000000+00:00\", \"2021-09-02 23:02:47.000000+00:00\", \"2019-08-11 00:51:48.000000+00:00\", \"2021-11-29 07:56:10.000000+00:00\", \"2020-01-24 03:05:14.000000+00:00\"], \"session_ids\": [\"6d34f1e2-041b-48da-94d3-d9edb78ba083\", \"dff12a8d-881c-44c7-900e-0593145de9a5\", \"b37fc5ca-a5d8-4f6f-a3b1-8e22f094ed58\", \"deb08cf1-c1e5-4380-8443-98e8f89b83ec\", \"32b1ab10-d137-496d-87cd-823916b49190\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.306}}, {\"13455\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 16:00:45.000000+00:00\", \"2021-07-12 17:55:03.000000+00:00\"], \"session_ids\": [\"9ed9a498-e0d8-422d-bae4-92f1d25be296\", \"00dc5a58-1e96-471d-ad55-a8676806088a\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}, {\"79191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-30 15:42:35.000000+00:00\", \"2023-02-26 08:24:46.000000+00:00\"], \"session_ids\": [\"271b804c-4d70-4e68-a740-936b5718f165\", \"f96436c6-92b1-4fea-9e07-1563ba93309f\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}, {\"74814\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-05-26 13:15:14.000000+00:00\", \"2019-10-14 09:57:46.000000+00:00\"], \"session_ids\": [\"3bdfc628-7cf7-4621-819f-aa8164f3a10b\", \"5e613a80-1a2d-4a59-ab34-232313a07383\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.447}}, {\"87963\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-07-23 07:24:42.000000+00:00\", \"2023-03-06 06:25:14.000000+00:00\", \"2020-09-03 15:18:12.000000+00:00\"], \"session_ids\": [\"b881b37b-1066-47c7-8f42-87b657bda654\", \"835aca70-3dd6-4e84-9f44-152e726f4bf0\", \"9daa8a14-a0b2-4ee0-b50e-3128a7852c84\"], \"total_duration\": 1021.0, \"total_sessions\": 3, \"mean_week_duration\": 5.402}}, {\"43116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-11 02:20:03.000000+00:00\", \"2023-01-11 11:49:43.000000+00:00\", \"2021-11-29 09:20:07.000000+00:00\", \"2021-07-05 05:36:38.000000+00:00\", \"2021-09-12 17:53:24.000000+00:00\", \"2021-05-11 05:19:17.000000+00:00\"], \"session_ids\": [\"0a15b978-9629-4ea9-9cc6-af116d07cfa4\", \"fc3cfa9e-8e44-4284-919a-b8cdf99dca73\", \"0fb92c57-12ae-4ba4-b24a-0a2b9b65bb63\", \"2e2299e1-f003-46a7-9186-494e1e7b7d36\", \"ba82aa3e-d652-44e6-b7a8-38ccc109ef14\", \"decdcda9-cbcf-4675-b00d-59b830882d68\"], \"total_duration\": 552.0, \"total_sessions\": 6, \"mean_week_duration\": 5.52}}, {\"58654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-16 09:17:22.000000+00:00\", \"2019-12-13 04:04:06.000000+00:00\", \"2021-06-07 15:56:43.000000+00:00\"], \"session_ids\": [\"ac05df17-4570-46cb-a333-dcf9289c013a\", \"6456f42f-bbf3-42d9-bdbd-d9ede4b5e3ab\", \"87b4c1f8-b8b7-4846-9946-1624dd1c2c8a\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 9.179}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 5 entries and remove 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[{\"16221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 13:25:34.000000+00:00\", \"2019-03-07 07:24:10.000000+00:00\", \"2022-01-12 05:03:49.000000+00:00\", \"2022-10-10 08:40:59.000000+00:00\"], \"session_ids\": [\"efeb1453-663b-4ab8-b1d7-a268d8d4f1de\", \"78b53be4-10c8-4634-bb2a-2af94743cbba\", \"72927b71-6f98-49ea-80da-3fbf8c91279b\", \"80bbcfb7-0b7f-4ce2-a910-c357a3526e51\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.149}}, {\"72897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-08 05:13:18.000000+00:00\", \"2019-11-06 07:29:00.000000+00:00\", \"2020-09-07 01:17:50.000000+00:00\", \"2022-05-29 16:48:35.000000+00:00\"], \"session_ids\": [\"c53db2f8-704b-4f41-8337-5d570a58fc38\", \"6b9aff54-9be3-4164-852e-4bcf5487eed7\", \"8f378aa6-4918-454e-b92a-f1138feb26aa\", \"3c3f72c1-cd6c-4417-8fe2-e8a7e973b0c3\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.225}}, {\"40957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-11 21:12:44.000000+00:00\", \"2021-09-02 23:02:47.000000+00:00\", \"2019-08-11 00:51:48.000000+00:00\", \"2021-11-29 07:56:10.000000+00:00\", \"2020-01-24 03:05:14.000000+00:00\"], \"session_ids\": [\"6d34f1e2-041b-48da-94d3-d9edb78ba083\", \"dff12a8d-881c-44c7-900e-0593145de9a5\", \"b37fc5ca-a5d8-4f6f-a3b1-8e22f094ed58\", \"deb08cf1-c1e5-4380-8443-98e8f89b83ec\", \"32b1ab10-d137-496d-87cd-823916b49190\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.306}}, {\"13455\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 16:00:45.000000+00:00\", \"2021-07-12 17:55:03.000000+00:00\"], \"session_ids\": [\"9ed9a498-e0d8-422d-bae4-92f1d25be296\", \"00dc5a58-1e96-471d-ad55-a8676806088a\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}, {\"79191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-30 15:42:35.000000+00:00\", \"2023-02-26 08:24:46.000000+00:00\"], \"session_ids\": [\"271b804c-4d70-4e68-a740-936b5718f165\", \"f96436c6-92b1-4fea-9e07-1563ba93309f\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}]\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[{\"16221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 13:25:34.000000+00:00\", \"2019-03-07 07:24:10.000000+00:00\", \"2022-01-12 05:03:49.000000+00:00\", \"2022-10-10 08:40:59.000000+00:00\"], \"session_ids\": [\"efeb1453-663b-4ab8-b1d7-a268d8d4f1de\", \"78b53be4-10c8-4634-bb2a-2af94743cbba\", \"72927b71-6f98-49ea-80da-3fbf8c91279b\", \"80bbcfb7-0b7f-4ce2-a910-c357a3526e51\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.149}}, {\"72897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-08 05:13:18.000000+00:00\", \"2019-11-06 07:29:00.000000+00:00\", \"2020-09-07 01:17:50.000000+00:00\", \"2022-05-29 16:48:35.000000+00:00\"], \"session_ids\": [\"c53db2f8-704b-4f41-8337-5d570a58fc38\", \"6b9aff54-9be3-4164-852e-4bcf5487eed7\", \"8f378aa6-4918-454e-b92a-f1138feb26aa\", \"3c3f72c1-cd6c-4417-8fe2-e8a7e973b0c3\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.225}}, {\"40957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-11 21:12:44.000000+00:00\", \"2021-09-02 23:02:47.000000+00:00\", \"2019-08-11 00:51:48.000000+00:00\", \"2021-11-29 07:56:10.000000+00:00\", \"2020-01-24 03:05:14.000000+00:00\"], \"session_ids\": [\"6d34f1e2-041b-48da-94d3-d9edb78ba083\", \"dff12a8d-881c-44c7-900e-0593145de9a5\", \"b37fc5ca-a5d8-4f6f-a3b1-8e22f094ed58\", \"deb08cf1-c1e5-4380-8443-98e8f89b83ec\", \"32b1ab10-d137-496d-87cd-823916b49190\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.306}}, {\"13455\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 16:00:45.000000+00:00\", \"2021-07-12 17:55:03.000000+00:00\"], \"session_ids\": [\"9ed9a498-e0d8-422d-bae4-92f1d25be296\", \"00dc5a58-1e96-471d-ad55-a8676806088a\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}, {\"79191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-30 15:42:35.000000+00:00\", \"2023-02-26 08:24:46.000000+00:00\"], \"session_ids\": [\"271b804c-4d70-4e68-a740-936b5718f165\", \"f96436c6-92b1-4fea-9e07-1563ba93309f\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}]\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 with a duration of sessions per week that is above 44 and below 23 as well as carry out sorting by city title form the lowest value to the highest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-03 09:00:03.000000+00:00\", \"2020-12-15 11:06:49.000000+00:00\"], \"session_ids\": [\"fd67fd5c-9999-4f21-97ea-3fd2a9804f10\", \"25a5f29f-4151-4ecf-961a-530f40504a6d\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.983}, \"74276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-31 00:06:25.000000+00:00\", \"2023-05-12 02:55:03.000000+00:00\"], \"session_ids\": [\"853855fa-b87d-400e-a941-5ab670abac93\", \"74af6d73-7fa7-478f-b4b7-3c15b90cf0b3\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 11.263}, \"56961\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 6}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-28 23:39:19.000000+00:00\", \"2020-04-27 17:48:41.000000+00:00\", \"2022-08-20 20:06:50.000000+00:00\", \"2021-11-11 06:49:10.000000+00:00\", \"2020-01-17 09:42:22.000000+00:00\", \"2022-01-13 22:56:41.000000+00:00\", \"2020-09-29 05:02:43.000000+00:00\", \"2023-04-25 11:23:36.000000+00:00\", \"2022-05-11 03:59:36.000000+00:00\"], \"session_ids\": [\"e8682874-5816-4f3a-95be-b50c293d2f29\", \"ffd4fa20-af08-49f0-b7cb-5b2d729409d8\", \"ac5d1be2-ce31-4000-9e32-b194b2aacb9f\", \"486440b4-7882-4189-8b12-d58bf48a88b3\", \"be331615-8eda-4871-bee0-38d01fa05c33\", \"5b5fd7e5-797e-446b-aeda-70f3eb8ba167\", \"1daffc7f-fed0-48a8-9d77-b849d1e1ddf0\", \"1bf2ca24-da73-4101-bda1-4e281770330d\", \"48c93080-c5c2-4b62-8f42-2b0e88021073\"], \"total_duration\": 3255.0, \"total_sessions\": 9, \"mean_week_duration\": 16.607}, \"35268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-21 00:29:45.000000+00:00\", \"2020-02-08 10:50:05.000000+00:00\"], \"session_ids\": [\"c9ab3657-c86d-405f-8882-4bcd203b1e22\", \"c2102208-3386-46a7-b18b-0a75218bc32e\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 3.078}, \"3246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-15 19:18:38.000000+00:00\", \"2019-03-12 19:58:28.000000+00:00\", \"2019-02-06 22:14:08.000000+00:00\", \"2019-07-27 01:36:09.000000+00:00\", \"2019-08-01 16:47:21.000000+00:00\", \"2019-02-06 18:39:40.000000+00:00\"], \"session_ids\": [\"0f35210a-ca8f-4073-b5b7-dd2e390264ca\", \"73264e1e-bc12-40ff-8a9f-8640ae2d7e51\", \"c56314c1-09bf-4863-b343-7185a3a26a3f\", \"0e47d919-4e08-45ee-93f2-a34e4418a7f6\", \"0c3e5d1d-f652-4acf-9893-fa696654d34c\", \"49ef1312-56cd-463f-a882-be67d4f86baf\"], \"total_duration\": 6484.0, \"total_sessions\": 6, \"mean_week_duration\": 144.089}, \"6435\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-25 20:37:25.000000+00:00\", \"2023-04-09 14:01:15.000000+00:00\", \"2020-06-29 10:43:54.000000+00:00\", \"2019-08-16 13:10:21.000000+00:00\", \"2021-10-18 11:36:25.000000+00:00\", \"2020-01-28 13:30:31.000000+00:00\", \"2023-04-15 00:45:46.000000+00:00\"], \"session_ids\": [\"19064667-c083-4348-9554-a578d741f085\", \"ae019751-c51d-4a01-a65e-bd864b2b67d6\", \"9a417f10-c33e-4fc2-a3b9-1ef5005e543c\", \"63e71b26-e78d-42ec-8e68-16e2d47d456b\", \"bdfdf1d4-41ff-4155-8567-d56d0ea10c3a\", \"73edc387-b102-4b6a-9695-867ae1ce140f\", \"d4bc43a9-8e8e-4618-a6ad-d7efd0809f6f\"], \"total_duration\": 911.0, \"total_sessions\": 7, \"mean_week_duration\": 4.77}, \"24845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-01 23:07:48.000000+00:00\", \"2023-04-08 01:25:35.000000+00:00\", \"2022-03-01 19:04:30.000000+00:00\", \"2021-03-14 16:30:40.000000+00:00\"], \"session_ids\": [\"52cef227-fc76-4c7b-8455-040b12ed3ee9\", \"eac08954-353a-429e-8082-d913fdb51cda\", \"74c433cc-d229-4159-9b4e-ae4bccda39b9\", \"c7b9f9cd-cfc2-4f8a-9227-a4fcc68b7f3f\"], \"total_duration\": 408.0, \"total_sessions\": 4, \"mean_week_duration\": 2.458}, \"36049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-04-21 07:22:42.000000+00:00\", \"2021-12-12 11:08:12.000000+00:00\", \"2021-12-02 08:11:43.000000+00:00\", \"2021-03-16 02:13:27.000000+00:00\", \"2019-08-26 12:04:23.000000+00:00\"], \"session_ids\": [\"4dad741f-576a-4555-993a-a532266af0e1\", \"15008386-75a8-4a43-9e17-e501f13d96a5\", \"cf750455-89de-41bc-978d-00b4357fc118\", \"0b671554-ed35-44cf-a3a8-14033691420f\", \"d7d3b11e-2ff3-40df-8834-742894057ad5\"], \"total_duration\": 1703.0, \"total_sessions\": 5, \"mean_week_duration\": 12.252}, \"51732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-10-17 05:33:15.000000+00:00\", \"2022-08-28 18:25:02.000000+00:00\", \"2023-01-17 15:59:33.000000+00:00\", \"2020-09-06 08:13:38.000000+00:00\"], \"session_ids\": [\"f5813489-c67d-4246-b2a0-921b557518e5\", \"43001180-d5e3-44e4-9e09-4a20725ea24d\", \"d9f7cddb-6b01-4393-9a0b-019fad0d43da\", \"ad7cfa9e-3e8b-4830-b59c-b0ba4682ce91\"], \"total_duration\": 1365.0, \"total_sessions\": 4, \"mean_week_duration\": 11.008}, \"65059\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-11 21:07:13.000000+00:00\", \"2021-08-09 13:14:10.000000+00:00\"], \"session_ids\": [\"89d8b834-7efa-43bf-9365-11622f579f3e\", \"f8e416ef-d0b6-4cad-b0ab-e95189067641\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 23 and are equal or greater than 44"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 44]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-03 09:00:03.000000+00:00\", \"2020-12-15 11:06:49.000000+00:00\"], \"session_ids\": [\"fd67fd5c-9999-4f21-97ea-3fd2a9804f10\", \"25a5f29f-4151-4ecf-961a-530f40504a6d\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.983}, \"74276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-31 00:06:25.000000+00:00\", \"2023-05-12 02:55:03.000000+00:00\"], \"session_ids\": [\"853855fa-b87d-400e-a941-5ab670abac93\", \"74af6d73-7fa7-478f-b4b7-3c15b90cf0b3\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 11.263}, \"56961\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 6}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-28 23:39:19.000000+00:00\", \"2020-04-27 17:48:41.000000+00:00\", \"2022-08-20 20:06:50.000000+00:00\", \"2021-11-11 06:49:10.000000+00:00\", \"2020-01-17 09:42:22.000000+00:00\", \"2022-01-13 22:56:41.000000+00:00\", \"2020-09-29 05:02:43.000000+00:00\", \"2023-04-25 11:23:36.000000+00:00\", \"2022-05-11 03:59:36.000000+00:00\"], \"session_ids\": [\"e8682874-5816-4f3a-95be-b50c293d2f29\", \"ffd4fa20-af08-49f0-b7cb-5b2d729409d8\", \"ac5d1be2-ce31-4000-9e32-b194b2aacb9f\", \"486440b4-7882-4189-8b12-d58bf48a88b3\", \"be331615-8eda-4871-bee0-38d01fa05c33\", \"5b5fd7e5-797e-446b-aeda-70f3eb8ba167\", \"1daffc7f-fed0-48a8-9d77-b849d1e1ddf0\", \"1bf2ca24-da73-4101-bda1-4e281770330d\", \"48c93080-c5c2-4b62-8f42-2b0e88021073\"], \"total_duration\": 3255.0, \"total_sessions\": 9, \"mean_week_duration\": 16.607}, \"35268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-21 00:29:45.000000+00:00\", \"2020-02-08 10:50:05.000000+00:00\"], \"session_ids\": [\"c9ab3657-c86d-405f-8882-4bcd203b1e22\", \"c2102208-3386-46a7-b18b-0a75218bc32e\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 3.078}, \"6435\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-25 20:37:25.000000+00:00\", \"2023-04-09 14:01:15.000000+00:00\", \"2020-06-29 10:43:54.000000+00:00\", \"2019-08-16 13:10:21.000000+00:00\", \"2021-10-18 11:36:25.000000+00:00\", \"2020-01-28 13:30:31.000000+00:00\", \"2023-04-15 00:45:46.000000+00:00\"], \"session_ids\": [\"19064667-c083-4348-9554-a578d741f085\", \"ae019751-c51d-4a01-a65e-bd864b2b67d6\", \"9a417f10-c33e-4fc2-a3b9-1ef5005e543c\", \"63e71b26-e78d-42ec-8e68-16e2d47d456b\", \"bdfdf1d4-41ff-4155-8567-d56d0ea10c3a\", \"73edc387-b102-4b6a-9695-867ae1ce140f\", \"d4bc43a9-8e8e-4618-a6ad-d7efd0809f6f\"], \"total_duration\": 911.0, \"total_sessions\": 7, \"mean_week_duration\": 4.77}, \"24845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-01 23:07:48.000000+00:00\", \"2023-04-08 01:25:35.000000+00:00\", \"2022-03-01 19:04:30.000000+00:00\", \"2021-03-14 16:30:40.000000+00:00\"], \"session_ids\": [\"52cef227-fc76-4c7b-8455-040b12ed3ee9\", \"eac08954-353a-429e-8082-d913fdb51cda\", \"74c433cc-d229-4159-9b4e-ae4bccda39b9\", \"c7b9f9cd-cfc2-4f8a-9227-a4fcc68b7f3f\"], \"total_duration\": 408.0, \"total_sessions\": 4, \"mean_week_duration\": 2.458}, \"36049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-04-21 07:22:42.000000+00:00\", \"2021-12-12 11:08:12.000000+00:00\", \"2021-12-02 08:11:43.000000+00:00\", \"2021-03-16 02:13:27.000000+00:00\", \"2019-08-26 12:04:23.000000+00:00\"], \"session_ids\": [\"4dad741f-576a-4555-993a-a532266af0e1\", \"15008386-75a8-4a43-9e17-e501f13d96a5\", \"cf750455-89de-41bc-978d-00b4357fc118\", \"0b671554-ed35-44cf-a3a8-14033691420f\", \"d7d3b11e-2ff3-40df-8834-742894057ad5\"], \"total_duration\": 1703.0, \"total_sessions\": 5, \"mean_week_duration\": 12.252}, \"51732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-10-17 05:33:15.000000+00:00\", \"2022-08-28 18:25:02.000000+00:00\", \"2023-01-17 15:59:33.000000+00:00\", \"2020-09-06 08:13:38.000000+00:00\"], \"session_ids\": [\"f5813489-c67d-4246-b2a0-921b557518e5\", \"43001180-d5e3-44e4-9e09-4a20725ea24d\", \"d9f7cddb-6b01-4393-9a0b-019fad0d43da\", \"ad7cfa9e-3e8b-4830-b59c-b0ba4682ce91\"], \"total_duration\": 1365.0, \"total_sessions\": 4, \"mean_week_duration\": 11.008}, \"65059\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-11 21:07:13.000000+00:00\", \"2021-08-09 13:14:10.000000+00:00\"], \"session_ids\": [\"89d8b834-7efa-43bf-9365-11622f579f3e\", \"f8e416ef-d0b6-4cad-b0ab-e95189067641\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}, \"3246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-15 19:18:38.000000+00:00\", \"2019-03-12 19:58:28.000000+00:00\", \"2019-02-06 22:14:08.000000+00:00\", \"2019-07-27 01:36:09.000000+00:00\", \"2019-08-01 16:47:21.000000+00:00\", \"2019-02-06 18:39:40.000000+00:00\"], \"session_ids\": [\"0f35210a-ca8f-4073-b5b7-dd2e390264ca\", \"73264e1e-bc12-40ff-8a9f-8640ae2d7e51\", \"c56314c1-09bf-4863-b343-7185a3a26a3f\", \"0e47d919-4e08-45ee-93f2-a34e4418a7f6\", \"0c3e5d1d-f652-4acf-9893-fa696654d34c\", \"49ef1312-56cd-463f-a882-be67d4f86baf\"], \"total_duration\": 6484.0, \"total_sessions\": 6, \"mean_week_duration\": 144.089}}\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[{\"12793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-03 09:00:03.000000+00:00\", \"2020-12-15 11:06:49.000000+00:00\"], \"session_ids\": [\"fd67fd5c-9999-4f21-97ea-3fd2a9804f10\", \"25a5f29f-4151-4ecf-961a-530f40504a6d\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.983}}, {\"51732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-10-17 05:33:15.000000+00:00\", \"2022-08-28 18:25:02.000000+00:00\", \"2023-01-17 15:59:33.000000+00:00\", \"2020-09-06 08:13:38.000000+00:00\"], \"session_ids\": [\"f5813489-c67d-4246-b2a0-921b557518e5\", \"43001180-d5e3-44e4-9e09-4a20725ea24d\", \"d9f7cddb-6b01-4393-9a0b-019fad0d43da\", \"ad7cfa9e-3e8b-4830-b59c-b0ba4682ce91\"], \"total_duration\": 1365.0, \"total_sessions\": 4, \"mean_week_duration\": 11.008}}, {\"74276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-31 00:06:25.000000+00:00\", \"2023-05-12 02:55:03.000000+00:00\"], \"session_ids\": [\"853855fa-b87d-400e-a941-5ab670abac93\", \"74af6d73-7fa7-478f-b4b7-3c15b90cf0b3\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 11.263}}, {\"6435\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-25 20:37:25.000000+00:00\", \"2023-04-09 14:01:15.000000+00:00\", \"2020-06-29 10:43:54.000000+00:00\", \"2019-08-16 13:10:21.000000+00:00\", \"2021-10-18 11:36:25.000000+00:00\", \"2020-01-28 13:30:31.000000+00:00\", \"2023-04-15 00:45:46.000000+00:00\"], \"session_ids\": [\"19064667-c083-4348-9554-a578d741f085\", \"ae019751-c51d-4a01-a65e-bd864b2b67d6\", \"9a417f10-c33e-4fc2-a3b9-1ef5005e543c\", \"63e71b26-e78d-42ec-8e68-16e2d47d456b\", \"bdfdf1d4-41ff-4155-8567-d56d0ea10c3a\", \"73edc387-b102-4b6a-9695-867ae1ce140f\", \"d4bc43a9-8e8e-4618-a6ad-d7efd0809f6f\"], \"total_duration\": 911.0, \"total_sessions\": 7, \"mean_week_duration\": 4.77}}, {\"56961\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 6}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-28 23:39:19.000000+00:00\", \"2020-04-27 17:48:41.000000+00:00\", \"2022-08-20 20:06:50.000000+00:00\", \"2021-11-11 06:49:10.000000+00:00\", \"2020-01-17 09:42:22.000000+00:00\", \"2022-01-13 22:56:41.000000+00:00\", \"2020-09-29 05:02:43.000000+00:00\", \"2023-04-25 11:23:36.000000+00:00\", \"2022-05-11 03:59:36.000000+00:00\"], \"session_ids\": [\"e8682874-5816-4f3a-95be-b50c293d2f29\", \"ffd4fa20-af08-49f0-b7cb-5b2d729409d8\", \"ac5d1be2-ce31-4000-9e32-b194b2aacb9f\", \"486440b4-7882-4189-8b12-d58bf48a88b3\", \"be331615-8eda-4871-bee0-38d01fa05c33\", \"5b5fd7e5-797e-446b-aeda-70f3eb8ba167\", \"1daffc7f-fed0-48a8-9d77-b849d1e1ddf0\", \"1bf2ca24-da73-4101-bda1-4e281770330d\", \"48c93080-c5c2-4b62-8f42-2b0e88021073\"], \"total_duration\": 3255.0, \"total_sessions\": 9, \"mean_week_duration\": 16.607}}, {\"24845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-01 23:07:48.000000+00:00\", \"2023-04-08 01:25:35.000000+00:00\", \"2022-03-01 19:04:30.000000+00:00\", \"2021-03-14 16:30:40.000000+00:00\"], \"session_ids\": [\"52cef227-fc76-4c7b-8455-040b12ed3ee9\", \"eac08954-353a-429e-8082-d913fdb51cda\", \"74c433cc-d229-4159-9b4e-ae4bccda39b9\", \"c7b9f9cd-cfc2-4f8a-9227-a4fcc68b7f3f\"], \"total_duration\": 408.0, \"total_sessions\": 4, \"mean_week_duration\": 2.458}}, {\"65059\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-11 21:07:13.000000+00:00\", \"2021-08-09 13:14:10.000000+00:00\"], \"session_ids\": [\"89d8b834-7efa-43bf-9365-11622f579f3e\", \"f8e416ef-d0b6-4cad-b0ab-e95189067641\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}}, {\"3246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-15 19:18:38.000000+00:00\", \"2019-03-12 19:58:28.000000+00:00\", \"2019-02-06 22:14:08.000000+00:00\", \"2019-07-27 01:36:09.000000+00:00\", \"2019-08-01 16:47:21.000000+00:00\", \"2019-02-06 18:39:40.000000+00:00\"], \"session_ids\": [\"0f35210a-ca8f-4073-b5b7-dd2e390264ca\", \"73264e1e-bc12-40ff-8a9f-8640ae2d7e51\", \"c56314c1-09bf-4863-b343-7185a3a26a3f\", \"0e47d919-4e08-45ee-93f2-a34e4418a7f6\", \"0c3e5d1d-f652-4acf-9893-fa696654d34c\", \"49ef1312-56cd-463f-a882-be67d4f86baf\"], \"total_duration\": 6484.0, \"total_sessions\": 6, \"mean_week_duration\": 144.089}}, {\"36049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-04-21 07:22:42.000000+00:00\", \"2021-12-12 11:08:12.000000+00:00\", \"2021-12-02 08:11:43.000000+00:00\", \"2021-03-16 02:13:27.000000+00:00\", \"2019-08-26 12:04:23.000000+00:00\"], \"session_ids\": [\"4dad741f-576a-4555-993a-a532266af0e1\", \"15008386-75a8-4a43-9e17-e501f13d96a5\", \"cf750455-89de-41bc-978d-00b4357fc118\", \"0b671554-ed35-44cf-a3a8-14033691420f\", \"d7d3b11e-2ff3-40df-8834-742894057ad5\"], \"total_duration\": 1703.0, \"total_sessions\": 5, \"mean_week_duration\": 12.252}}, {\"35268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-21 00:29:45.000000+00:00\", \"2020-02-08 10:50:05.000000+00:00\"], \"session_ids\": [\"c9ab3657-c86d-405f-8882-4bcd203b1e22\", \"c2102208-3386-46a7-b18b-0a75218bc32e\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 3.078}}]\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[{\"12793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-03 09:00:03.000000+00:00\", \"2020-12-15 11:06:49.000000+00:00\"], \"session_ids\": [\"fd67fd5c-9999-4f21-97ea-3fd2a9804f10\", \"25a5f29f-4151-4ecf-961a-530f40504a6d\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.983}}]\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[{\"12793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-03 09:00:03.000000+00:00\", \"2020-12-15 11:06:49.000000+00:00\"], \"session_ids\": [\"fd67fd5c-9999-4f21-97ea-3fd2a9804f10\", \"25a5f29f-4151-4ecf-961a-530f40504a6d\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.983}}]\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 time in app is bigger than 1152 and smaller than 4425 (both not including) and in addition implement sorting by site usage time 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{\"31233\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-06-27 16:12:48.000000+00:00\", \"2019-02-24 18:32:53.000000+00:00\", \"2021-07-20 10:49:41.000000+00:00\"], \"session_ids\": [\"73685799-e4eb-4638-a8b6-076de750c725\", \"bfda6a36-0373-4549-9bbc-4599093840b0\", \"2708aa4f-38aa-4d8e-96ee-bff8a71c4386\"], \"total_duration\": 425.0, \"total_sessions\": 3, \"mean_week_duration\": 3.373}, \"9734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-20 07:22:14.000000+00:00\", \"2022-11-19 21:52:55.000000+00:00\"], \"session_ids\": [\"fc33b68f-2b18-4fba-a7a9-534a9303fb03\", \"58530273-e104-439e-9f43-4bcc8a89be01\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 0.891}, \"71918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-24 03:27:46.000000+00:00\", \"2019-08-23 22:41:33.000000+00:00\", \"2021-09-02 15:05:29.000000+00:00\"], \"session_ids\": [\"16fe7176-cc6c-4e7f-a3be-f01aac15e3e0\", \"24477e36-722d-4adb-a3f1-643669982405\", \"e88cb2c2-c77e-4186-8fde-922ba567798a\"], \"total_duration\": 237.0, \"total_sessions\": 3, \"mean_week_duration\": 1.743}, \"85720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-18 19:36:30.000000+00:00\", \"2020-04-19 02:53:54.000000+00:00\", \"2022-10-24 21:17:31.000000+00:00\", \"2020-07-27 16:13:51.000000+00:00\", \"2019-07-18 21:04:22.000000+00:00\", \"2019-12-06 12:44:35.000000+00:00\", \"2021-11-06 01:03:05.000000+00:00\", \"2021-05-13 17:38:02.000000+00:00\"], \"session_ids\": [\"fce02831-9d63-466d-894e-18bf4d5aade8\", \"447f77d0-3ad0-4c3f-a3ad-9c9c0473627b\", \"761834c9-607d-4786-8c1b-25120733aa90\", \"1ed4b9e2-3929-4793-8857-0165ee9b8993\", \"6a3e12e2-4c99-4d34-9362-f8883c2b91f7\", \"2c1a1286-fef1-4716-b2a7-99d55e3926b4\", \"20aacee9-ea1f-4ab4-a5b3-b47f44abe69d\", \"3c297c96-b2c6-456f-a70a-a87cd8e3c48b\"], \"total_duration\": 17309.0, \"total_sessions\": 8, \"mean_week_duration\": 101.222}, \"22133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-10 23:35:43.000000+00:00\", \"2022-11-04 05:42:24.000000+00:00\", \"2022-10-25 00:04:35.000000+00:00\"], \"session_ids\": [\"bc992113-40a4-4b13-9145-d0d4ee59e86a\", \"632f339a-4750-42e6-94ca-92f5a90c751f\", \"cd1c240e-a605-4716-b49c-a78f8fe6a6b8\"], \"total_duration\": 449.0, \"total_sessions\": 3, \"mean_week_duration\": 5.161}, \"41224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-14 17:44:42.000000+00:00\", \"2023-06-27 23:16:11.000000+00:00\", \"2020-01-23 10:12:23.000000+00:00\"], \"session_ids\": [\"b686672d-df8d-40ce-b69d-38016fb3594f\", \"90d83a23-975a-4e7b-bb6a-c9ce2ab2db34\", \"14da4337-6c3e-4376-b507-394245ee8c67\"], \"total_duration\": 645.0, \"total_sessions\": 3, \"mean_week_duration\": 3.603}, \"85724\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-02 06:40:47.000000+00:00\", \"2023-03-10 21:00:13.000000+00:00\", \"2021-05-28 13:12:25.000000+00:00\"], \"session_ids\": [\"3d29c614-e2c3-4757-84d6-7754df6913f8\", \"dbb02bbd-15e7-466c-8499-37efe444a0f9\", \"0427e13b-1cf8-4046-bd0f-7b655f9862f0\"], \"total_duration\": 1051.0, \"total_sessions\": 3, \"mean_week_duration\": 11.301}, \"78780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-06-01 06:50:56.000000+00:00\", \"2019-01-08 09:14:57.000000+00:00\", \"2019-07-17 16:26:00.000000+00:00\", \"2022-07-29 15:03:05.000000+00:00\", \"2022-02-24 11:55:45.000000+00:00\", \"2023-01-15 22:38:23.000000+00:00\", \"2023-04-18 15:54:24.000000+00:00\", \"2021-05-23 18:42:17.000000+00:00\", \"2019-06-26 18:20:09.000000+00:00\"], \"session_ids\": [\"d2b17eae-2c5c-4a6b-b96f-08fa92d425e5\", \"38f037af-4d4b-4b5f-943b-66928ee7560e\", \"b49453eb-c2f6-47bd-aa91-500561fc1620\", \"779b36e2-6f3d-464a-9e17-aa84a1a84fe1\", \"dfee6247-918b-417b-a795-e5c252e91be6\", \"bebfbb16-7650-4170-96e0-1b6b5413eb6f\", \"3c0ab061-ace3-40b2-b50f-4ccad5cfc6f9\", \"a0819384-73a0-47cf-8453-00cc39dd7f15\", \"8584d6d6-35c5-4f43-8f3d-e9d3970399a1\"], \"total_duration\": 196.0, \"total_sessions\": 9, \"mean_week_duration\": 0.852}, \"21438\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-25 04:22:58.000000+00:00\", \"2019-07-23 16:02:41.000000+00:00\", \"2023-02-04 08:46:27.000000+00:00\"], \"session_ids\": [\"2c245d92-299c-4f62-8f7c-c03f8a9cba32\", \"ac85e977-3c53-4650-bcfb-3d6499338388\", \"d77e2e5b-ff0d-4fe5-854f-ceae998e89ca\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.373}, \"81079\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-14 19:36:23.000000+00:00\", \"2019-05-21 15:35:13.000000+00:00\", \"2021-10-27 07:59:36.000000+00:00\", \"2020-04-16 18:01:56.000000+00:00\"], \"session_ids\": [\"2685459d-b673-4532-9904-d946e47d788f\", \"4c6b253d-6094-460b-8332-fad29904c229\", \"c43817e2-d861-49eb-9d87-7342dc822062\", \"4c09f054-eca7-40d3-a551-379467ae5b15\"], \"total_duration\": 1386.0, \"total_sessions\": 4, \"mean_week_duration\": 10.913}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 1152 and are less than 4425"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1152, 4425]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"81079\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-14 19:36:23.000000+00:00\", \"2019-05-21 15:35:13.000000+00:00\", \"2021-10-27 07:59:36.000000+00:00\", \"2020-04-16 18:01:56.000000+00:00\"], \"session_ids\": [\"2685459d-b673-4532-9904-d946e47d788f\", \"4c6b253d-6094-460b-8332-fad29904c229\", \"c43817e2-d861-49eb-9d87-7342dc822062\", \"4c09f054-eca7-40d3-a551-379467ae5b15\"], \"total_duration\": 1386.0, \"total_sessions\": 4, \"mean_week_duration\": 10.913}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"81079\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-14 19:36:23.000000+00:00\", \"2019-05-21 15:35:13.000000+00:00\", \"2021-10-27 07:59:36.000000+00:00\", \"2020-04-16 18:01:56.000000+00:00\"], \"session_ids\": [\"2685459d-b673-4532-9904-d946e47d788f\", \"4c6b253d-6094-460b-8332-fad29904c229\", \"c43817e2-d861-49eb-9d87-7342dc822062\", \"4c09f054-eca7-40d3-a551-379467ae5b15\"], \"total_duration\": 1386.0, \"total_sessions\": 4, \"mean_week_duration\": 10.913}}]\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[{\"81079\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-14 19:36:23.000000+00:00\", \"2019-05-21 15:35:13.000000+00:00\", \"2021-10-27 07:59:36.000000+00:00\", \"2020-04-16 18:01:56.000000+00:00\"], \"session_ids\": [\"2685459d-b673-4532-9904-d946e47d788f\", \"4c6b253d-6094-460b-8332-fad29904c229\", \"c43817e2-d861-49eb-9d87-7342dc822062\", \"4c09f054-eca7-40d3-a551-379467ae5b15\"], \"total_duration\": 1386.0, \"total_sessions\": 4, \"mean_week_duration\": 10.913}}]\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 with a total sessions that is strictly higher than 8 and lower than 4 , sort by name of the city from the smallest to the largest."
}
] |
[
{
"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{\"80127\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-03 13:43:31.000000+00:00\", \"2019-01-31 02:48:17.000000+00:00\"], \"session_ids\": [\"870c1dbf-56b2-42d9-8cdc-eeaf168c32d2\", \"6a9635d4-3a14-4a34-98ef-755ae136ec41\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.087}, \"59972\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-04-27 22:09:49.000000+00:00\", \"2021-06-08 13:06:05.000000+00:00\", \"2019-07-03 03:13:32.000000+00:00\", \"2022-04-02 07:12:05.000000+00:00\", \"2019-09-19 00:28:00.000000+00:00\"], \"session_ids\": [\"360ff2aa-1d13-49a8-a0fc-e402af6797ac\", \"1bc19948-efff-46bc-84f9-6a012ea249ff\", \"ccb79bb8-b68a-47d8-845a-62ab71211d89\", \"7dfcd2f0-7c5f-438e-87f6-3c331e134df9\", \"9b0c7a07-9441-43a7-a8e5-e12085bd2b82\"], \"total_duration\": 2530.0, \"total_sessions\": 5, \"mean_week_duration\": 17.569}, \"4780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-09 21:16:48.000000+00:00\", \"2019-09-06 22:23:24.000000+00:00\"], \"session_ids\": [\"6afa4aea-cca0-49fd-a4be-793b5949b001\", \"0f8bb88e-f1b0-48c5-8305-a59e82480ace\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.371}, \"1813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-04 15:47:19.000000+00:00\", \"2022-03-18 16:36:42.000000+00:00\", \"2022-08-13 18:07:20.000000+00:00\"], \"session_ids\": [\"b7172681-132f-4a0f-9efd-4c106376ca07\", \"d33cf696-fbca-46a4-bb4a-f4a6765fc54f\", \"72edb086-5e18-42a5-a3b1-35284907bd16\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 7.562}, \"64742\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-30 21:07:25.000000+00:00\", \"2022-04-01 22:57:06.000000+00:00\"], \"session_ids\": [\"637138c4-66f1-489b-8c2d-5a1e029b42d4\", \"b54e0dc6-4bf3-4625-a66b-d1d658826fda\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.743}, \"47054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-08-14 12:22:04.000000+00:00\", \"2021-04-01 21:57:30.000000+00:00\"], \"session_ids\": [\"47709d75-20c9-46b0-b44b-cbfdc8fc0cb7\", \"73682b44-59e7-4087-a2a0-23eafeae6096\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}, \"49048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-10 06:32:04.000000+00:00\", \"2020-05-02 10:38:15.000000+00:00\"], \"session_ids\": [\"3490ee34-9e5e-42f4-969c-7648bc599591\", \"24f6c003-c34d-46a3-b6f2-6e2c829ec25d\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}, \"93902\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-07 19:13:04.000000+00:00\", \"2023-02-15 07:36:00.000000+00:00\"], \"session_ids\": [\"fa021967-2b69-4b47-bfcd-4ae9f06206dc\", \"61dd472d-4a4f-40a7-a5bb-23fd23010957\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}, \"90431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-14 00:32:23.000000+00:00\", \"2021-04-04 00:23:01.000000+00:00\"], \"session_ids\": [\"a8160210-b3c1-4e58-a7ba-97ef016d9a1d\", \"37a6a511-f0e3-408c-8b42-f6051fc840ae\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 141.0}, \"88266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-07 04:55:55.000000+00:00\", \"2021-05-10 05:23:54.000000+00:00\", \"2022-05-15 08:23:51.000000+00:00\", \"2021-07-14 10:57:16.000000+00:00\", \"2023-01-26 16:23:19.000000+00:00\", \"2021-06-30 22:09:02.000000+00:00\", \"2019-04-10 22:12:56.000000+00:00\", \"2019-07-01 15:37:46.000000+00:00\", \"2022-12-29 17:02:32.000000+00:00\", \"2022-01-16 07:26:37.000000+00:00\", \"2020-08-08 03:17:33.000000+00:00\"], \"session_ids\": [\"bda21db2-2304-4e79-ad0c-21262117c9c6\", \"90c3073c-36fe-49b0-a7e0-ac77fa3c94d8\", \"c629b4b4-e085-4996-8d94-06170fa33cf4\", \"dc62c893-032d-4b2b-9a04-94f1b5499489\", \"1acd1a48-099d-488f-966a-a47bda17e1b5\", \"23777e1c-3552-4238-a84a-cdc1d721fd8c\", \"a03f74f0-8f61-45ef-a044-9facc23d87c4\", \"3ae6b642-db44-406d-a2df-26433bb49e41\", \"c3c0d059-b6f3-4215-95ca-650208b12edd\", \"7e83f2c6-e977-4482-bc1d-399afc7efec8\", \"4acaf15f-bd95-45a4-a498-f495447934d4\"], \"total_duration\": 58615.0, \"total_sessions\": 11, \"mean_week_duration\": 296.035}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 4 and are greater than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80127\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-03 13:43:31.000000+00:00\", \"2019-01-31 02:48:17.000000+00:00\"], \"session_ids\": [\"870c1dbf-56b2-42d9-8cdc-eeaf168c32d2\", \"6a9635d4-3a14-4a34-98ef-755ae136ec41\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.087}, \"4780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-09 21:16:48.000000+00:00\", \"2019-09-06 22:23:24.000000+00:00\"], \"session_ids\": [\"6afa4aea-cca0-49fd-a4be-793b5949b001\", \"0f8bb88e-f1b0-48c5-8305-a59e82480ace\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.371}, \"1813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-04 15:47:19.000000+00:00\", \"2022-03-18 16:36:42.000000+00:00\", \"2022-08-13 18:07:20.000000+00:00\"], \"session_ids\": [\"b7172681-132f-4a0f-9efd-4c106376ca07\", \"d33cf696-fbca-46a4-bb4a-f4a6765fc54f\", \"72edb086-5e18-42a5-a3b1-35284907bd16\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 7.562}, \"64742\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-30 21:07:25.000000+00:00\", \"2022-04-01 22:57:06.000000+00:00\"], \"session_ids\": [\"637138c4-66f1-489b-8c2d-5a1e029b42d4\", \"b54e0dc6-4bf3-4625-a66b-d1d658826fda\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.743}, \"47054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-08-14 12:22:04.000000+00:00\", \"2021-04-01 21:57:30.000000+00:00\"], \"session_ids\": [\"47709d75-20c9-46b0-b44b-cbfdc8fc0cb7\", \"73682b44-59e7-4087-a2a0-23eafeae6096\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}, \"49048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-10 06:32:04.000000+00:00\", \"2020-05-02 10:38:15.000000+00:00\"], \"session_ids\": [\"3490ee34-9e5e-42f4-969c-7648bc599591\", \"24f6c003-c34d-46a3-b6f2-6e2c829ec25d\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}, \"93902\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-07 19:13:04.000000+00:00\", \"2023-02-15 07:36:00.000000+00:00\"], \"session_ids\": [\"fa021967-2b69-4b47-bfcd-4ae9f06206dc\", \"61dd472d-4a4f-40a7-a5bb-23fd23010957\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}, \"90431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-14 00:32:23.000000+00:00\", \"2021-04-04 00:23:01.000000+00:00\"], \"session_ids\": [\"a8160210-b3c1-4e58-a7ba-97ef016d9a1d\", \"37a6a511-f0e3-408c-8b42-f6051fc840ae\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 141.0}, \"88266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-07 04:55:55.000000+00:00\", \"2021-05-10 05:23:54.000000+00:00\", \"2022-05-15 08:23:51.000000+00:00\", \"2021-07-14 10:57:16.000000+00:00\", \"2023-01-26 16:23:19.000000+00:00\", \"2021-06-30 22:09:02.000000+00:00\", \"2019-04-10 22:12:56.000000+00:00\", \"2019-07-01 15:37:46.000000+00:00\", \"2022-12-29 17:02:32.000000+00:00\", \"2022-01-16 07:26:37.000000+00:00\", \"2020-08-08 03:17:33.000000+00:00\"], \"session_ids\": [\"bda21db2-2304-4e79-ad0c-21262117c9c6\", \"90c3073c-36fe-49b0-a7e0-ac77fa3c94d8\", \"c629b4b4-e085-4996-8d94-06170fa33cf4\", \"dc62c893-032d-4b2b-9a04-94f1b5499489\", \"1acd1a48-099d-488f-966a-a47bda17e1b5\", \"23777e1c-3552-4238-a84a-cdc1d721fd8c\", \"a03f74f0-8f61-45ef-a044-9facc23d87c4\", \"3ae6b642-db44-406d-a2df-26433bb49e41\", \"c3c0d059-b6f3-4215-95ca-650208b12edd\", \"7e83f2c6-e977-4482-bc1d-399afc7efec8\", \"4acaf15f-bd95-45a4-a498-f495447934d4\"], \"total_duration\": 58615.0, \"total_sessions\": 11, \"mean_week_duration\": 296.035}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"88266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-07 04:55:55.000000+00:00\", \"2021-05-10 05:23:54.000000+00:00\", \"2022-05-15 08:23:51.000000+00:00\", \"2021-07-14 10:57:16.000000+00:00\", \"2023-01-26 16:23:19.000000+00:00\", \"2021-06-30 22:09:02.000000+00:00\", \"2019-04-10 22:12:56.000000+00:00\", \"2019-07-01 15:37:46.000000+00:00\", \"2022-12-29 17:02:32.000000+00:00\", \"2022-01-16 07:26:37.000000+00:00\", \"2020-08-08 03:17:33.000000+00:00\"], \"session_ids\": [\"bda21db2-2304-4e79-ad0c-21262117c9c6\", \"90c3073c-36fe-49b0-a7e0-ac77fa3c94d8\", \"c629b4b4-e085-4996-8d94-06170fa33cf4\", \"dc62c893-032d-4b2b-9a04-94f1b5499489\", \"1acd1a48-099d-488f-966a-a47bda17e1b5\", \"23777e1c-3552-4238-a84a-cdc1d721fd8c\", \"a03f74f0-8f61-45ef-a044-9facc23d87c4\", \"3ae6b642-db44-406d-a2df-26433bb49e41\", \"c3c0d059-b6f3-4215-95ca-650208b12edd\", \"7e83f2c6-e977-4482-bc1d-399afc7efec8\", \"4acaf15f-bd95-45a4-a498-f495447934d4\"], \"total_duration\": 58615.0, \"total_sessions\": 11, \"mean_week_duration\": 296.035}}, {\"4780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-09 21:16:48.000000+00:00\", \"2019-09-06 22:23:24.000000+00:00\"], \"session_ids\": [\"6afa4aea-cca0-49fd-a4be-793b5949b001\", \"0f8bb88e-f1b0-48c5-8305-a59e82480ace\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.371}}, {\"64742\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-30 21:07:25.000000+00:00\", \"2022-04-01 22:57:06.000000+00:00\"], \"session_ids\": [\"637138c4-66f1-489b-8c2d-5a1e029b42d4\", \"b54e0dc6-4bf3-4625-a66b-d1d658826fda\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.743}}, {\"1813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-04 15:47:19.000000+00:00\", \"2022-03-18 16:36:42.000000+00:00\", \"2022-08-13 18:07:20.000000+00:00\"], \"session_ids\": [\"b7172681-132f-4a0f-9efd-4c106376ca07\", \"d33cf696-fbca-46a4-bb4a-f4a6765fc54f\", \"72edb086-5e18-42a5-a3b1-35284907bd16\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 7.562}}, {\"47054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-08-14 12:22:04.000000+00:00\", \"2021-04-01 21:57:30.000000+00:00\"], \"session_ids\": [\"47709d75-20c9-46b0-b44b-cbfdc8fc0cb7\", \"73682b44-59e7-4087-a2a0-23eafeae6096\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}}, {\"80127\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-03 13:43:31.000000+00:00\", \"2019-01-31 02:48:17.000000+00:00\"], \"session_ids\": [\"870c1dbf-56b2-42d9-8cdc-eeaf168c32d2\", \"6a9635d4-3a14-4a34-98ef-755ae136ec41\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.087}}, {\"90431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-14 00:32:23.000000+00:00\", \"2021-04-04 00:23:01.000000+00:00\"], \"session_ids\": [\"a8160210-b3c1-4e58-a7ba-97ef016d9a1d\", \"37a6a511-f0e3-408c-8b42-f6051fc840ae\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 141.0}}, {\"93902\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-07 19:13:04.000000+00:00\", \"2023-02-15 07:36:00.000000+00:00\"], \"session_ids\": [\"fa021967-2b69-4b47-bfcd-4ae9f06206dc\", \"61dd472d-4a4f-40a7-a5bb-23fd23010957\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}}, {\"49048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-10 06:32:04.000000+00:00\", \"2020-05-02 10:38:15.000000+00:00\"], \"session_ids\": [\"3490ee34-9e5e-42f4-969c-7648bc599591\", \"24f6c003-c34d-46a3-b6f2-6e2c829ec25d\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}}]\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[{\"88266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-07 04:55:55.000000+00:00\", \"2021-05-10 05:23:54.000000+00:00\", \"2022-05-15 08:23:51.000000+00:00\", \"2021-07-14 10:57:16.000000+00:00\", \"2023-01-26 16:23:19.000000+00:00\", \"2021-06-30 22:09:02.000000+00:00\", \"2019-04-10 22:12:56.000000+00:00\", \"2019-07-01 15:37:46.000000+00:00\", \"2022-12-29 17:02:32.000000+00:00\", \"2022-01-16 07:26:37.000000+00:00\", \"2020-08-08 03:17:33.000000+00:00\"], \"session_ids\": [\"bda21db2-2304-4e79-ad0c-21262117c9c6\", \"90c3073c-36fe-49b0-a7e0-ac77fa3c94d8\", \"c629b4b4-e085-4996-8d94-06170fa33cf4\", \"dc62c893-032d-4b2b-9a04-94f1b5499489\", \"1acd1a48-099d-488f-966a-a47bda17e1b5\", \"23777e1c-3552-4238-a84a-cdc1d721fd8c\", \"a03f74f0-8f61-45ef-a044-9facc23d87c4\", \"3ae6b642-db44-406d-a2df-26433bb49e41\", \"c3c0d059-b6f3-4215-95ca-650208b12edd\", \"7e83f2c6-e977-4482-bc1d-399afc7efec8\", \"4acaf15f-bd95-45a4-a498-f495447934d4\"], \"total_duration\": 58615.0, \"total_sessions\": 11, \"mean_week_duration\": 296.035}}, {\"4780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-09 21:16:48.000000+00:00\", \"2019-09-06 22:23:24.000000+00:00\"], \"session_ids\": [\"6afa4aea-cca0-49fd-a4be-793b5949b001\", \"0f8bb88e-f1b0-48c5-8305-a59e82480ace\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.371}}]\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[{\"88266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-07 04:55:55.000000+00:00\", \"2021-05-10 05:23:54.000000+00:00\", \"2022-05-15 08:23:51.000000+00:00\", \"2021-07-14 10:57:16.000000+00:00\", \"2023-01-26 16:23:19.000000+00:00\", \"2021-06-30 22:09:02.000000+00:00\", \"2019-04-10 22:12:56.000000+00:00\", \"2019-07-01 15:37:46.000000+00:00\", \"2022-12-29 17:02:32.000000+00:00\", \"2022-01-16 07:26:37.000000+00:00\", \"2020-08-08 03:17:33.000000+00:00\"], \"session_ids\": [\"bda21db2-2304-4e79-ad0c-21262117c9c6\", \"90c3073c-36fe-49b0-a7e0-ac77fa3c94d8\", \"c629b4b4-e085-4996-8d94-06170fa33cf4\", \"dc62c893-032d-4b2b-9a04-94f1b5499489\", \"1acd1a48-099d-488f-966a-a47bda17e1b5\", \"23777e1c-3552-4238-a84a-cdc1d721fd8c\", \"a03f74f0-8f61-45ef-a044-9facc23d87c4\", \"3ae6b642-db44-406d-a2df-26433bb49e41\", \"c3c0d059-b6f3-4215-95ca-650208b12edd\", \"7e83f2c6-e977-4482-bc1d-399afc7efec8\", \"4acaf15f-bd95-45a4-a498-f495447934d4\"], \"total_duration\": 58615.0, \"total_sessions\": 11, \"mean_week_duration\": 296.035}}, {\"4780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-09 21:16:48.000000+00:00\", \"2019-09-06 22:23:24.000000+00:00\"], \"session_ids\": [\"6afa4aea-cca0-49fd-a4be-793b5949b001\", \"0f8bb88e-f1b0-48c5-8305-a59e82480ace\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.371}}]\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 curious about user I can't find living in city Hanoi and put to use sorting by total duration decliningly."
}
] |
[
{
"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{\"25882\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-21 18:27:45.000000+00:00\", \"2019-11-29 17:39:57.000000+00:00\"], \"session_ids\": [\"59e7a67b-952f-47ce-8db1-60323f619200\", \"aca90145-4ca6-41d1-8be1-ddb19091af50\"], \"total_duration\": 401.0, \"total_sessions\": 2, \"mean_week_duration\": 2.728}, \"59423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-22 08:34:21.000000+00:00\", \"2019-05-19 11:58:58.000000+00:00\", \"2019-11-14 16:48:32.000000+00:00\", \"2022-10-09 23:40:19.000000+00:00\", \"2022-02-21 17:30:58.000000+00:00\"], \"session_ids\": [\"cf029f0a-bc93-41c9-bbc2-df988a71e0fe\", \"c7eb3c39-ba2c-44ad-a2b0-80efbb28b746\", \"c155dae6-5b4f-4c58-972a-29103a419e6e\", \"3b5e169c-4463-4c58-a887-493e6254beb9\", \"d3c4b74e-bbb2-4346-9ae1-6e92aee93690\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 8.881}, \"5063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-10 09:52:40.000000+00:00\", \"2020-05-13 02:09:21.000000+00:00\", \"2021-04-28 19:06:36.000000+00:00\", \"2021-09-01 22:56:48.000000+00:00\"], \"session_ids\": [\"b1b2f8fb-c10d-4c85-b4e0-3fb2349f68e0\", \"a60bc749-b36c-47b8-8fc4-a4b40a708bad\", \"9fce7c11-b358-499f-910b-101c8ecab84b\", \"705e77e8-f43c-4e73-810d-d4a50f49027f\"], \"total_duration\": 1439.0, \"total_sessions\": 4, \"mean_week_duration\": 14.99}, \"93483\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-14 02:12:15.000000+00:00\", \"2019-09-15 18:15:34.000000+00:00\"], \"session_ids\": [\"c97b58ef-1b09-4dda-99cf-8779d5c48aa3\", \"944892b9-e981-4db0-9e02-a6558de2edee\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 6.323}, \"46704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-11-13 22:18:34.000000+00:00\", \"2022-01-25 04:27:03.000000+00:00\", \"2021-04-29 13:35:14.000000+00:00\"], \"session_ids\": [\"64e95357-424e-4548-84e2-fae6d24b6ec1\", \"db0a3a87-2acd-47f3-9025-d9474b96918f\", \"11514ae4-be99-48b9-aa83-b2f82a1cd2cf\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.365}, \"81848\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-31 12:50:48.000000+00:00\", \"2019-08-03 00:38:16.000000+00:00\", \"2019-08-18 20:02:14.000000+00:00\", \"2021-03-07 01:46:35.000000+00:00\"], \"session_ids\": [\"711ff77e-c21f-4064-a45f-6bc3fef4c57b\", \"f89b5105-37fe-49a4-87b9-8f139ebb3122\", \"3af5c9c0-2026-4c11-a43a-8769eb6b5b2d\", \"71fed9e9-2686-41d1-b840-f0b0740881e1\"], \"total_duration\": 1773.0, \"total_sessions\": 4, \"mean_week_duration\": 21.107}, \"67934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-08 09:47:17.000000+00:00\", \"2020-08-05 05:49:29.000000+00:00\", \"2020-02-26 05:22:43.000000+00:00\", \"2019-08-08 08:02:11.000000+00:00\", \"2020-10-06 07:45:00.000000+00:00\", \"2021-06-09 11:14:53.000000+00:00\", \"2022-11-05 11:47:34.000000+00:00\"], \"session_ids\": [\"8cfd996f-1041-4854-a7b8-7fa268bc0e13\", \"2f947ef6-74bf-4acf-8fd2-509d6ee053cd\", \"1f93b9d1-ad06-4966-b90c-98016e88b4d7\", \"17a519b5-32b9-4706-b1e0-315c6bf5517e\", \"72f4e0c4-2778-411d-ade2-a1b9942beff8\", \"558b164e-e21c-4e76-8325-0acd83567212\", \"444b9b0a-188b-46b2-9ba6-9da7a6cfdccb\"], \"total_duration\": 10822.0, \"total_sessions\": 7, \"mean_week_duration\": 56.365}, \"72781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-29 05:16:06.000000+00:00\", \"2020-12-21 07:53:32.000000+00:00\"], \"session_ids\": [\"1e7316a2-504e-4fcd-a696-21491b64998b\", \"1c75969f-4a5b-43ca-bddf-f8e6fd0a2230\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.21}, \"42806\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-05 10:08:50.000000+00:00\", \"2019-08-26 23:54:45.000000+00:00\"], \"session_ids\": [\"16416b7f-7595-4cc5-a610-01a73686d62b\", \"681dc481-4c18-4da0-a338-39de533300b0\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.363}, \"97450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-13 12:39:34.000000+00:00\", \"2022-09-23 14:08:21.000000+00:00\"], \"session_ids\": [\"8dee3f7c-040c-489b-8725-16df1acb5840\", \"5597ce51-6eb4-410d-9a27-5abad22e08ca\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is not Hanoi"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Hanoi\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"25882\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-21 18:27:45.000000+00:00\", \"2019-11-29 17:39:57.000000+00:00\"], \"session_ids\": [\"59e7a67b-952f-47ce-8db1-60323f619200\", \"aca90145-4ca6-41d1-8be1-ddb19091af50\"], \"total_duration\": 401.0, \"total_sessions\": 2, \"mean_week_duration\": 2.728}, \"59423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-22 08:34:21.000000+00:00\", \"2019-05-19 11:58:58.000000+00:00\", \"2019-11-14 16:48:32.000000+00:00\", \"2022-10-09 23:40:19.000000+00:00\", \"2022-02-21 17:30:58.000000+00:00\"], \"session_ids\": [\"cf029f0a-bc93-41c9-bbc2-df988a71e0fe\", \"c7eb3c39-ba2c-44ad-a2b0-80efbb28b746\", \"c155dae6-5b4f-4c58-972a-29103a419e6e\", \"3b5e169c-4463-4c58-a887-493e6254beb9\", \"d3c4b74e-bbb2-4346-9ae1-6e92aee93690\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 8.881}, \"5063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-10 09:52:40.000000+00:00\", \"2020-05-13 02:09:21.000000+00:00\", \"2021-04-28 19:06:36.000000+00:00\", \"2021-09-01 22:56:48.000000+00:00\"], \"session_ids\": [\"b1b2f8fb-c10d-4c85-b4e0-3fb2349f68e0\", \"a60bc749-b36c-47b8-8fc4-a4b40a708bad\", \"9fce7c11-b358-499f-910b-101c8ecab84b\", \"705e77e8-f43c-4e73-810d-d4a50f49027f\"], \"total_duration\": 1439.0, \"total_sessions\": 4, \"mean_week_duration\": 14.99}, \"93483\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-14 02:12:15.000000+00:00\", \"2019-09-15 18:15:34.000000+00:00\"], \"session_ids\": [\"c97b58ef-1b09-4dda-99cf-8779d5c48aa3\", \"944892b9-e981-4db0-9e02-a6558de2edee\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 6.323}, \"46704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-11-13 22:18:34.000000+00:00\", \"2022-01-25 04:27:03.000000+00:00\", \"2021-04-29 13:35:14.000000+00:00\"], \"session_ids\": [\"64e95357-424e-4548-84e2-fae6d24b6ec1\", \"db0a3a87-2acd-47f3-9025-d9474b96918f\", \"11514ae4-be99-48b9-aa83-b2f82a1cd2cf\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.365}, \"81848\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-31 12:50:48.000000+00:00\", \"2019-08-03 00:38:16.000000+00:00\", \"2019-08-18 20:02:14.000000+00:00\", \"2021-03-07 01:46:35.000000+00:00\"], \"session_ids\": [\"711ff77e-c21f-4064-a45f-6bc3fef4c57b\", \"f89b5105-37fe-49a4-87b9-8f139ebb3122\", \"3af5c9c0-2026-4c11-a43a-8769eb6b5b2d\", \"71fed9e9-2686-41d1-b840-f0b0740881e1\"], \"total_duration\": 1773.0, \"total_sessions\": 4, \"mean_week_duration\": 21.107}, \"67934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-08 09:47:17.000000+00:00\", \"2020-08-05 05:49:29.000000+00:00\", \"2020-02-26 05:22:43.000000+00:00\", \"2019-08-08 08:02:11.000000+00:00\", \"2020-10-06 07:45:00.000000+00:00\", \"2021-06-09 11:14:53.000000+00:00\", \"2022-11-05 11:47:34.000000+00:00\"], \"session_ids\": [\"8cfd996f-1041-4854-a7b8-7fa268bc0e13\", \"2f947ef6-74bf-4acf-8fd2-509d6ee053cd\", \"1f93b9d1-ad06-4966-b90c-98016e88b4d7\", \"17a519b5-32b9-4706-b1e0-315c6bf5517e\", \"72f4e0c4-2778-411d-ade2-a1b9942beff8\", \"558b164e-e21c-4e76-8325-0acd83567212\", \"444b9b0a-188b-46b2-9ba6-9da7a6cfdccb\"], \"total_duration\": 10822.0, \"total_sessions\": 7, \"mean_week_duration\": 56.365}, \"72781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-29 05:16:06.000000+00:00\", \"2020-12-21 07:53:32.000000+00:00\"], \"session_ids\": [\"1e7316a2-504e-4fcd-a696-21491b64998b\", \"1c75969f-4a5b-43ca-bddf-f8e6fd0a2230\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.21}, \"42806\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-05 10:08:50.000000+00:00\", \"2019-08-26 23:54:45.000000+00:00\"], \"session_ids\": [\"16416b7f-7595-4cc5-a610-01a73686d62b\", \"681dc481-4c18-4da0-a338-39de533300b0\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.363}, \"97450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-13 12:39:34.000000+00:00\", \"2022-09-23 14:08:21.000000+00:00\"], \"session_ids\": [\"8dee3f7c-040c-489b-8725-16df1acb5840\", \"5597ce51-6eb4-410d-9a27-5abad22e08ca\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"67934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-08 09:47:17.000000+00:00\", \"2020-08-05 05:49:29.000000+00:00\", \"2020-02-26 05:22:43.000000+00:00\", \"2019-08-08 08:02:11.000000+00:00\", \"2020-10-06 07:45:00.000000+00:00\", \"2021-06-09 11:14:53.000000+00:00\", \"2022-11-05 11:47:34.000000+00:00\"], \"session_ids\": [\"8cfd996f-1041-4854-a7b8-7fa268bc0e13\", \"2f947ef6-74bf-4acf-8fd2-509d6ee053cd\", \"1f93b9d1-ad06-4966-b90c-98016e88b4d7\", \"17a519b5-32b9-4706-b1e0-315c6bf5517e\", \"72f4e0c4-2778-411d-ade2-a1b9942beff8\", \"558b164e-e21c-4e76-8325-0acd83567212\", \"444b9b0a-188b-46b2-9ba6-9da7a6cfdccb\"], \"total_duration\": 10822.0, \"total_sessions\": 7, \"mean_week_duration\": 56.365}}, {\"81848\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-31 12:50:48.000000+00:00\", \"2019-08-03 00:38:16.000000+00:00\", \"2019-08-18 20:02:14.000000+00:00\", \"2021-03-07 01:46:35.000000+00:00\"], \"session_ids\": [\"711ff77e-c21f-4064-a45f-6bc3fef4c57b\", \"f89b5105-37fe-49a4-87b9-8f139ebb3122\", \"3af5c9c0-2026-4c11-a43a-8769eb6b5b2d\", \"71fed9e9-2686-41d1-b840-f0b0740881e1\"], \"total_duration\": 1773.0, \"total_sessions\": 4, \"mean_week_duration\": 21.107}}, {\"59423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-22 08:34:21.000000+00:00\", \"2019-05-19 11:58:58.000000+00:00\", \"2019-11-14 16:48:32.000000+00:00\", \"2022-10-09 23:40:19.000000+00:00\", \"2022-02-21 17:30:58.000000+00:00\"], \"session_ids\": [\"cf029f0a-bc93-41c9-bbc2-df988a71e0fe\", \"c7eb3c39-ba2c-44ad-a2b0-80efbb28b746\", \"c155dae6-5b4f-4c58-972a-29103a419e6e\", \"3b5e169c-4463-4c58-a887-493e6254beb9\", \"d3c4b74e-bbb2-4346-9ae1-6e92aee93690\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 8.881}}, {\"5063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-10 09:52:40.000000+00:00\", \"2020-05-13 02:09:21.000000+00:00\", \"2021-04-28 19:06:36.000000+00:00\", \"2021-09-01 22:56:48.000000+00:00\"], \"session_ids\": [\"b1b2f8fb-c10d-4c85-b4e0-3fb2349f68e0\", \"a60bc749-b36c-47b8-8fc4-a4b40a708bad\", \"9fce7c11-b358-499f-910b-101c8ecab84b\", \"705e77e8-f43c-4e73-810d-d4a50f49027f\"], \"total_duration\": 1439.0, \"total_sessions\": 4, \"mean_week_duration\": 14.99}}, {\"93483\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-14 02:12:15.000000+00:00\", \"2019-09-15 18:15:34.000000+00:00\"], \"session_ids\": [\"c97b58ef-1b09-4dda-99cf-8779d5c48aa3\", \"944892b9-e981-4db0-9e02-a6558de2edee\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 6.323}}, {\"25882\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-21 18:27:45.000000+00:00\", \"2019-11-29 17:39:57.000000+00:00\"], \"session_ids\": [\"59e7a67b-952f-47ce-8db1-60323f619200\", \"aca90145-4ca6-41d1-8be1-ddb19091af50\"], \"total_duration\": 401.0, \"total_sessions\": 2, \"mean_week_duration\": 2.728}}, {\"46704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-11-13 22:18:34.000000+00:00\", \"2022-01-25 04:27:03.000000+00:00\", \"2021-04-29 13:35:14.000000+00:00\"], \"session_ids\": [\"64e95357-424e-4548-84e2-fae6d24b6ec1\", \"db0a3a87-2acd-47f3-9025-d9474b96918f\", \"11514ae4-be99-48b9-aa83-b2f82a1cd2cf\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.365}}, {\"42806\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-05 10:08:50.000000+00:00\", \"2019-08-26 23:54:45.000000+00:00\"], \"session_ids\": [\"16416b7f-7595-4cc5-a610-01a73686d62b\", \"681dc481-4c18-4da0-a338-39de533300b0\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.363}}, {\"72781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-29 05:16:06.000000+00:00\", \"2020-12-21 07:53:32.000000+00:00\"], \"session_ids\": [\"1e7316a2-504e-4fcd-a696-21491b64998b\", \"1c75969f-4a5b-43ca-bddf-f8e6fd0a2230\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.21}}, {\"97450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-13 12:39:34.000000+00:00\", \"2022-09-23 14:08:21.000000+00:00\"], \"session_ids\": [\"8dee3f7c-040c-489b-8725-16df1acb5840\", \"5597ce51-6eb4-410d-9a27-5abad22e08ca\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"67934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-08 09:47:17.000000+00:00\", \"2020-08-05 05:49:29.000000+00:00\", \"2020-02-26 05:22:43.000000+00:00\", \"2019-08-08 08:02:11.000000+00:00\", \"2020-10-06 07:45:00.000000+00:00\", \"2021-06-09 11:14:53.000000+00:00\", \"2022-11-05 11:47:34.000000+00:00\"], \"session_ids\": [\"8cfd996f-1041-4854-a7b8-7fa268bc0e13\", \"2f947ef6-74bf-4acf-8fd2-509d6ee053cd\", \"1f93b9d1-ad06-4966-b90c-98016e88b4d7\", \"17a519b5-32b9-4706-b1e0-315c6bf5517e\", \"72f4e0c4-2778-411d-ade2-a1b9942beff8\", \"558b164e-e21c-4e76-8325-0acd83567212\", \"444b9b0a-188b-46b2-9ba6-9da7a6cfdccb\"], \"total_duration\": 10822.0, \"total_sessions\": 7, \"mean_week_duration\": 56.365}}]\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[{\"67934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-08 09:47:17.000000+00:00\", \"2020-08-05 05:49:29.000000+00:00\", \"2020-02-26 05:22:43.000000+00:00\", \"2019-08-08 08:02:11.000000+00:00\", \"2020-10-06 07:45:00.000000+00:00\", \"2021-06-09 11:14:53.000000+00:00\", \"2022-11-05 11:47:34.000000+00:00\"], \"session_ids\": [\"8cfd996f-1041-4854-a7b8-7fa268bc0e13\", \"2f947ef6-74bf-4acf-8fd2-509d6ee053cd\", \"1f93b9d1-ad06-4966-b90c-98016e88b4d7\", \"17a519b5-32b9-4706-b1e0-315c6bf5517e\", \"72f4e0c4-2778-411d-ade2-a1b9942beff8\", \"558b164e-e21c-4e76-8325-0acd83567212\", \"444b9b0a-188b-46b2-9ba6-9da7a6cfdccb\"], \"total_duration\": 10822.0, \"total_sessions\": 7, \"mean_week_duration\": 56.365}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about 8 users whose sessions count is greater than 3 plus apply sorting by duration summation of sessions per week in asc and in addition remain only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"44498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-05 03:04:39.000000+00:00\", \"2022-09-17 16:26:39.000000+00:00\"], \"session_ids\": [\"bca22d54-5b7d-41ca-8acf-1da22be58972\", \"f84f4548-d29c-47a2-85cb-e3efc90087c3\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"76030\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-05-30 15:32:05.000000+00:00\", \"2019-04-29 20:06:38.000000+00:00\"], \"session_ids\": [\"ce3fbc6f-77d9-49a5-801e-40358e39ebf7\", \"116407de-3920-466e-b1f8-464cacc389f3\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 96.6}, \"87123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-31 19:11:18.000000+00:00\", \"2021-09-21 11:02:53.000000+00:00\"], \"session_ids\": [\"3c70fd9c-5bab-4854-9d0a-2d917df3b44c\", \"5e8727a5-762e-4a84-bc80-581ab17369f0\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}, \"96415\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-01 02:50:48.000000+00:00\", \"2023-03-07 05:49:48.000000+00:00\"], \"session_ids\": [\"9aa49bd4-de5e-4345-8fb9-af40c26f54ad\", \"4a87d2ca-f6d6-4624-bd71-b1ed0f9e1d62\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}, \"41231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-24 19:17:47.000000+00:00\", \"2022-07-18 18:48:49.000000+00:00\", \"2021-06-10 10:08:13.000000+00:00\", \"2022-09-22 12:31:11.000000+00:00\", \"2019-05-21 18:32:00.000000+00:00\", \"2021-11-27 05:32:25.000000+00:00\", \"2023-01-26 21:06:52.000000+00:00\", \"2023-01-15 10:44:19.000000+00:00\", \"2022-05-03 14:51:49.000000+00:00\", \"2022-10-15 18:50:46.000000+00:00\"], \"session_ids\": [\"3d80f804-b193-4507-9e8c-6d73edbf24b8\", \"62d6d0d2-6200-4d71-9e4c-91d8979c9802\", \"6f7d1ef3-ab1e-4bde-ac27-f9708e436373\", \"cbc7f4c2-1c14-4ba7-8176-726a11680b13\", \"aaff4ef7-0afa-4348-ab2a-2b8167cf4a02\", \"23443279-ad9c-44a4-858f-7ac99dd47b0e\", \"6ca20326-4336-4f79-a1e3-13fb7891e04e\", \"91988450-7e3c-4f86-8778-78a1e6f1ba04\", \"9d5f0a39-122c-44a8-a175-881cd23b4490\", \"0d54f607-3295-40b5-a2f2-a7ec717655fc\"], \"total_duration\": 23050.0, \"total_sessions\": 10, \"mean_week_duration\": 119.43}, \"53374\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-09 13:33:57.000000+00:00\", \"2019-02-18 08:41:49.000000+00:00\"], \"session_ids\": [\"2a1fc0ff-c932-4293-8295-0843f4b3f974\", \"a715dfb7-2350-4367-bc51-22347aa1d125\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 4.517}, \"91139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-04-19 18:54:28.000000+00:00\", \"2022-04-27 12:25:10.000000+00:00\"], \"session_ids\": [\"aaebc7cd-27c0-40d7-82e4-a6909361c253\", \"46dfb69a-3b77-4345-888d-4fb8d5d437f6\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.528}, \"50483\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-15 06:24:16.000000+00:00\", \"2021-12-27 23:43:06.000000+00:00\"], \"session_ids\": [\"024c3e78-204c-44a0-a890-9eb42a22bded\", \"32be219a-fae7-4722-b152-a92cf140b45a\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 3.15}, \"77882\": {\"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\": \"Belize City\", \"datetimes\": [\"2021-04-16 19:08:20.000000+00:00\", \"2020-08-08 11:26:34.000000+00:00\"], \"session_ids\": [\"2db77665-dabe-44da-8d12-87a3ea8e442d\", \"c2435901-d55c-4738-8fee-f20f0c4e8375\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 2.611}, \"81401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-14 06:34:18.000000+00:00\", \"2021-03-09 23:33:49.000000+00:00\", \"2021-02-22 02:28:06.000000+00:00\"], \"session_ids\": [\"327952b8-c275-4472-84ce-834832d0756c\", \"ab7a79ae-34b3-470b-b372-945de7bfafbe\", \"67a9f0b8-f0ea-497f-97d9-1b21fbe43056\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.51}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 3"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-24 19:17:47.000000+00:00\", \"2022-07-18 18:48:49.000000+00:00\", \"2021-06-10 10:08:13.000000+00:00\", \"2022-09-22 12:31:11.000000+00:00\", \"2019-05-21 18:32:00.000000+00:00\", \"2021-11-27 05:32:25.000000+00:00\", \"2023-01-26 21:06:52.000000+00:00\", \"2023-01-15 10:44:19.000000+00:00\", \"2022-05-03 14:51:49.000000+00:00\", \"2022-10-15 18:50:46.000000+00:00\"], \"session_ids\": [\"3d80f804-b193-4507-9e8c-6d73edbf24b8\", \"62d6d0d2-6200-4d71-9e4c-91d8979c9802\", \"6f7d1ef3-ab1e-4bde-ac27-f9708e436373\", \"cbc7f4c2-1c14-4ba7-8176-726a11680b13\", \"aaff4ef7-0afa-4348-ab2a-2b8167cf4a02\", \"23443279-ad9c-44a4-858f-7ac99dd47b0e\", \"6ca20326-4336-4f79-a1e3-13fb7891e04e\", \"91988450-7e3c-4f86-8778-78a1e6f1ba04\", \"9d5f0a39-122c-44a8-a175-881cd23b4490\", \"0d54f607-3295-40b5-a2f2-a7ec717655fc\"], \"total_duration\": 23050.0, \"total_sessions\": 10, \"mean_week_duration\": 119.43}, \"81401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-14 06:34:18.000000+00:00\", \"2021-03-09 23:33:49.000000+00:00\", \"2021-02-22 02:28:06.000000+00:00\"], \"session_ids\": [\"327952b8-c275-4472-84ce-834832d0756c\", \"ab7a79ae-34b3-470b-b372-945de7bfafbe\", \"67a9f0b8-f0ea-497f-97d9-1b21fbe43056\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.51}}\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[{\"81401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-14 06:34:18.000000+00:00\", \"2021-03-09 23:33:49.000000+00:00\", \"2021-02-22 02:28:06.000000+00:00\"], \"session_ids\": [\"327952b8-c275-4472-84ce-834832d0756c\", \"ab7a79ae-34b3-470b-b372-945de7bfafbe\", \"67a9f0b8-f0ea-497f-97d9-1b21fbe43056\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.51}}, {\"41231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-24 19:17:47.000000+00:00\", \"2022-07-18 18:48:49.000000+00:00\", \"2021-06-10 10:08:13.000000+00:00\", \"2022-09-22 12:31:11.000000+00:00\", \"2019-05-21 18:32:00.000000+00:00\", \"2021-11-27 05:32:25.000000+00:00\", \"2023-01-26 21:06:52.000000+00:00\", \"2023-01-15 10:44:19.000000+00:00\", \"2022-05-03 14:51:49.000000+00:00\", \"2022-10-15 18:50:46.000000+00:00\"], \"session_ids\": [\"3d80f804-b193-4507-9e8c-6d73edbf24b8\", \"62d6d0d2-6200-4d71-9e4c-91d8979c9802\", \"6f7d1ef3-ab1e-4bde-ac27-f9708e436373\", \"cbc7f4c2-1c14-4ba7-8176-726a11680b13\", \"aaff4ef7-0afa-4348-ab2a-2b8167cf4a02\", \"23443279-ad9c-44a4-858f-7ac99dd47b0e\", \"6ca20326-4336-4f79-a1e3-13fb7891e04e\", \"91988450-7e3c-4f86-8778-78a1e6f1ba04\", \"9d5f0a39-122c-44a8-a175-881cd23b4490\", \"0d54f607-3295-40b5-a2f2-a7ec717655fc\"], \"total_duration\": 23050.0, \"total_sessions\": 10, \"mean_week_duration\": 119.43}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 2 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"81401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-14 06:34:18.000000+00:00\", \"2021-03-09 23:33:49.000000+00:00\", \"2021-02-22 02:28:06.000000+00:00\"], \"session_ids\": [\"327952b8-c275-4472-84ce-834832d0756c\", \"ab7a79ae-34b3-470b-b372-945de7bfafbe\", \"67a9f0b8-f0ea-497f-97d9-1b21fbe43056\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.51}}, {\"41231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-24 19:17:47.000000+00:00\", \"2022-07-18 18:48:49.000000+00:00\", \"2021-06-10 10:08:13.000000+00:00\", \"2022-09-22 12:31:11.000000+00:00\", \"2019-05-21 18:32:00.000000+00:00\", \"2021-11-27 05:32:25.000000+00:00\", \"2023-01-26 21:06:52.000000+00:00\", \"2023-01-15 10:44:19.000000+00:00\", \"2022-05-03 14:51:49.000000+00:00\", \"2022-10-15 18:50:46.000000+00:00\"], \"session_ids\": [\"3d80f804-b193-4507-9e8c-6d73edbf24b8\", \"62d6d0d2-6200-4d71-9e4c-91d8979c9802\", \"6f7d1ef3-ab1e-4bde-ac27-f9708e436373\", \"cbc7f4c2-1c14-4ba7-8176-726a11680b13\", \"aaff4ef7-0afa-4348-ab2a-2b8167cf4a02\", \"23443279-ad9c-44a4-858f-7ac99dd47b0e\", \"6ca20326-4336-4f79-a1e3-13fb7891e04e\", \"91988450-7e3c-4f86-8778-78a1e6f1ba04\", \"9d5f0a39-122c-44a8-a175-881cd23b4490\", \"0d54f607-3295-40b5-a2f2-a7ec717655fc\"], \"total_duration\": 23050.0, \"total_sessions\": 10, \"mean_week_duration\": 119.43}}]\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[{\"81401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-14 06:34:18.000000+00:00\", \"2021-03-09 23:33:49.000000+00:00\", \"2021-02-22 02:28:06.000000+00:00\"], \"session_ids\": [\"327952b8-c275-4472-84ce-834832d0756c\", \"ab7a79ae-34b3-470b-b372-945de7bfafbe\", \"67a9f0b8-f0ea-497f-97d9-1b21fbe43056\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.51}}, {\"41231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-24 19:17:47.000000+00:00\", \"2022-07-18 18:48:49.000000+00:00\", \"2021-06-10 10:08:13.000000+00:00\", \"2022-09-22 12:31:11.000000+00:00\", \"2019-05-21 18:32:00.000000+00:00\", \"2021-11-27 05:32:25.000000+00:00\", \"2023-01-26 21:06:52.000000+00:00\", \"2023-01-15 10:44:19.000000+00:00\", \"2022-05-03 14:51:49.000000+00:00\", \"2022-10-15 18:50:46.000000+00:00\"], \"session_ids\": [\"3d80f804-b193-4507-9e8c-6d73edbf24b8\", \"62d6d0d2-6200-4d71-9e4c-91d8979c9802\", \"6f7d1ef3-ab1e-4bde-ac27-f9708e436373\", \"cbc7f4c2-1c14-4ba7-8176-726a11680b13\", \"aaff4ef7-0afa-4348-ab2a-2b8167cf4a02\", \"23443279-ad9c-44a4-858f-7ac99dd47b0e\", \"6ca20326-4336-4f79-a1e3-13fb7891e04e\", \"91988450-7e3c-4f86-8778-78a1e6f1ba04\", \"9d5f0a39-122c-44a8-a175-881cd23b4490\", \"0d54f607-3295-40b5-a2f2-a7ec717655fc\"], \"total_duration\": 23050.0, \"total_sessions\": 10, \"mean_week_duration\": 119.43}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about user whose duration total is bigger than 865 and smaller than 3304 (not including) , and perform sorting by time using the app per week ascendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"40321\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-09-25 02:39:01.000000+00:00\", \"2021-01-16 09:59:03.000000+00:00\", \"2021-10-12 01:28:30.000000+00:00\", \"2021-12-22 07:21:30.000000+00:00\"], \"session_ids\": [\"d64c0551-1476-4fc9-9c02-e22b11b9f7e1\", \"0a3197f7-a646-4589-8a6a-2d506cd1b225\", \"e8b9be0b-4642-44bd-85de-b3eb17c40c34\", \"94b44891-8b1f-4c0b-b096-b80bf0c0fb04\"], \"total_duration\": 57.0, \"total_sessions\": 4, \"mean_week_duration\": 0.648}, \"2822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-05 12:20:43.000000+00:00\", \"2020-10-12 08:25:51.000000+00:00\"], \"session_ids\": [\"c7a524cb-7a2a-4491-9a3d-ecdb60156b1c\", \"966f8d89-25d2-40ca-b266-4aaf9b5eb5b9\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.853}, \"1938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-11 11:15:56.000000+00:00\", \"2021-11-05 05:00:05.000000+00:00\", \"2019-11-06 09:44:43.000000+00:00\", \"2019-12-08 03:49:37.000000+00:00\"], \"session_ids\": [\"468f5751-1fc8-45db-aee9-070129e7a590\", \"61babcf9-2069-4ef4-884e-c260adb13e94\", \"a081ddf2-f59b-4e2d-943c-6b6fc6912ed9\", \"ab7c883b-b37c-4aad-824f-d7abd8e76b2d\"], \"total_duration\": 2060.0, \"total_sessions\": 4, \"mean_week_duration\": 18.727}, \"96886\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-09-26 20:59:50.000000+00:00\", \"2021-03-25 11:59:13.000000+00:00\"], \"session_ids\": [\"6935fa06-2599-467d-a2ed-8779ec041c22\", \"2e618e6f-4a26-4271-9bc9-b051e4ef71c2\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 2.282}, \"20624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-28 03:33:23.000000+00:00\", \"2020-05-14 19:10:23.000000+00:00\", \"2020-08-15 23:14:57.000000+00:00\", \"2019-04-21 04:16:52.000000+00:00\", \"2020-01-01 16:16:36.000000+00:00\", \"2020-01-01 15:38:07.000000+00:00\", \"2020-12-14 03:44:21.000000+00:00\", \"2022-10-01 09:41:45.000000+00:00\", \"2023-04-23 09:17:35.000000+00:00\", \"2019-04-08 19:45:44.000000+00:00\"], \"session_ids\": [\"8fb28e4d-a364-43bf-b4f1-c9504d7efc98\", \"e16d2a2d-d8ad-4091-8f34-38098dd29f7c\", \"d44d533a-3310-421a-9c38-07663ae255ee\", \"3e757ead-e1f7-46a9-8019-404e25fd270f\", \"b72e3845-1b21-4f3c-a2ae-d1773d8363e9\", \"3cf676b4-b6b7-4dae-8899-84aff1ebbe7f\", \"89fcc063-4af5-47d1-9b58-6acb7a1e5e5e\", \"8bba6288-f0e2-483a-a273-fa7b4adf3c9a\", \"e6edaccf-4610-4a8e-ae35-e807732cfd11\", \"4d9746f0-6a02-40b2-a9cd-b41370018dde\"], \"total_duration\": 38414.0, \"total_sessions\": 10, \"mean_week_duration\": 182.057}, \"92518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 06:36:52.000000+00:00\", \"2021-09-19 02:52:06.000000+00:00\", \"2021-01-16 19:17:15.000000+00:00\", \"2020-10-10 02:45:34.000000+00:00\", \"2019-03-19 02:41:21.000000+00:00\"], \"session_ids\": [\"94ea0427-b1ac-42f6-b0f7-44c882355205\", \"bcb25f6f-b25b-4f4d-b2a8-c14ccad45291\", \"5cc690c1-2300-4c52-b22c-8ce0ddebd1f2\", \"3c536518-ea5e-4cb2-ae74-b1427ab8d87e\", \"42ffb964-d1cd-4fa0-9fc5-dbe9a3dcf04f\"], \"total_duration\": 946.0, \"total_sessions\": 5, \"mean_week_duration\": 7.221}, \"76861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-01 22:24:35.000000+00:00\", \"2022-06-25 23:18:53.000000+00:00\", \"2022-10-29 14:04:47.000000+00:00\", \"2021-08-07 00:13:38.000000+00:00\", \"2020-12-20 16:46:34.000000+00:00\", \"2019-04-30 12:45:48.000000+00:00\", \"2019-04-07 16:03:13.000000+00:00\"], \"session_ids\": [\"4595816c-693d-4d5e-9c6d-4459bd684cd4\", \"72334ff0-ea2c-469a-8bca-bac13fa9082a\", \"c1b907a6-f22d-473c-ad0f-776d6ffd96b3\", \"951111a4-9fd8-4990-8ddf-28f6de901105\", \"4e7a41eb-771e-479d-8fc8-57e2c437f3e5\", \"9bc223db-c512-4079-841c-12e3dcf26668\", \"f3651d58-7585-455f-8e78-bbfa73d8b682\"], \"total_duration\": 9024.0, \"total_sessions\": 7, \"mean_week_duration\": 48.516}, \"93875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-21 21:25:52.000000+00:00\", \"2019-07-31 07:37:35.000000+00:00\", \"2020-11-13 23:03:06.000000+00:00\"], \"session_ids\": [\"4111fb0c-d509-4be1-9d66-30abd2c94191\", \"f7cde262-5bd9-45db-aaef-5af726974ba4\", \"6e8d4183-60d6-4e0d-845f-7fcbd2b12be0\"], \"total_duration\": 420.0, \"total_sessions\": 3, \"mean_week_duration\": 6.176}, \"90075\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-04-02 01:59:33.000000+00:00\", \"2021-10-06 23:18:44.000000+00:00\"], \"session_ids\": [\"45820349-76b2-4ad2-aa2c-fdc73a931ac7\", \"70bea1dd-359d-49eb-b740-73de8b409499\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 3.861}, \"31749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-13 13:59:51.000000+00:00\", \"2022-12-14 00:24:20.000000+00:00\"], \"session_ids\": [\"114f727b-5274-4eb1-ae73-9e2de682df09\", \"97986162-fe31-4587-af5f-14e9c4f97a20\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 2.547}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 865 and are less than 3304"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[865, 3304]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"1938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-11 11:15:56.000000+00:00\", \"2021-11-05 05:00:05.000000+00:00\", \"2019-11-06 09:44:43.000000+00:00\", \"2019-12-08 03:49:37.000000+00:00\"], \"session_ids\": [\"468f5751-1fc8-45db-aee9-070129e7a590\", \"61babcf9-2069-4ef4-884e-c260adb13e94\", \"a081ddf2-f59b-4e2d-943c-6b6fc6912ed9\", \"ab7c883b-b37c-4aad-824f-d7abd8e76b2d\"], \"total_duration\": 2060.0, \"total_sessions\": 4, \"mean_week_duration\": 18.727}, \"92518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 06:36:52.000000+00:00\", \"2021-09-19 02:52:06.000000+00:00\", \"2021-01-16 19:17:15.000000+00:00\", \"2020-10-10 02:45:34.000000+00:00\", \"2019-03-19 02:41:21.000000+00:00\"], \"session_ids\": [\"94ea0427-b1ac-42f6-b0f7-44c882355205\", \"bcb25f6f-b25b-4f4d-b2a8-c14ccad45291\", \"5cc690c1-2300-4c52-b22c-8ce0ddebd1f2\", \"3c536518-ea5e-4cb2-ae74-b1427ab8d87e\", \"42ffb964-d1cd-4fa0-9fc5-dbe9a3dcf04f\"], \"total_duration\": 946.0, \"total_sessions\": 5, \"mean_week_duration\": 7.221}}\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[{\"92518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 06:36:52.000000+00:00\", \"2021-09-19 02:52:06.000000+00:00\", \"2021-01-16 19:17:15.000000+00:00\", \"2020-10-10 02:45:34.000000+00:00\", \"2019-03-19 02:41:21.000000+00:00\"], \"session_ids\": [\"94ea0427-b1ac-42f6-b0f7-44c882355205\", \"bcb25f6f-b25b-4f4d-b2a8-c14ccad45291\", \"5cc690c1-2300-4c52-b22c-8ce0ddebd1f2\", \"3c536518-ea5e-4cb2-ae74-b1427ab8d87e\", \"42ffb964-d1cd-4fa0-9fc5-dbe9a3dcf04f\"], \"total_duration\": 946.0, \"total_sessions\": 5, \"mean_week_duration\": 7.221}}, {\"1938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-11 11:15:56.000000+00:00\", \"2021-11-05 05:00:05.000000+00:00\", \"2019-11-06 09:44:43.000000+00:00\", \"2019-12-08 03:49:37.000000+00:00\"], \"session_ids\": [\"468f5751-1fc8-45db-aee9-070129e7a590\", \"61babcf9-2069-4ef4-884e-c260adb13e94\", \"a081ddf2-f59b-4e2d-943c-6b6fc6912ed9\", \"ab7c883b-b37c-4aad-824f-d7abd8e76b2d\"], \"total_duration\": 2060.0, \"total_sessions\": 4, \"mean_week_duration\": 18.727}}]\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[{\"92518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 06:36:52.000000+00:00\", \"2021-09-19 02:52:06.000000+00:00\", \"2021-01-16 19:17:15.000000+00:00\", \"2020-10-10 02:45:34.000000+00:00\", \"2019-03-19 02:41:21.000000+00:00\"], \"session_ids\": [\"94ea0427-b1ac-42f6-b0f7-44c882355205\", \"bcb25f6f-b25b-4f4d-b2a8-c14ccad45291\", \"5cc690c1-2300-4c52-b22c-8ce0ddebd1f2\", \"3c536518-ea5e-4cb2-ae74-b1427ab8d87e\", \"42ffb964-d1cd-4fa0-9fc5-dbe9a3dcf04f\"], \"total_duration\": 946.0, \"total_sessions\": 5, \"mean_week_duration\": 7.221}}]\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[{\"92518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 06:36:52.000000+00:00\", \"2021-09-19 02:52:06.000000+00:00\", \"2021-01-16 19:17:15.000000+00:00\", \"2020-10-10 02:45:34.000000+00:00\", \"2019-03-19 02:41:21.000000+00:00\"], \"session_ids\": [\"94ea0427-b1ac-42f6-b0f7-44c882355205\", \"bcb25f6f-b25b-4f4d-b2a8-c14ccad45291\", \"5cc690c1-2300-4c52-b22c-8ce0ddebd1f2\", \"3c536518-ea5e-4cb2-ae74-b1427ab8d87e\", \"42ffb964-d1cd-4fa0-9fc5-dbe9a3dcf04f\"], \"total_duration\": 946.0, \"total_sessions\": 5, \"mean_week_duration\": 7.221}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me 7 users who have overall sessions count <= than 5 additionaly perform sorting by duration of sessions per week from the smallest value to the largest value as well as show me only 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{\"8308\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-13 11:29:22.000000+00:00\", \"2019-10-30 04:55:30.000000+00:00\"], \"session_ids\": [\"8389302b-ec4c-4eb7-8ae3-f05c54ec8aaa\", \"882af09b-356e-4e04-a3a2-98582afc4321\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}, \"33328\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-04 19:46:25.000000+00:00\", \"2019-10-16 14:57:06.000000+00:00\"], \"session_ids\": [\"03b2ce91-3682-4347-8f8c-b62043c3f944\", \"4941de23-a1df-4553-a6d3-290206f3e3a9\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 10.636}, \"9758\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 02:21:31.000000+00:00\", \"2019-03-24 09:39:17.000000+00:00\"], \"session_ids\": [\"80b31403-53de-4504-bef3-64aef2c98301\", \"e90dbb9a-02ec-4310-9194-7a7d0134fb9c\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.427}, \"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-21 22:21:43.000000+00:00\", \"2019-01-31 02:26:07.000000+00:00\", \"2019-11-30 13:26:58.000000+00:00\"], \"session_ids\": [\"27f203ba-b0bd-48a4-b1cb-927616e8955c\", \"c8da5ea8-8d45-44df-a8b7-d83ecde482aa\", \"383d6ab0-3f8e-4852-bc8b-b73b4c337571\"], \"total_duration\": 699.0, \"total_sessions\": 3, \"mean_week_duration\": 6.786}, \"24742\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-10 13:36:43.000000+00:00\", \"2019-12-15 15:01:31.000000+00:00\"], \"session_ids\": [\"6c6f20aa-53a9-482c-82f2-01810bd78f4b\", \"d47712d1-c705-469b-b5b8-93863850b4ad\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 2.503}, \"72542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-25 20:59:55.000000+00:00\", \"2020-04-06 23:04:52.000000+00:00\"], \"session_ids\": [\"7b6b8305-dc23-4d58-9a83-7a0a007bf9d6\", \"ecdabb97-3982-43a6-8ae3-d32ad59a8c56\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.395}, \"38534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-12-09 14:45:02.000000+00:00\", \"2023-02-26 04:31:02.000000+00:00\", \"2022-06-30 22:13:36.000000+00:00\", \"2020-02-04 16:47:25.000000+00:00\", \"2021-04-05 00:08:11.000000+00:00\"], \"session_ids\": [\"23b8b225-d0b1-425d-bcb0-ff5cf0997613\", \"f6f2fda2-605c-406c-a021-4b65435555da\", \"a1f9af63-942b-402b-ba37-4114136aa9c5\", \"85ba93a5-0c76-4bdb-8857-b2b66d5e5159\", \"921ed16d-b814-43d7-8ecc-e99b43aa4e84\"], \"total_duration\": 1703.0, \"total_sessions\": 5, \"mean_week_duration\": 10.644}, \"88110\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-09 03:27:09.000000+00:00\", \"2022-01-08 01:50:03.000000+00:00\"], \"session_ids\": [\"d8dc5fa3-951a-4478-a4c2-2626766ae107\", \"67829268-f88c-4ee8-ac11-a7cf0242c94a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.7}, \"73288\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-07 19:42:06.000000+00:00\", \"2022-05-26 23:46:03.000000+00:00\", \"2023-06-24 00:59:21.000000+00:00\", \"2020-08-11 18:05:04.000000+00:00\", \"2021-04-26 12:29:02.000000+00:00\"], \"session_ids\": [\"52475753-68ba-4835-8b16-561940af7d46\", \"4b6d7cb6-6a36-4ce8-b318-ea9a02822143\", \"1348f9a5-8710-44f3-aaf9-dd97a4e23e2d\", \"cb73c9ad-50c9-4774-9f0b-61f13de20875\", \"90b06fc2-5859-47b3-9b4a-e1a478a53fad\"], \"total_duration\": 1545.0, \"total_sessions\": 5, \"mean_week_duration\": 8.536}, \"29929\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-25 15:18:14.000000+00:00\", \"2021-04-27 12:59:14.000000+00:00\"], \"session_ids\": [\"4c3e462a-03b2-4b9f-864b-45faa7d08f93\", \"b4649faf-c438-452e-948f-bfb9ddf6c7da\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.311}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"8308\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-13 11:29:22.000000+00:00\", \"2019-10-30 04:55:30.000000+00:00\"], \"session_ids\": [\"8389302b-ec4c-4eb7-8ae3-f05c54ec8aaa\", \"882af09b-356e-4e04-a3a2-98582afc4321\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}, \"33328\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-04 19:46:25.000000+00:00\", \"2019-10-16 14:57:06.000000+00:00\"], \"session_ids\": [\"03b2ce91-3682-4347-8f8c-b62043c3f944\", \"4941de23-a1df-4553-a6d3-290206f3e3a9\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 10.636}, \"9758\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 02:21:31.000000+00:00\", \"2019-03-24 09:39:17.000000+00:00\"], \"session_ids\": [\"80b31403-53de-4504-bef3-64aef2c98301\", \"e90dbb9a-02ec-4310-9194-7a7d0134fb9c\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.427}, \"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-21 22:21:43.000000+00:00\", \"2019-01-31 02:26:07.000000+00:00\", \"2019-11-30 13:26:58.000000+00:00\"], \"session_ids\": [\"27f203ba-b0bd-48a4-b1cb-927616e8955c\", \"c8da5ea8-8d45-44df-a8b7-d83ecde482aa\", \"383d6ab0-3f8e-4852-bc8b-b73b4c337571\"], \"total_duration\": 699.0, \"total_sessions\": 3, \"mean_week_duration\": 6.786}, \"24742\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-10 13:36:43.000000+00:00\", \"2019-12-15 15:01:31.000000+00:00\"], \"session_ids\": [\"6c6f20aa-53a9-482c-82f2-01810bd78f4b\", \"d47712d1-c705-469b-b5b8-93863850b4ad\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 2.503}, \"72542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-25 20:59:55.000000+00:00\", \"2020-04-06 23:04:52.000000+00:00\"], \"session_ids\": [\"7b6b8305-dc23-4d58-9a83-7a0a007bf9d6\", \"ecdabb97-3982-43a6-8ae3-d32ad59a8c56\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.395}, \"38534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-12-09 14:45:02.000000+00:00\", \"2023-02-26 04:31:02.000000+00:00\", \"2022-06-30 22:13:36.000000+00:00\", \"2020-02-04 16:47:25.000000+00:00\", \"2021-04-05 00:08:11.000000+00:00\"], \"session_ids\": [\"23b8b225-d0b1-425d-bcb0-ff5cf0997613\", \"f6f2fda2-605c-406c-a021-4b65435555da\", \"a1f9af63-942b-402b-ba37-4114136aa9c5\", \"85ba93a5-0c76-4bdb-8857-b2b66d5e5159\", \"921ed16d-b814-43d7-8ecc-e99b43aa4e84\"], \"total_duration\": 1703.0, \"total_sessions\": 5, \"mean_week_duration\": 10.644}, \"88110\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-09 03:27:09.000000+00:00\", \"2022-01-08 01:50:03.000000+00:00\"], \"session_ids\": [\"d8dc5fa3-951a-4478-a4c2-2626766ae107\", \"67829268-f88c-4ee8-ac11-a7cf0242c94a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.7}, \"73288\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-07 19:42:06.000000+00:00\", \"2022-05-26 23:46:03.000000+00:00\", \"2023-06-24 00:59:21.000000+00:00\", \"2020-08-11 18:05:04.000000+00:00\", \"2021-04-26 12:29:02.000000+00:00\"], \"session_ids\": [\"52475753-68ba-4835-8b16-561940af7d46\", \"4b6d7cb6-6a36-4ce8-b318-ea9a02822143\", \"1348f9a5-8710-44f3-aaf9-dd97a4e23e2d\", \"cb73c9ad-50c9-4774-9f0b-61f13de20875\", \"90b06fc2-5859-47b3-9b4a-e1a478a53fad\"], \"total_duration\": 1545.0, \"total_sessions\": 5, \"mean_week_duration\": 8.536}, \"29929\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-25 15:18:14.000000+00:00\", \"2021-04-27 12:59:14.000000+00:00\"], \"session_ids\": [\"4c3e462a-03b2-4b9f-864b-45faa7d08f93\", \"b4649faf-c438-452e-948f-bfb9ddf6c7da\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.311}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29929\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-25 15:18:14.000000+00:00\", \"2021-04-27 12:59:14.000000+00:00\"], \"session_ids\": [\"4c3e462a-03b2-4b9f-864b-45faa7d08f93\", \"b4649faf-c438-452e-948f-bfb9ddf6c7da\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.311}}, {\"72542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-25 20:59:55.000000+00:00\", \"2020-04-06 23:04:52.000000+00:00\"], \"session_ids\": [\"7b6b8305-dc23-4d58-9a83-7a0a007bf9d6\", \"ecdabb97-3982-43a6-8ae3-d32ad59a8c56\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.395}}, {\"9758\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 02:21:31.000000+00:00\", \"2019-03-24 09:39:17.000000+00:00\"], \"session_ids\": [\"80b31403-53de-4504-bef3-64aef2c98301\", \"e90dbb9a-02ec-4310-9194-7a7d0134fb9c\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.427}}, {\"24742\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-10 13:36:43.000000+00:00\", \"2019-12-15 15:01:31.000000+00:00\"], \"session_ids\": [\"6c6f20aa-53a9-482c-82f2-01810bd78f4b\", \"d47712d1-c705-469b-b5b8-93863850b4ad\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 2.503}}, {\"88110\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-09 03:27:09.000000+00:00\", \"2022-01-08 01:50:03.000000+00:00\"], \"session_ids\": [\"d8dc5fa3-951a-4478-a4c2-2626766ae107\", \"67829268-f88c-4ee8-ac11-a7cf0242c94a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.7}}, {\"8308\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-13 11:29:22.000000+00:00\", \"2019-10-30 04:55:30.000000+00:00\"], \"session_ids\": [\"8389302b-ec4c-4eb7-8ae3-f05c54ec8aaa\", \"882af09b-356e-4e04-a3a2-98582afc4321\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}}, {\"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-21 22:21:43.000000+00:00\", \"2019-01-31 02:26:07.000000+00:00\", \"2019-11-30 13:26:58.000000+00:00\"], \"session_ids\": [\"27f203ba-b0bd-48a4-b1cb-927616e8955c\", \"c8da5ea8-8d45-44df-a8b7-d83ecde482aa\", \"383d6ab0-3f8e-4852-bc8b-b73b4c337571\"], \"total_duration\": 699.0, \"total_sessions\": 3, \"mean_week_duration\": 6.786}}, {\"73288\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-07 19:42:06.000000+00:00\", \"2022-05-26 23:46:03.000000+00:00\", \"2023-06-24 00:59:21.000000+00:00\", \"2020-08-11 18:05:04.000000+00:00\", \"2021-04-26 12:29:02.000000+00:00\"], \"session_ids\": [\"52475753-68ba-4835-8b16-561940af7d46\", \"4b6d7cb6-6a36-4ce8-b318-ea9a02822143\", \"1348f9a5-8710-44f3-aaf9-dd97a4e23e2d\", \"cb73c9ad-50c9-4774-9f0b-61f13de20875\", \"90b06fc2-5859-47b3-9b4a-e1a478a53fad\"], \"total_duration\": 1545.0, \"total_sessions\": 5, \"mean_week_duration\": 8.536}}, {\"33328\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-04 19:46:25.000000+00:00\", \"2019-10-16 14:57:06.000000+00:00\"], \"session_ids\": [\"03b2ce91-3682-4347-8f8c-b62043c3f944\", \"4941de23-a1df-4553-a6d3-290206f3e3a9\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 10.636}}, {\"38534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-12-09 14:45:02.000000+00:00\", \"2023-02-26 04:31:02.000000+00:00\", \"2022-06-30 22:13:36.000000+00:00\", \"2020-02-04 16:47:25.000000+00:00\", \"2021-04-05 00:08:11.000000+00:00\"], \"session_ids\": [\"23b8b225-d0b1-425d-bcb0-ff5cf0997613\", \"f6f2fda2-605c-406c-a021-4b65435555da\", \"a1f9af63-942b-402b-ba37-4114136aa9c5\", \"85ba93a5-0c76-4bdb-8857-b2b66d5e5159\", \"921ed16d-b814-43d7-8ecc-e99b43aa4e84\"], \"total_duration\": 1703.0, \"total_sessions\": 5, \"mean_week_duration\": 10.644}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29929\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-25 15:18:14.000000+00:00\", \"2021-04-27 12:59:14.000000+00:00\"], \"session_ids\": [\"4c3e462a-03b2-4b9f-864b-45faa7d08f93\", \"b4649faf-c438-452e-948f-bfb9ddf6c7da\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.311}}, {\"72542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-25 20:59:55.000000+00:00\", \"2020-04-06 23:04:52.000000+00:00\"], \"session_ids\": [\"7b6b8305-dc23-4d58-9a83-7a0a007bf9d6\", \"ecdabb97-3982-43a6-8ae3-d32ad59a8c56\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.395}}, {\"9758\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 02:21:31.000000+00:00\", \"2019-03-24 09:39:17.000000+00:00\"], \"session_ids\": [\"80b31403-53de-4504-bef3-64aef2c98301\", \"e90dbb9a-02ec-4310-9194-7a7d0134fb9c\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.427}}]\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[{\"29929\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-25 15:18:14.000000+00:00\", \"2021-04-27 12:59:14.000000+00:00\"], \"session_ids\": [\"4c3e462a-03b2-4b9f-864b-45faa7d08f93\", \"b4649faf-c438-452e-948f-bfb9ddf6c7da\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.311}}, {\"72542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-25 20:59:55.000000+00:00\", \"2020-04-06 23:04:52.000000+00:00\"], \"session_ids\": [\"7b6b8305-dc23-4d58-9a83-7a0a007bf9d6\", \"ecdabb97-3982-43a6-8ae3-d32ad59a8c56\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.395}}, {\"9758\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 02:21:31.000000+00:00\", \"2019-03-24 09:39:17.000000+00:00\"], \"session_ids\": [\"80b31403-53de-4504-bef3-64aef2c98301\", \"e90dbb9a-02ec-4310-9194-7a7d0134fb9c\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.427}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about 2 users whose app usage time is greater than 569 and strictly less than 2651 , and implement sorting by time in app per week in descending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"37851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-06-23 05:22:12.000000+00:00\", \"2021-05-25 12:18:38.000000+00:00\", \"2019-09-26 17:28:10.000000+00:00\", \"2019-04-27 14:48:09.000000+00:00\", \"2020-10-18 07:07:18.000000+00:00\", \"2022-02-21 11:22:50.000000+00:00\", \"2019-09-08 01:13:53.000000+00:00\", \"2022-01-24 08:17:14.000000+00:00\", \"2020-04-08 10:57:15.000000+00:00\"], \"session_ids\": [\"ee014591-28bd-4565-8aa7-1c5240742381\", \"f424a2ed-9872-46d6-8fda-b7d1d1f78fd9\", \"48715989-c464-4e7a-9b78-63a668e4803c\", \"7e960943-468d-49de-9997-cfdd8e56a292\", \"a279d192-1d7d-49c5-9b67-58af2892de4c\", \"31efabfb-5064-40db-8627-0bebf6de07ba\", \"cf5bf9a8-4220-4bc8-89ff-443479c8457a\", \"7d125410-d80a-46ac-b9f3-441d91573d24\", \"c67eeadb-278e-4242-8ead-a0866aa8c4ff\"], \"total_duration\": 16555.0, \"total_sessions\": 9, \"mean_week_duration\": 76.29}, \"33459\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-21 00:41:41.000000+00:00\", \"2020-01-24 09:29:27.000000+00:00\"], \"session_ids\": [\"04703a6c-4bc1-46da-b8f0-c69668cd2fbc\", \"0bdedff9-5558-4e3c-b905-645e281df4e7\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 4.797}, \"53725\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-10 06:53:04.000000+00:00\", \"2022-01-21 10:13:49.000000+00:00\"], \"session_ids\": [\"013d5b34-dc82-4351-aceb-c0ada7a2c068\", \"5d9eab39-5959-41de-abd6-17d054bd6b00\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 1.054}, \"38451\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 17:04:05.000000+00:00\", \"2019-08-13 00:29:20.000000+00:00\", \"2019-02-07 12:49:49.000000+00:00\", \"2023-03-08 09:30:59.000000+00:00\"], \"session_ids\": [\"343ec79c-e781-43c9-84db-7f27b99f541b\", \"fb302679-2e6b-4781-bd8c-732b5ed17b23\", \"42db7075-4bf9-491c-a070-71070851e16d\", \"7db9c936-35ee-453c-956c-c735fb7b3a7a\"], \"total_duration\": 1032.0, \"total_sessions\": 4, \"mean_week_duration\": 4.845}, \"59384\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-21 19:12:19.000000+00:00\", \"2019-03-11 13:41:45.000000+00:00\"], \"session_ids\": [\"d9e6f6e4-a9b6-4f2c-a59e-d1197a82e04a\", \"a96edbc1-b390-48f9-9a72-ee0e3220b055\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.207}, \"95620\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-09-02 01:40:43.000000+00:00\", \"2020-12-07 02:32:02.000000+00:00\", \"2022-09-14 21:23:31.000000+00:00\", \"2023-04-06 16:31:15.000000+00:00\", \"2022-10-26 02:50:59.000000+00:00\"], \"session_ids\": [\"e130f47e-a830-4737-9cfc-7a5c363fcc9d\", \"fb6ff978-4d52-4e98-b233-041bc58fc129\", \"59b8c352-ca30-439d-8f37-c5ef63193163\", \"f06cc45d-403b-4c9b-b63b-5ac4d9f170f2\", \"0a0d4d56-294e-4c37-8d22-2decf939f510\"], \"total_duration\": 1864.0, \"total_sessions\": 5, \"mean_week_duration\": 13.706}, \"24147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-09 19:17:58.000000+00:00\", \"2019-06-13 17:15:27.000000+00:00\", \"2022-05-17 23:29:08.000000+00:00\"], \"session_ids\": [\"2d63332d-3ac9-4b11-8980-29eb4e3c0343\", \"c523ec54-9806-4e41-ac33-fe0b56642086\", \"155c2d8d-ec7a-4fb5-96a7-99923d709d2a\"], \"total_duration\": 697.0, \"total_sessions\": 3, \"mean_week_duration\": 4.556}, \"55702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-27 02:54:57.000000+00:00\", \"2022-05-17 04:36:34.000000+00:00\"], \"session_ids\": [\"7a9aaba3-1bc5-4427-8cff-e734c84aa9b1\", \"f8663d9b-8a60-4424-a97b-4deafa9e7117\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}, \"93094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-21 14:37:23.000000+00:00\", \"2019-10-08 12:43:05.000000+00:00\"], \"session_ids\": [\"c65ecee4-ba05-4e41-af2a-8c21701a6ce4\", \"70903648-cc66-4dd2-9d11-dc950c54d2d8\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.296}, \"91724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 09:02:27.000000+00:00\", \"2022-02-09 11:34:49.000000+00:00\", \"2021-08-16 17:39:34.000000+00:00\", \"2020-01-24 00:52:37.000000+00:00\"], \"session_ids\": [\"e4b287a5-ed91-49b7-87a8-8c68b6e7f9be\", \"be163fb0-30e2-44cf-a9a7-c9d7fa8ac6f1\", \"76e7bca7-da3a-4430-b73f-0d838c6c57d5\", \"dbbeabfa-3f1a-434e-a1e3-86d12f2918a9\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 20.196}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 569 and are less than 2651"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[569, 2651]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"38451\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 17:04:05.000000+00:00\", \"2019-08-13 00:29:20.000000+00:00\", \"2019-02-07 12:49:49.000000+00:00\", \"2023-03-08 09:30:59.000000+00:00\"], \"session_ids\": [\"343ec79c-e781-43c9-84db-7f27b99f541b\", \"fb302679-2e6b-4781-bd8c-732b5ed17b23\", \"42db7075-4bf9-491c-a070-71070851e16d\", \"7db9c936-35ee-453c-956c-c735fb7b3a7a\"], \"total_duration\": 1032.0, \"total_sessions\": 4, \"mean_week_duration\": 4.845}, \"95620\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-09-02 01:40:43.000000+00:00\", \"2020-12-07 02:32:02.000000+00:00\", \"2022-09-14 21:23:31.000000+00:00\", \"2023-04-06 16:31:15.000000+00:00\", \"2022-10-26 02:50:59.000000+00:00\"], \"session_ids\": [\"e130f47e-a830-4737-9cfc-7a5c363fcc9d\", \"fb6ff978-4d52-4e98-b233-041bc58fc129\", \"59b8c352-ca30-439d-8f37-c5ef63193163\", \"f06cc45d-403b-4c9b-b63b-5ac4d9f170f2\", \"0a0d4d56-294e-4c37-8d22-2decf939f510\"], \"total_duration\": 1864.0, \"total_sessions\": 5, \"mean_week_duration\": 13.706}, \"24147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-09 19:17:58.000000+00:00\", \"2019-06-13 17:15:27.000000+00:00\", \"2022-05-17 23:29:08.000000+00:00\"], \"session_ids\": [\"2d63332d-3ac9-4b11-8980-29eb4e3c0343\", \"c523ec54-9806-4e41-ac33-fe0b56642086\", \"155c2d8d-ec7a-4fb5-96a7-99923d709d2a\"], \"total_duration\": 697.0, \"total_sessions\": 3, \"mean_week_duration\": 4.556}, \"91724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 09:02:27.000000+00:00\", \"2022-02-09 11:34:49.000000+00:00\", \"2021-08-16 17:39:34.000000+00:00\", \"2020-01-24 00:52:37.000000+00:00\"], \"session_ids\": [\"e4b287a5-ed91-49b7-87a8-8c68b6e7f9be\", \"be163fb0-30e2-44cf-a9a7-c9d7fa8ac6f1\", \"76e7bca7-da3a-4430-b73f-0d838c6c57d5\", \"dbbeabfa-3f1a-434e-a1e3-86d12f2918a9\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 20.196}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by mean_week_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"91724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 09:02:27.000000+00:00\", \"2022-02-09 11:34:49.000000+00:00\", \"2021-08-16 17:39:34.000000+00:00\", \"2020-01-24 00:52:37.000000+00:00\"], \"session_ids\": [\"e4b287a5-ed91-49b7-87a8-8c68b6e7f9be\", \"be163fb0-30e2-44cf-a9a7-c9d7fa8ac6f1\", \"76e7bca7-da3a-4430-b73f-0d838c6c57d5\", \"dbbeabfa-3f1a-434e-a1e3-86d12f2918a9\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 20.196}}, {\"95620\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-09-02 01:40:43.000000+00:00\", \"2020-12-07 02:32:02.000000+00:00\", \"2022-09-14 21:23:31.000000+00:00\", \"2023-04-06 16:31:15.000000+00:00\", \"2022-10-26 02:50:59.000000+00:00\"], \"session_ids\": [\"e130f47e-a830-4737-9cfc-7a5c363fcc9d\", \"fb6ff978-4d52-4e98-b233-041bc58fc129\", \"59b8c352-ca30-439d-8f37-c5ef63193163\", \"f06cc45d-403b-4c9b-b63b-5ac4d9f170f2\", \"0a0d4d56-294e-4c37-8d22-2decf939f510\"], \"total_duration\": 1864.0, \"total_sessions\": 5, \"mean_week_duration\": 13.706}}, {\"38451\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 17:04:05.000000+00:00\", \"2019-08-13 00:29:20.000000+00:00\", \"2019-02-07 12:49:49.000000+00:00\", \"2023-03-08 09:30:59.000000+00:00\"], \"session_ids\": [\"343ec79c-e781-43c9-84db-7f27b99f541b\", \"fb302679-2e6b-4781-bd8c-732b5ed17b23\", \"42db7075-4bf9-491c-a070-71070851e16d\", \"7db9c936-35ee-453c-956c-c735fb7b3a7a\"], \"total_duration\": 1032.0, \"total_sessions\": 4, \"mean_week_duration\": 4.845}}, {\"24147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-09 19:17:58.000000+00:00\", \"2019-06-13 17:15:27.000000+00:00\", \"2022-05-17 23:29:08.000000+00:00\"], \"session_ids\": [\"2d63332d-3ac9-4b11-8980-29eb4e3c0343\", \"c523ec54-9806-4e41-ac33-fe0b56642086\", \"155c2d8d-ec7a-4fb5-96a7-99923d709d2a\"], \"total_duration\": 697.0, \"total_sessions\": 3, \"mean_week_duration\": 4.556}}]\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[{\"91724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 09:02:27.000000+00:00\", \"2022-02-09 11:34:49.000000+00:00\", \"2021-08-16 17:39:34.000000+00:00\", \"2020-01-24 00:52:37.000000+00:00\"], \"session_ids\": [\"e4b287a5-ed91-49b7-87a8-8c68b6e7f9be\", \"be163fb0-30e2-44cf-a9a7-c9d7fa8ac6f1\", \"76e7bca7-da3a-4430-b73f-0d838c6c57d5\", \"dbbeabfa-3f1a-434e-a1e3-86d12f2918a9\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 20.196}}, {\"95620\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-09-02 01:40:43.000000+00:00\", \"2020-12-07 02:32:02.000000+00:00\", \"2022-09-14 21:23:31.000000+00:00\", \"2023-04-06 16:31:15.000000+00:00\", \"2022-10-26 02:50:59.000000+00:00\"], \"session_ids\": [\"e130f47e-a830-4737-9cfc-7a5c363fcc9d\", \"fb6ff978-4d52-4e98-b233-041bc58fc129\", \"59b8c352-ca30-439d-8f37-c5ef63193163\", \"f06cc45d-403b-4c9b-b63b-5ac4d9f170f2\", \"0a0d4d56-294e-4c37-8d22-2decf939f510\"], \"total_duration\": 1864.0, \"total_sessions\": 5, \"mean_week_duration\": 13.706}}]\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[{\"91724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 09:02:27.000000+00:00\", \"2022-02-09 11:34:49.000000+00:00\", \"2021-08-16 17:39:34.000000+00:00\", \"2020-01-24 00:52:37.000000+00:00\"], \"session_ids\": [\"e4b287a5-ed91-49b7-87a8-8c68b6e7f9be\", \"be163fb0-30e2-44cf-a9a7-c9d7fa8ac6f1\", \"76e7bca7-da3a-4430-b73f-0d838c6c57d5\", \"dbbeabfa-3f1a-434e-a1e3-86d12f2918a9\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 20.196}}, {\"95620\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-09-02 01:40:43.000000+00:00\", \"2020-12-07 02:32:02.000000+00:00\", \"2022-09-14 21:23:31.000000+00:00\", \"2023-04-06 16:31:15.000000+00:00\", \"2022-10-26 02:50:59.000000+00:00\"], \"session_ids\": [\"e130f47e-a830-4737-9cfc-7a5c363fcc9d\", \"fb6ff978-4d52-4e98-b233-041bc58fc129\", \"59b8c352-ca30-439d-8f37-c5ef63193163\", \"f06cc45d-403b-4c9b-b63b-5ac4d9f170f2\", \"0a0d4d56-294e-4c37-8d22-2decf939f510\"], \"total_duration\": 1864.0, \"total_sessions\": 5, \"mean_week_duration\": 13.706}}]\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 don't currently live in cities Jakarta, Kingston, Bogota, Manila, Lisbon , and sort by sum of sessions form the highest to the lowest as well as keep only 4 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{\"27011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-31 16:20:09.000000+00:00\", \"2021-06-01 23:12:29.000000+00:00\"], \"session_ids\": [\"d28a3c76-6464-4dc7-93f6-bacfc0cbe597\", \"6d7b5821-2872-4c60-8ad4-14558e8fa1b2\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 3.701}, \"74767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-17 13:24:11.000000+00:00\", \"2023-06-09 23:17:35.000000+00:00\"], \"session_ids\": [\"2560cbb0-5fa9-4cfe-abd3-c45b1b6670e3\", \"1307a7fa-65ab-4010-b10d-4deea4fd7b0f\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.26}, \"87783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-19 04:24:37.000000+00:00\", \"2023-04-20 00:18:46.000000+00:00\"], \"session_ids\": [\"ac6f469f-35ca-43ca-912d-63c51622f90b\", \"167ae75d-f33c-4463-a35b-697638c2d5f7\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}, \"4575\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 23:55:11.000000+00:00\", \"2023-03-24 23:51:15.000000+00:00\", \"2021-12-30 09:44:50.000000+00:00\", \"2019-08-26 13:15:03.000000+00:00\"], \"session_ids\": [\"abdae1aa-17de-49db-b4ab-158cd2342579\", \"126eea69-b119-4ff9-927f-c7a9291cbf13\", \"020b6c46-8295-4d49-9ee0-4c3636f75371\", \"e43eb906-f228-4f46-9e40-3fb63438582f\"], \"total_duration\": 378.0, \"total_sessions\": 4, \"mean_week_duration\": 2.021}, \"1387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-11 11:49:43.000000+00:00\", \"2020-02-03 02:39:39.000000+00:00\", \"2019-07-22 08:15:40.000000+00:00\"], \"session_ids\": [\"187265df-5e61-4947-ba2d-599350ee45b9\", \"41ee2546-4909-46ef-865a-71efefcc8599\", \"8507023a-5494-4d55-b39a-70f56a6feaeb\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 4.643}, \"40882\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-01 07:04:28.000000+00:00\", \"2022-08-03 15:06:46.000000+00:00\"], \"session_ids\": [\"2077d21d-a89b-4f11-bbbc-241b4781bdc3\", \"bac1312c-5915-4322-8f33-61cf8f8756f1\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 4.347}, \"16567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-22 15:06:11.000000+00:00\", \"2019-08-02 19:27:29.000000+00:00\"], \"session_ids\": [\"669533c3-c146-400d-aeab-82813df5bf31\", \"1b23b16c-a051-4067-81f3-9e438c760c1f\"], \"total_duration\": 334.0, \"total_sessions\": 2, \"mean_week_duration\": 1.988}, \"66124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-14 06:36:17.000000+00:00\", \"2020-06-15 11:03:53.000000+00:00\"], \"session_ids\": [\"d25714ad-2215-4635-92e7-783d4ab9d348\", \"e70ddc8e-6cd8-4504-a290-7cccba59b6c6\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 22.056}, \"77684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-06 10:15:38.000000+00:00\", \"2020-02-07 07:25:43.000000+00:00\", \"2020-05-19 11:22:10.000000+00:00\"], \"session_ids\": [\"e56e1b8e-0115-4957-9cf7-c637fbbecd50\", \"2218a55f-9ff2-43df-8624-a0a3abf53c33\", \"9fa01304-9f51-4952-8bb0-4019e568ae1d\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.265}, \"24468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-25 17:22:32.000000+00:00\", \"2020-06-29 15:10:33.000000+00:00\", \"2019-06-26 07:09:27.000000+00:00\", \"2019-03-10 01:28:33.000000+00:00\"], \"session_ids\": [\"0408a8de-fe87-4859-8b8d-e4d3714291aa\", \"238ed09d-fbf3-4c40-a211-b0b454cd9c72\", \"bd813164-93c3-4048-953e-f21ce719cc9c\", \"f541ca23-a0c3-4c0e-8c81-f8b2c21b4464\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Jakarta, Kingston, Bogota, Manila, Larebon"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\", \"Kingston\", \"Bogota\", \"Manila\", \"Lisbon\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"27011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-31 16:20:09.000000+00:00\", \"2021-06-01 23:12:29.000000+00:00\"], \"session_ids\": [\"d28a3c76-6464-4dc7-93f6-bacfc0cbe597\", \"6d7b5821-2872-4c60-8ad4-14558e8fa1b2\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 3.701}, \"74767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-17 13:24:11.000000+00:00\", \"2023-06-09 23:17:35.000000+00:00\"], \"session_ids\": [\"2560cbb0-5fa9-4cfe-abd3-c45b1b6670e3\", \"1307a7fa-65ab-4010-b10d-4deea4fd7b0f\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.26}, \"87783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-19 04:24:37.000000+00:00\", \"2023-04-20 00:18:46.000000+00:00\"], \"session_ids\": [\"ac6f469f-35ca-43ca-912d-63c51622f90b\", \"167ae75d-f33c-4463-a35b-697638c2d5f7\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}, \"4575\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 23:55:11.000000+00:00\", \"2023-03-24 23:51:15.000000+00:00\", \"2021-12-30 09:44:50.000000+00:00\", \"2019-08-26 13:15:03.000000+00:00\"], \"session_ids\": [\"abdae1aa-17de-49db-b4ab-158cd2342579\", \"126eea69-b119-4ff9-927f-c7a9291cbf13\", \"020b6c46-8295-4d49-9ee0-4c3636f75371\", \"e43eb906-f228-4f46-9e40-3fb63438582f\"], \"total_duration\": 378.0, \"total_sessions\": 4, \"mean_week_duration\": 2.021}, \"1387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-11 11:49:43.000000+00:00\", \"2020-02-03 02:39:39.000000+00:00\", \"2019-07-22 08:15:40.000000+00:00\"], \"session_ids\": [\"187265df-5e61-4947-ba2d-599350ee45b9\", \"41ee2546-4909-46ef-865a-71efefcc8599\", \"8507023a-5494-4d55-b39a-70f56a6feaeb\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 4.643}, \"40882\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-01 07:04:28.000000+00:00\", \"2022-08-03 15:06:46.000000+00:00\"], \"session_ids\": [\"2077d21d-a89b-4f11-bbbc-241b4781bdc3\", \"bac1312c-5915-4322-8f33-61cf8f8756f1\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 4.347}, \"16567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-22 15:06:11.000000+00:00\", \"2019-08-02 19:27:29.000000+00:00\"], \"session_ids\": [\"669533c3-c146-400d-aeab-82813df5bf31\", \"1b23b16c-a051-4067-81f3-9e438c760c1f\"], \"total_duration\": 334.0, \"total_sessions\": 2, \"mean_week_duration\": 1.988}, \"66124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-14 06:36:17.000000+00:00\", \"2020-06-15 11:03:53.000000+00:00\"], \"session_ids\": [\"d25714ad-2215-4635-92e7-783d4ab9d348\", \"e70ddc8e-6cd8-4504-a290-7cccba59b6c6\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 22.056}, \"77684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-06 10:15:38.000000+00:00\", \"2020-02-07 07:25:43.000000+00:00\", \"2020-05-19 11:22:10.000000+00:00\"], \"session_ids\": [\"e56e1b8e-0115-4957-9cf7-c637fbbecd50\", \"2218a55f-9ff2-43df-8624-a0a3abf53c33\", \"9fa01304-9f51-4952-8bb0-4019e568ae1d\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.265}, \"24468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-25 17:22:32.000000+00:00\", \"2020-06-29 15:10:33.000000+00:00\", \"2019-06-26 07:09:27.000000+00:00\", \"2019-03-10 01:28:33.000000+00:00\"], \"session_ids\": [\"0408a8de-fe87-4859-8b8d-e4d3714291aa\", \"238ed09d-fbf3-4c40-a211-b0b454cd9c72\", \"bd813164-93c3-4048-953e-f21ce719cc9c\", \"f541ca23-a0c3-4c0e-8c81-f8b2c21b4464\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"4575\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 23:55:11.000000+00:00\", \"2023-03-24 23:51:15.000000+00:00\", \"2021-12-30 09:44:50.000000+00:00\", \"2019-08-26 13:15:03.000000+00:00\"], \"session_ids\": [\"abdae1aa-17de-49db-b4ab-158cd2342579\", \"126eea69-b119-4ff9-927f-c7a9291cbf13\", \"020b6c46-8295-4d49-9ee0-4c3636f75371\", \"e43eb906-f228-4f46-9e40-3fb63438582f\"], \"total_duration\": 378.0, \"total_sessions\": 4, \"mean_week_duration\": 2.021}}, {\"24468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-25 17:22:32.000000+00:00\", \"2020-06-29 15:10:33.000000+00:00\", \"2019-06-26 07:09:27.000000+00:00\", \"2019-03-10 01:28:33.000000+00:00\"], \"session_ids\": [\"0408a8de-fe87-4859-8b8d-e4d3714291aa\", \"238ed09d-fbf3-4c40-a211-b0b454cd9c72\", \"bd813164-93c3-4048-953e-f21ce719cc9c\", \"f541ca23-a0c3-4c0e-8c81-f8b2c21b4464\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}, {\"1387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-11 11:49:43.000000+00:00\", \"2020-02-03 02:39:39.000000+00:00\", \"2019-07-22 08:15:40.000000+00:00\"], \"session_ids\": [\"187265df-5e61-4947-ba2d-599350ee45b9\", \"41ee2546-4909-46ef-865a-71efefcc8599\", \"8507023a-5494-4d55-b39a-70f56a6feaeb\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 4.643}}, {\"77684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-06 10:15:38.000000+00:00\", \"2020-02-07 07:25:43.000000+00:00\", \"2020-05-19 11:22:10.000000+00:00\"], \"session_ids\": [\"e56e1b8e-0115-4957-9cf7-c637fbbecd50\", \"2218a55f-9ff2-43df-8624-a0a3abf53c33\", \"9fa01304-9f51-4952-8bb0-4019e568ae1d\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.265}}, {\"27011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-31 16:20:09.000000+00:00\", \"2021-06-01 23:12:29.000000+00:00\"], \"session_ids\": [\"d28a3c76-6464-4dc7-93f6-bacfc0cbe597\", \"6d7b5821-2872-4c60-8ad4-14558e8fa1b2\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 3.701}}, {\"74767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-17 13:24:11.000000+00:00\", \"2023-06-09 23:17:35.000000+00:00\"], \"session_ids\": [\"2560cbb0-5fa9-4cfe-abd3-c45b1b6670e3\", \"1307a7fa-65ab-4010-b10d-4deea4fd7b0f\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.26}}, {\"87783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-19 04:24:37.000000+00:00\", \"2023-04-20 00:18:46.000000+00:00\"], \"session_ids\": [\"ac6f469f-35ca-43ca-912d-63c51622f90b\", \"167ae75d-f33c-4463-a35b-697638c2d5f7\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}}, {\"40882\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-01 07:04:28.000000+00:00\", \"2022-08-03 15:06:46.000000+00:00\"], \"session_ids\": [\"2077d21d-a89b-4f11-bbbc-241b4781bdc3\", \"bac1312c-5915-4322-8f33-61cf8f8756f1\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 4.347}}, {\"16567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-22 15:06:11.000000+00:00\", \"2019-08-02 19:27:29.000000+00:00\"], \"session_ids\": [\"669533c3-c146-400d-aeab-82813df5bf31\", \"1b23b16c-a051-4067-81f3-9e438c760c1f\"], \"total_duration\": 334.0, \"total_sessions\": 2, \"mean_week_duration\": 1.988}}, {\"66124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-14 06:36:17.000000+00:00\", \"2020-06-15 11:03:53.000000+00:00\"], \"session_ids\": [\"d25714ad-2215-4635-92e7-783d4ab9d348\", \"e70ddc8e-6cd8-4504-a290-7cccba59b6c6\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 22.056}}]\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[{\"4575\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 23:55:11.000000+00:00\", \"2023-03-24 23:51:15.000000+00:00\", \"2021-12-30 09:44:50.000000+00:00\", \"2019-08-26 13:15:03.000000+00:00\"], \"session_ids\": [\"abdae1aa-17de-49db-b4ab-158cd2342579\", \"126eea69-b119-4ff9-927f-c7a9291cbf13\", \"020b6c46-8295-4d49-9ee0-4c3636f75371\", \"e43eb906-f228-4f46-9e40-3fb63438582f\"], \"total_duration\": 378.0, \"total_sessions\": 4, \"mean_week_duration\": 2.021}}, {\"24468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-25 17:22:32.000000+00:00\", \"2020-06-29 15:10:33.000000+00:00\", \"2019-06-26 07:09:27.000000+00:00\", \"2019-03-10 01:28:33.000000+00:00\"], \"session_ids\": [\"0408a8de-fe87-4859-8b8d-e4d3714291aa\", \"238ed09d-fbf3-4c40-a211-b0b454cd9c72\", \"bd813164-93c3-4048-953e-f21ce719cc9c\", \"f541ca23-a0c3-4c0e-8c81-f8b2c21b4464\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}, {\"1387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-11 11:49:43.000000+00:00\", \"2020-02-03 02:39:39.000000+00:00\", \"2019-07-22 08:15:40.000000+00:00\"], \"session_ids\": [\"187265df-5e61-4947-ba2d-599350ee45b9\", \"41ee2546-4909-46ef-865a-71efefcc8599\", \"8507023a-5494-4d55-b39a-70f56a6feaeb\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 4.643}}, {\"77684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-06 10:15:38.000000+00:00\", \"2020-02-07 07:25:43.000000+00:00\", \"2020-05-19 11:22:10.000000+00:00\"], \"session_ids\": [\"e56e1b8e-0115-4957-9cf7-c637fbbecd50\", \"2218a55f-9ff2-43df-8624-a0a3abf53c33\", \"9fa01304-9f51-4952-8bb0-4019e568ae1d\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.265}}]\n```\n"
}
] |
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