conversations
list |
|---|
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into 5 users whose overall total sessions bigger than 5 and smaller than 3 , and apply sorting by total_duration in ascending order additionaly provide me only with 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"22525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-07-26 04:30:07.000000+00:00\", \"2020-04-06 00:18:13.000000+00:00\"], \"session_ids\": [\"e119f7ee-8a5d-4add-94c6-6e0c95f061e2\", \"2e741fc3-0c04-474e-8ed2-7264fd097164\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.901}, \"3128\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-15 06:21:03.000000+00:00\", \"2019-11-18 01:02:31.000000+00:00\", \"2021-06-15 21:42:08.000000+00:00\"], \"session_ids\": [\"595fdc87-20a4-4ebd-97cb-b35e11237c12\", \"43422bea-d8ca-4b85-a993-e0e10bcfd6f4\", \"04e44fd0-0124-4559-a0f1-30609ec71232\"], \"total_duration\": 609.0, \"total_sessions\": 3, \"mean_week_duration\": 7.337}, \"5528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-04 20:31:35.000000+00:00\", \"2020-12-06 20:49:03.000000+00:00\", \"2020-10-02 20:39:42.000000+00:00\", \"2019-05-15 05:27:47.000000+00:00\"], \"session_ids\": [\"39cc6230-e873-4e16-bd16-ab466f886d2f\", \"51992aaa-bf24-40ee-b3a4-377339ce231c\", \"7073694a-5e76-405e-9320-ea78bbf55ff4\", \"2d4d6971-e27b-4c00-ab9c-bbfe5d0b6089\"], \"total_duration\": 676.0, \"total_sessions\": 4, \"mean_week_duration\": 8.244}, \"76169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-21 15:26:17.000000+00:00\", \"2020-08-19 22:42:26.000000+00:00\", \"2019-12-11 00:32:20.000000+00:00\", \"2021-04-24 12:51:36.000000+00:00\", \"2022-07-16 15:37:11.000000+00:00\"], \"session_ids\": [\"bcc065dc-8780-473f-b943-d3004c12bd76\", \"d49ea987-6ec6-4be6-a78e-d03187a9b3bb\", \"c79c1bf6-1aef-4cb9-904a-7c3795653323\", \"d59b4054-428e-4953-886e-981c124934da\", \"ef87ce59-582c-42e6-90e2-9b4899f562ba\"], \"total_duration\": 2916.0, \"total_sessions\": 5, \"mean_week_duration\": 21.441}, \"32669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-07 01:21:19.000000+00:00\", \"2022-03-11 13:20:34.000000+00:00\"], \"session_ids\": [\"c4c48419-e13f-407a-98ca-5b0cad4c801d\", \"db134577-df0a-401c-826e-9d654e45484f\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}, \"20472\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-04 13:14:10.000000+00:00\", \"2021-10-02 06:02:08.000000+00:00\"], \"session_ids\": [\"dd5b9bb4-f4dd-4aec-ba98-3dd71c358f36\", \"e2251612-e90f-42f8-a632-e5a84c47ef8f\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 25.889}, \"11439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-19 12:23:15.000000+00:00\", \"2021-07-20 14:04:35.000000+00:00\", \"2019-07-12 09:27:16.000000+00:00\", \"2023-05-19 13:56:40.000000+00:00\", \"2023-03-02 20:05:05.000000+00:00\", \"2022-02-15 19:43:02.000000+00:00\"], \"session_ids\": [\"4b9272a5-94db-4a96-a270-3ed76e98e820\", \"b83c607f-093c-4faa-a10f-94db110b36a9\", \"4ecd2359-f181-43be-8fee-faf7dd2be783\", \"219e6227-079e-4f98-acb4-7c768d20895b\", \"5cb7f0a2-51e3-4549-aeb6-4b4bcf09e493\", \"cbc7aa81-1fb1-4615-ba8d-063cdc665710\"], \"total_duration\": 364.0, \"total_sessions\": 6, \"mean_week_duration\": 1.811}, \"52298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-23 18:43:45.000000+00:00\", \"2020-02-01 11:26:43.000000+00:00\", \"2021-08-22 03:46:40.000000+00:00\", \"2023-05-10 03:30:18.000000+00:00\", \"2021-03-12 00:44:24.000000+00:00\", \"2023-04-13 20:09:53.000000+00:00\", \"2021-10-01 19:16:46.000000+00:00\", \"2020-11-01 08:52:50.000000+00:00\", \"2019-07-22 14:45:11.000000+00:00\", \"2021-05-30 03:40:59.000000+00:00\"], \"session_ids\": [\"23aa7c67-ccd7-450a-9006-cc2d6ea1b434\", \"fa3986f2-6a6e-422c-b605-eda401148618\", \"acafcfed-927d-4687-baf4-081bd62ef015\", \"4c79c5c6-91d2-4d5c-adad-a1722c7877e4\", \"162a9695-e5e7-4be2-b378-f40dec98659f\", \"57a0897b-7c5d-41de-9825-fe09eb4b6737\", \"cb1a89e5-5e47-49bd-accf-f3a346bae96d\", \"1e07d37c-852e-4d28-b718-bdacaff43748\", \"d35825f1-4b1e-4db9-9ae5-bcb9c88502e5\", \"4aefe0e3-afb8-4c37-b5bb-171b93b35978\"], \"total_duration\": 40402.0, \"total_sessions\": 10, \"mean_week_duration\": 187.046}, \"47742\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-12 17:06:07.000000+00:00\", \"2019-09-08 00:45:12.000000+00:00\"], \"session_ids\": [\"d1611be0-a389-425c-9144-72ce353b9679\", \"0213ef34-93d9-403c-9f2b-9f03f4f08ffe\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}, \"31344\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-17 05:27:06.000000+00:00\", \"2021-07-16 10:02:15.000000+00:00\", \"2022-02-16 10:17:31.000000+00:00\"], \"session_ids\": [\"946c7dc2-0b19-4155-97c3-8ff0ebcfbb45\", \"f19482f5-2fc8-4610-9e22-1c994f26b849\", \"a4124962-ac41-4171-8b05-359feb9159be\"], \"total_duration\": 529.0, \"total_sessions\": 3, \"mean_week_duration\": 11.021}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 3 and are equal or greater than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"22525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-07-26 04:30:07.000000+00:00\", \"2020-04-06 00:18:13.000000+00:00\"], \"session_ids\": [\"e119f7ee-8a5d-4add-94c6-6e0c95f061e2\", \"2e741fc3-0c04-474e-8ed2-7264fd097164\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.901}, \"3128\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-15 06:21:03.000000+00:00\", \"2019-11-18 01:02:31.000000+00:00\", \"2021-06-15 21:42:08.000000+00:00\"], \"session_ids\": [\"595fdc87-20a4-4ebd-97cb-b35e11237c12\", \"43422bea-d8ca-4b85-a993-e0e10bcfd6f4\", \"04e44fd0-0124-4559-a0f1-30609ec71232\"], \"total_duration\": 609.0, \"total_sessions\": 3, \"mean_week_duration\": 7.337}, \"32669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-07 01:21:19.000000+00:00\", \"2022-03-11 13:20:34.000000+00:00\"], \"session_ids\": [\"c4c48419-e13f-407a-98ca-5b0cad4c801d\", \"db134577-df0a-401c-826e-9d654e45484f\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}, \"20472\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-04 13:14:10.000000+00:00\", \"2021-10-02 06:02:08.000000+00:00\"], \"session_ids\": [\"dd5b9bb4-f4dd-4aec-ba98-3dd71c358f36\", \"e2251612-e90f-42f8-a632-e5a84c47ef8f\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 25.889}, \"47742\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-12 17:06:07.000000+00:00\", \"2019-09-08 00:45:12.000000+00:00\"], \"session_ids\": [\"d1611be0-a389-425c-9144-72ce353b9679\", \"0213ef34-93d9-403c-9f2b-9f03f4f08ffe\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}, \"31344\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-17 05:27:06.000000+00:00\", \"2021-07-16 10:02:15.000000+00:00\", \"2022-02-16 10:17:31.000000+00:00\"], \"session_ids\": [\"946c7dc2-0b19-4155-97c3-8ff0ebcfbb45\", \"f19482f5-2fc8-4610-9e22-1c994f26b849\", \"a4124962-ac41-4171-8b05-359feb9159be\"], \"total_duration\": 529.0, \"total_sessions\": 3, \"mean_week_duration\": 11.021}, \"76169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-21 15:26:17.000000+00:00\", \"2020-08-19 22:42:26.000000+00:00\", \"2019-12-11 00:32:20.000000+00:00\", \"2021-04-24 12:51:36.000000+00:00\", \"2022-07-16 15:37:11.000000+00:00\"], \"session_ids\": [\"bcc065dc-8780-473f-b943-d3004c12bd76\", \"d49ea987-6ec6-4be6-a78e-d03187a9b3bb\", \"c79c1bf6-1aef-4cb9-904a-7c3795653323\", \"d59b4054-428e-4953-886e-981c124934da\", \"ef87ce59-582c-42e6-90e2-9b4899f562ba\"], \"total_duration\": 2916.0, \"total_sessions\": 5, \"mean_week_duration\": 21.441}, \"11439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-19 12:23:15.000000+00:00\", \"2021-07-20 14:04:35.000000+00:00\", \"2019-07-12 09:27:16.000000+00:00\", \"2023-05-19 13:56:40.000000+00:00\", \"2023-03-02 20:05:05.000000+00:00\", \"2022-02-15 19:43:02.000000+00:00\"], \"session_ids\": [\"4b9272a5-94db-4a96-a270-3ed76e98e820\", \"b83c607f-093c-4faa-a10f-94db110b36a9\", \"4ecd2359-f181-43be-8fee-faf7dd2be783\", \"219e6227-079e-4f98-acb4-7c768d20895b\", \"5cb7f0a2-51e3-4549-aeb6-4b4bcf09e493\", \"cbc7aa81-1fb1-4615-ba8d-063cdc665710\"], \"total_duration\": 364.0, \"total_sessions\": 6, \"mean_week_duration\": 1.811}, \"52298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-23 18:43:45.000000+00:00\", \"2020-02-01 11:26:43.000000+00:00\", \"2021-08-22 03:46:40.000000+00:00\", \"2023-05-10 03:30:18.000000+00:00\", \"2021-03-12 00:44:24.000000+00:00\", \"2023-04-13 20:09:53.000000+00:00\", \"2021-10-01 19:16:46.000000+00:00\", \"2020-11-01 08:52:50.000000+00:00\", \"2019-07-22 14:45:11.000000+00:00\", \"2021-05-30 03:40:59.000000+00:00\"], \"session_ids\": [\"23aa7c67-ccd7-450a-9006-cc2d6ea1b434\", \"fa3986f2-6a6e-422c-b605-eda401148618\", \"acafcfed-927d-4687-baf4-081bd62ef015\", \"4c79c5c6-91d2-4d5c-adad-a1722c7877e4\", \"162a9695-e5e7-4be2-b378-f40dec98659f\", \"57a0897b-7c5d-41de-9825-fe09eb4b6737\", \"cb1a89e5-5e47-49bd-accf-f3a346bae96d\", \"1e07d37c-852e-4d28-b718-bdacaff43748\", \"d35825f1-4b1e-4db9-9ae5-bcb9c88502e5\", \"4aefe0e3-afb8-4c37-b5bb-171b93b35978\"], \"total_duration\": 40402.0, \"total_sessions\": 10, \"mean_week_duration\": 187.046}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"32669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-07 01:21:19.000000+00:00\", \"2022-03-11 13:20:34.000000+00:00\"], \"session_ids\": [\"c4c48419-e13f-407a-98ca-5b0cad4c801d\", \"db134577-df0a-401c-826e-9d654e45484f\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}}, {\"22525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-07-26 04:30:07.000000+00:00\", \"2020-04-06 00:18:13.000000+00:00\"], \"session_ids\": [\"e119f7ee-8a5d-4add-94c6-6e0c95f061e2\", \"2e741fc3-0c04-474e-8ed2-7264fd097164\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.901}}, {\"20472\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-04 13:14:10.000000+00:00\", \"2021-10-02 06:02:08.000000+00:00\"], \"session_ids\": [\"dd5b9bb4-f4dd-4aec-ba98-3dd71c358f36\", \"e2251612-e90f-42f8-a632-e5a84c47ef8f\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 25.889}}, {\"11439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-19 12:23:15.000000+00:00\", \"2021-07-20 14:04:35.000000+00:00\", \"2019-07-12 09:27:16.000000+00:00\", \"2023-05-19 13:56:40.000000+00:00\", \"2023-03-02 20:05:05.000000+00:00\", \"2022-02-15 19:43:02.000000+00:00\"], \"session_ids\": [\"4b9272a5-94db-4a96-a270-3ed76e98e820\", \"b83c607f-093c-4faa-a10f-94db110b36a9\", \"4ecd2359-f181-43be-8fee-faf7dd2be783\", \"219e6227-079e-4f98-acb4-7c768d20895b\", \"5cb7f0a2-51e3-4549-aeb6-4b4bcf09e493\", \"cbc7aa81-1fb1-4615-ba8d-063cdc665710\"], \"total_duration\": 364.0, \"total_sessions\": 6, \"mean_week_duration\": 1.811}}, {\"47742\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-12 17:06:07.000000+00:00\", \"2019-09-08 00:45:12.000000+00:00\"], \"session_ids\": [\"d1611be0-a389-425c-9144-72ce353b9679\", \"0213ef34-93d9-403c-9f2b-9f03f4f08ffe\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 3.481}}, {\"31344\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-17 05:27:06.000000+00:00\", \"2021-07-16 10:02:15.000000+00:00\", \"2022-02-16 10:17:31.000000+00:00\"], \"session_ids\": [\"946c7dc2-0b19-4155-97c3-8ff0ebcfbb45\", \"f19482f5-2fc8-4610-9e22-1c994f26b849\", \"a4124962-ac41-4171-8b05-359feb9159be\"], \"total_duration\": 529.0, \"total_sessions\": 3, \"mean_week_duration\": 11.021}}, {\"3128\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-15 06:21:03.000000+00:00\", \"2019-11-18 01:02:31.000000+00:00\", \"2021-06-15 21:42:08.000000+00:00\"], \"session_ids\": [\"595fdc87-20a4-4ebd-97cb-b35e11237c12\", \"43422bea-d8ca-4b85-a993-e0e10bcfd6f4\", \"04e44fd0-0124-4559-a0f1-30609ec71232\"], \"total_duration\": 609.0, \"total_sessions\": 3, \"mean_week_duration\": 7.337}}, {\"76169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-21 15:26:17.000000+00:00\", \"2020-08-19 22:42:26.000000+00:00\", \"2019-12-11 00:32:20.000000+00:00\", \"2021-04-24 12:51:36.000000+00:00\", \"2022-07-16 15:37:11.000000+00:00\"], \"session_ids\": [\"bcc065dc-8780-473f-b943-d3004c12bd76\", \"d49ea987-6ec6-4be6-a78e-d03187a9b3bb\", \"c79c1bf6-1aef-4cb9-904a-7c3795653323\", \"d59b4054-428e-4953-886e-981c124934da\", \"ef87ce59-582c-42e6-90e2-9b4899f562ba\"], \"total_duration\": 2916.0, \"total_sessions\": 5, \"mean_week_duration\": 21.441}}, {\"52298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-23 18:43:45.000000+00:00\", \"2020-02-01 11:26:43.000000+00:00\", \"2021-08-22 03:46:40.000000+00:00\", \"2023-05-10 03:30:18.000000+00:00\", \"2021-03-12 00:44:24.000000+00:00\", \"2023-04-13 20:09:53.000000+00:00\", \"2021-10-01 19:16:46.000000+00:00\", \"2020-11-01 08:52:50.000000+00:00\", \"2019-07-22 14:45:11.000000+00:00\", \"2021-05-30 03:40:59.000000+00:00\"], \"session_ids\": [\"23aa7c67-ccd7-450a-9006-cc2d6ea1b434\", \"fa3986f2-6a6e-422c-b605-eda401148618\", \"acafcfed-927d-4687-baf4-081bd62ef015\", \"4c79c5c6-91d2-4d5c-adad-a1722c7877e4\", \"162a9695-e5e7-4be2-b378-f40dec98659f\", \"57a0897b-7c5d-41de-9825-fe09eb4b6737\", \"cb1a89e5-5e47-49bd-accf-f3a346bae96d\", \"1e07d37c-852e-4d28-b718-bdacaff43748\", \"d35825f1-4b1e-4db9-9ae5-bcb9c88502e5\", \"4aefe0e3-afb8-4c37-b5bb-171b93b35978\"], \"total_duration\": 40402.0, \"total_sessions\": 10, \"mean_week_duration\": 187.046}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 3 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"32669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-07 01:21:19.000000+00:00\", \"2022-03-11 13:20:34.000000+00:00\"], \"session_ids\": [\"c4c48419-e13f-407a-98ca-5b0cad4c801d\", \"db134577-df0a-401c-826e-9d654e45484f\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}}, {\"22525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-07-26 04:30:07.000000+00:00\", \"2020-04-06 00:18:13.000000+00:00\"], \"session_ids\": [\"e119f7ee-8a5d-4add-94c6-6e0c95f061e2\", \"2e741fc3-0c04-474e-8ed2-7264fd097164\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.901}}, {\"20472\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-04 13:14:10.000000+00:00\", \"2021-10-02 06:02:08.000000+00:00\"], \"session_ids\": [\"dd5b9bb4-f4dd-4aec-ba98-3dd71c358f36\", \"e2251612-e90f-42f8-a632-e5a84c47ef8f\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 25.889}}]\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[{\"32669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-07 01:21:19.000000+00:00\", \"2022-03-11 13:20:34.000000+00:00\"], \"session_ids\": [\"c4c48419-e13f-407a-98ca-5b0cad4c801d\", \"db134577-df0a-401c-826e-9d654e45484f\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}}, {\"22525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-07-26 04:30:07.000000+00:00\", \"2020-04-06 00:18:13.000000+00:00\"], \"session_ids\": [\"e119f7ee-8a5d-4add-94c6-6e0c95f061e2\", \"2e741fc3-0c04-474e-8ed2-7264fd097164\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.901}}, {\"20472\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-04 13:14:10.000000+00:00\", \"2021-10-02 06:02:08.000000+00:00\"], \"session_ids\": [\"dd5b9bb4-f4dd-4aec-ba98-3dd71c358f36\", \"e2251612-e90f-42f8-a632-e5a84c47ef8f\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 25.889}}]\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 8 users whose average of total time spent in the app per week is smaller than 16 (not including) as well as put to use sorting by number of sessions in descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-19 07:17:05.000000+00:00\", \"2023-06-14 16:49:59.000000+00:00\", \"2022-05-02 01:16:44.000000+00:00\"], \"session_ids\": [\"ed3728a1-d67d-4c49-996b-b955db475d2f\", \"77515914-3098-4a0a-b2ae-21dc0b858e3e\", \"081db854-0843-4a64-911b-e71f5a8a5cfd\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.966}, \"67783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-04-14 17:42:59.000000+00:00\", \"2021-10-08 20:29:47.000000+00:00\", \"2020-04-24 03:12:24.000000+00:00\", \"2020-03-24 00:35:52.000000+00:00\", \"2020-01-12 22:14:20.000000+00:00\", \"2020-04-22 10:08:04.000000+00:00\", \"2021-11-26 21:00:59.000000+00:00\"], \"session_ids\": [\"9401c064-f449-46fe-a6d9-a10ddf54d6b1\", \"e158ff0d-3814-459c-8592-ff0da4029ddc\", \"415cc59d-1d26-4ff7-952e-0c165fe5f861\", \"09d0090c-5fae-40a2-b02d-4b27929f4be0\", \"36843cea-2504-402d-b70f-3bfaff167320\", \"d694b591-8113-49f9-8396-f76f01d5e4f9\", \"80185bbe-59ea-4df1-8acb-9d5834f49add\"], \"total_duration\": 6797.0, \"total_sessions\": 7, \"mean_week_duration\": 69.357}, \"7957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-13 16:26:47.000000+00:00\", \"2019-07-14 14:23:47.000000+00:00\"], \"session_ids\": [\"c818b111-0fa6-4a3a-a1ff-dd3d2748041d\", \"063bbd01-b249-4f89-8ec2-e07b5db8efc8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}, \"67354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-09 23:15:44.000000+00:00\", \"2022-04-08 15:32:54.000000+00:00\"], \"session_ids\": [\"5e1c5a16-56ba-4936-ba78-ac46a0812608\", \"12b7b1d2-6240-405f-8314-bff330bba133\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 23:22:43.000000+00:00\", \"2019-02-21 09:45:50.000000+00:00\", \"2022-09-29 07:31:33.000000+00:00\", \"2020-02-11 22:10:55.000000+00:00\", \"2019-08-05 09:07:37.000000+00:00\", \"2023-05-18 23:47:16.000000+00:00\"], \"session_ids\": [\"5d6a1580-0af6-4a3b-9d5a-4b66ff4c4190\", \"74ec22ae-bdfc-4253-b236-10deff2292d6\", \"277db392-d4e9-40dd-a33d-44c5befc0169\", \"22ccecba-889b-4c37-8bc6-50543abddf47\", \"a6159cdb-6b58-4b18-ab30-d9f73d53924f\", \"4bbb5890-7f1b-423e-8948-9aea55a7888c\"], \"total_duration\": 976.0, \"total_sessions\": 6, \"mean_week_duration\": 4.416}, \"82354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-16 09:24:58.000000+00:00\", \"2019-09-26 09:25:07.000000+00:00\"], \"session_ids\": [\"69793c81-67d8-4c27-ac0b-97927a844a38\", \"704605ed-685c-4273-84b6-13bc08e7dbbf\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 2.87}, \"88093\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-06-13 18:41:07.000000+00:00\", \"2021-11-17 18:39:55.000000+00:00\"], \"session_ids\": [\"ccbc5786-62f3-43fb-bb60-dcb0910e0708\", \"b8ecac2d-2ac1-409c-9c95-d63912e5cc8d\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 2.463}, \"35615\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-31 23:32:40.000000+00:00\", \"2022-06-04 10:05:21.000000+00:00\"], \"session_ids\": [\"d1e5b6fb-3778-44a5-b64e-1d22e2e13d7d\", \"31397bbb-6288-43cf-b382-bc7cffc2d3e0\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.841}, \"54362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-04 23:16:15.000000+00:00\", \"2019-08-28 15:37:19.000000+00:00\", \"2019-06-11 06:49:11.000000+00:00\"], \"session_ids\": [\"f8171017-6440-45f4-b925-bfe427053917\", \"0f68be76-d9b3-4d3a-ae82-7bd459bb03f5\", \"800d2014-b4a7-4d90-aacc-dd40307b2888\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.784}, \"55179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 08:05:19.000000+00:00\", \"2020-11-05 23:28:12.000000+00:00\", \"2021-07-31 19:12:35.000000+00:00\", \"2020-12-28 07:11:31.000000+00:00\", \"2019-04-08 06:36:22.000000+00:00\", \"2021-06-30 20:23:31.000000+00:00\", \"2020-01-12 21:06:29.000000+00:00\", \"2022-01-11 12:59:48.000000+00:00\", \"2022-09-04 21:36:46.000000+00:00\", \"2019-07-21 15:22:27.000000+00:00\", \"2023-01-16 05:09:27.000000+00:00\"], \"session_ids\": [\"cf802305-21fc-41de-bcd4-573e491e7c12\", \"907d4bec-d3c4-4d07-aa46-fc7127f58c62\", \"3f6604a7-789e-41d0-a3d4-b416e871d5d1\", \"e1ce4bda-adfb-4b33-9711-1e894252dff6\", \"31a9f6d0-bff9-42c3-818c-5c3368ad6763\", \"4d1a647d-5c3b-4cbe-b27a-73101b03f081\", \"334285bc-6ccc-4481-b7ec-efcb344712c3\", \"1e33e0cd-5891-400a-b381-0007d0cbdbda\", \"4dc01aa2-d46e-49c7-a4ab-e71e958a3065\", \"606fa95f-c82a-44ee-bbdf-01c4af04e940\", \"f136c158-48b7-4f02-8ce7-1fe3a55ce48b\"], \"total_duration\": 2462.0, \"total_sessions\": 11, \"mean_week_duration\": 11.894}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 16"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 36]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-19 07:17:05.000000+00:00\", \"2023-06-14 16:49:59.000000+00:00\", \"2022-05-02 01:16:44.000000+00:00\"], \"session_ids\": [\"ed3728a1-d67d-4c49-996b-b955db475d2f\", \"77515914-3098-4a0a-b2ae-21dc0b858e3e\", \"081db854-0843-4a64-911b-e71f5a8a5cfd\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.966}, \"7957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-13 16:26:47.000000+00:00\", \"2019-07-14 14:23:47.000000+00:00\"], \"session_ids\": [\"c818b111-0fa6-4a3a-a1ff-dd3d2748041d\", \"063bbd01-b249-4f89-8ec2-e07b5db8efc8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}, \"67354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-09 23:15:44.000000+00:00\", \"2022-04-08 15:32:54.000000+00:00\"], \"session_ids\": [\"5e1c5a16-56ba-4936-ba78-ac46a0812608\", \"12b7b1d2-6240-405f-8314-bff330bba133\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 23:22:43.000000+00:00\", \"2019-02-21 09:45:50.000000+00:00\", \"2022-09-29 07:31:33.000000+00:00\", \"2020-02-11 22:10:55.000000+00:00\", \"2019-08-05 09:07:37.000000+00:00\", \"2023-05-18 23:47:16.000000+00:00\"], \"session_ids\": [\"5d6a1580-0af6-4a3b-9d5a-4b66ff4c4190\", \"74ec22ae-bdfc-4253-b236-10deff2292d6\", \"277db392-d4e9-40dd-a33d-44c5befc0169\", \"22ccecba-889b-4c37-8bc6-50543abddf47\", \"a6159cdb-6b58-4b18-ab30-d9f73d53924f\", \"4bbb5890-7f1b-423e-8948-9aea55a7888c\"], \"total_duration\": 976.0, \"total_sessions\": 6, \"mean_week_duration\": 4.416}, \"82354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-16 09:24:58.000000+00:00\", \"2019-09-26 09:25:07.000000+00:00\"], \"session_ids\": [\"69793c81-67d8-4c27-ac0b-97927a844a38\", \"704605ed-685c-4273-84b6-13bc08e7dbbf\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 2.87}, \"88093\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-06-13 18:41:07.000000+00:00\", \"2021-11-17 18:39:55.000000+00:00\"], \"session_ids\": [\"ccbc5786-62f3-43fb-bb60-dcb0910e0708\", \"b8ecac2d-2ac1-409c-9c95-d63912e5cc8d\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 2.463}, \"35615\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-31 23:32:40.000000+00:00\", \"2022-06-04 10:05:21.000000+00:00\"], \"session_ids\": [\"d1e5b6fb-3778-44a5-b64e-1d22e2e13d7d\", \"31397bbb-6288-43cf-b382-bc7cffc2d3e0\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.841}, \"54362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-04 23:16:15.000000+00:00\", \"2019-08-28 15:37:19.000000+00:00\", \"2019-06-11 06:49:11.000000+00:00\"], \"session_ids\": [\"f8171017-6440-45f4-b925-bfe427053917\", \"0f68be76-d9b3-4d3a-ae82-7bd459bb03f5\", \"800d2014-b4a7-4d90-aacc-dd40307b2888\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.784}, \"55179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 08:05:19.000000+00:00\", \"2020-11-05 23:28:12.000000+00:00\", \"2021-07-31 19:12:35.000000+00:00\", \"2020-12-28 07:11:31.000000+00:00\", \"2019-04-08 06:36:22.000000+00:00\", \"2021-06-30 20:23:31.000000+00:00\", \"2020-01-12 21:06:29.000000+00:00\", \"2022-01-11 12:59:48.000000+00:00\", \"2022-09-04 21:36:46.000000+00:00\", \"2019-07-21 15:22:27.000000+00:00\", \"2023-01-16 05:09:27.000000+00:00\"], \"session_ids\": [\"cf802305-21fc-41de-bcd4-573e491e7c12\", \"907d4bec-d3c4-4d07-aa46-fc7127f58c62\", \"3f6604a7-789e-41d0-a3d4-b416e871d5d1\", \"e1ce4bda-adfb-4b33-9711-1e894252dff6\", \"31a9f6d0-bff9-42c3-818c-5c3368ad6763\", \"4d1a647d-5c3b-4cbe-b27a-73101b03f081\", \"334285bc-6ccc-4481-b7ec-efcb344712c3\", \"1e33e0cd-5891-400a-b381-0007d0cbdbda\", \"4dc01aa2-d46e-49c7-a4ab-e71e958a3065\", \"606fa95f-c82a-44ee-bbdf-01c4af04e940\", \"f136c158-48b7-4f02-8ce7-1fe3a55ce48b\"], \"total_duration\": 2462.0, \"total_sessions\": 11, \"mean_week_duration\": 11.894}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"55179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 08:05:19.000000+00:00\", \"2020-11-05 23:28:12.000000+00:00\", \"2021-07-31 19:12:35.000000+00:00\", \"2020-12-28 07:11:31.000000+00:00\", \"2019-04-08 06:36:22.000000+00:00\", \"2021-06-30 20:23:31.000000+00:00\", \"2020-01-12 21:06:29.000000+00:00\", \"2022-01-11 12:59:48.000000+00:00\", \"2022-09-04 21:36:46.000000+00:00\", \"2019-07-21 15:22:27.000000+00:00\", \"2023-01-16 05:09:27.000000+00:00\"], \"session_ids\": [\"cf802305-21fc-41de-bcd4-573e491e7c12\", \"907d4bec-d3c4-4d07-aa46-fc7127f58c62\", \"3f6604a7-789e-41d0-a3d4-b416e871d5d1\", \"e1ce4bda-adfb-4b33-9711-1e894252dff6\", \"31a9f6d0-bff9-42c3-818c-5c3368ad6763\", \"4d1a647d-5c3b-4cbe-b27a-73101b03f081\", \"334285bc-6ccc-4481-b7ec-efcb344712c3\", \"1e33e0cd-5891-400a-b381-0007d0cbdbda\", \"4dc01aa2-d46e-49c7-a4ab-e71e958a3065\", \"606fa95f-c82a-44ee-bbdf-01c4af04e940\", \"f136c158-48b7-4f02-8ce7-1fe3a55ce48b\"], \"total_duration\": 2462.0, \"total_sessions\": 11, \"mean_week_duration\": 11.894}}, {\"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 23:22:43.000000+00:00\", \"2019-02-21 09:45:50.000000+00:00\", \"2022-09-29 07:31:33.000000+00:00\", \"2020-02-11 22:10:55.000000+00:00\", \"2019-08-05 09:07:37.000000+00:00\", \"2023-05-18 23:47:16.000000+00:00\"], \"session_ids\": [\"5d6a1580-0af6-4a3b-9d5a-4b66ff4c4190\", \"74ec22ae-bdfc-4253-b236-10deff2292d6\", \"277db392-d4e9-40dd-a33d-44c5befc0169\", \"22ccecba-889b-4c37-8bc6-50543abddf47\", \"a6159cdb-6b58-4b18-ab30-d9f73d53924f\", \"4bbb5890-7f1b-423e-8948-9aea55a7888c\"], \"total_duration\": 976.0, \"total_sessions\": 6, \"mean_week_duration\": 4.416}}, {\"75208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-19 07:17:05.000000+00:00\", \"2023-06-14 16:49:59.000000+00:00\", \"2022-05-02 01:16:44.000000+00:00\"], \"session_ids\": [\"ed3728a1-d67d-4c49-996b-b955db475d2f\", \"77515914-3098-4a0a-b2ae-21dc0b858e3e\", \"081db854-0843-4a64-911b-e71f5a8a5cfd\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.966}}, {\"54362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-04 23:16:15.000000+00:00\", \"2019-08-28 15:37:19.000000+00:00\", \"2019-06-11 06:49:11.000000+00:00\"], \"session_ids\": [\"f8171017-6440-45f4-b925-bfe427053917\", \"0f68be76-d9b3-4d3a-ae82-7bd459bb03f5\", \"800d2014-b4a7-4d90-aacc-dd40307b2888\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.784}}, {\"7957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-13 16:26:47.000000+00:00\", \"2019-07-14 14:23:47.000000+00:00\"], \"session_ids\": [\"c818b111-0fa6-4a3a-a1ff-dd3d2748041d\", \"063bbd01-b249-4f89-8ec2-e07b5db8efc8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}}, {\"67354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-09 23:15:44.000000+00:00\", \"2022-04-08 15:32:54.000000+00:00\"], \"session_ids\": [\"5e1c5a16-56ba-4936-ba78-ac46a0812608\", \"12b7b1d2-6240-405f-8314-bff330bba133\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}, {\"82354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-16 09:24:58.000000+00:00\", \"2019-09-26 09:25:07.000000+00:00\"], \"session_ids\": [\"69793c81-67d8-4c27-ac0b-97927a844a38\", \"704605ed-685c-4273-84b6-13bc08e7dbbf\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 2.87}}, {\"88093\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-06-13 18:41:07.000000+00:00\", \"2021-11-17 18:39:55.000000+00:00\"], \"session_ids\": [\"ccbc5786-62f3-43fb-bb60-dcb0910e0708\", \"b8ecac2d-2ac1-409c-9c95-d63912e5cc8d\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 2.463}}, {\"35615\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-31 23:32:40.000000+00:00\", \"2022-06-04 10:05:21.000000+00:00\"], \"session_ids\": [\"d1e5b6fb-3778-44a5-b64e-1d22e2e13d7d\", \"31397bbb-6288-43cf-b382-bc7cffc2d3e0\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.841}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 8 entries, discarding 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[{\"55179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 08:05:19.000000+00:00\", \"2020-11-05 23:28:12.000000+00:00\", \"2021-07-31 19:12:35.000000+00:00\", \"2020-12-28 07:11:31.000000+00:00\", \"2019-04-08 06:36:22.000000+00:00\", \"2021-06-30 20:23:31.000000+00:00\", \"2020-01-12 21:06:29.000000+00:00\", \"2022-01-11 12:59:48.000000+00:00\", \"2022-09-04 21:36:46.000000+00:00\", \"2019-07-21 15:22:27.000000+00:00\", \"2023-01-16 05:09:27.000000+00:00\"], \"session_ids\": [\"cf802305-21fc-41de-bcd4-573e491e7c12\", \"907d4bec-d3c4-4d07-aa46-fc7127f58c62\", \"3f6604a7-789e-41d0-a3d4-b416e871d5d1\", \"e1ce4bda-adfb-4b33-9711-1e894252dff6\", \"31a9f6d0-bff9-42c3-818c-5c3368ad6763\", \"4d1a647d-5c3b-4cbe-b27a-73101b03f081\", \"334285bc-6ccc-4481-b7ec-efcb344712c3\", \"1e33e0cd-5891-400a-b381-0007d0cbdbda\", \"4dc01aa2-d46e-49c7-a4ab-e71e958a3065\", \"606fa95f-c82a-44ee-bbdf-01c4af04e940\", \"f136c158-48b7-4f02-8ce7-1fe3a55ce48b\"], \"total_duration\": 2462.0, \"total_sessions\": 11, \"mean_week_duration\": 11.894}}, {\"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 23:22:43.000000+00:00\", \"2019-02-21 09:45:50.000000+00:00\", \"2022-09-29 07:31:33.000000+00:00\", \"2020-02-11 22:10:55.000000+00:00\", \"2019-08-05 09:07:37.000000+00:00\", \"2023-05-18 23:47:16.000000+00:00\"], \"session_ids\": [\"5d6a1580-0af6-4a3b-9d5a-4b66ff4c4190\", \"74ec22ae-bdfc-4253-b236-10deff2292d6\", \"277db392-d4e9-40dd-a33d-44c5befc0169\", \"22ccecba-889b-4c37-8bc6-50543abddf47\", \"a6159cdb-6b58-4b18-ab30-d9f73d53924f\", \"4bbb5890-7f1b-423e-8948-9aea55a7888c\"], \"total_duration\": 976.0, \"total_sessions\": 6, \"mean_week_duration\": 4.416}}, {\"75208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-19 07:17:05.000000+00:00\", \"2023-06-14 16:49:59.000000+00:00\", \"2022-05-02 01:16:44.000000+00:00\"], \"session_ids\": [\"ed3728a1-d67d-4c49-996b-b955db475d2f\", \"77515914-3098-4a0a-b2ae-21dc0b858e3e\", \"081db854-0843-4a64-911b-e71f5a8a5cfd\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.966}}, {\"54362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-04 23:16:15.000000+00:00\", \"2019-08-28 15:37:19.000000+00:00\", \"2019-06-11 06:49:11.000000+00:00\"], \"session_ids\": [\"f8171017-6440-45f4-b925-bfe427053917\", \"0f68be76-d9b3-4d3a-ae82-7bd459bb03f5\", \"800d2014-b4a7-4d90-aacc-dd40307b2888\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.784}}, {\"7957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-13 16:26:47.000000+00:00\", \"2019-07-14 14:23:47.000000+00:00\"], \"session_ids\": [\"c818b111-0fa6-4a3a-a1ff-dd3d2748041d\", \"063bbd01-b249-4f89-8ec2-e07b5db8efc8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}}, {\"67354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-09 23:15:44.000000+00:00\", \"2022-04-08 15:32:54.000000+00:00\"], \"session_ids\": [\"5e1c5a16-56ba-4936-ba78-ac46a0812608\", \"12b7b1d2-6240-405f-8314-bff330bba133\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}, {\"82354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-16 09:24:58.000000+00:00\", \"2019-09-26 09:25:07.000000+00:00\"], \"session_ids\": [\"69793c81-67d8-4c27-ac0b-97927a844a38\", \"704605ed-685c-4273-84b6-13bc08e7dbbf\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 2.87}}, {\"88093\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-06-13 18:41:07.000000+00:00\", \"2021-11-17 18:39:55.000000+00:00\"], \"session_ids\": [\"ccbc5786-62f3-43fb-bb60-dcb0910e0708\", \"b8ecac2d-2ac1-409c-9c95-d63912e5cc8d\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 2.463}}]\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[{\"55179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 08:05:19.000000+00:00\", \"2020-11-05 23:28:12.000000+00:00\", \"2021-07-31 19:12:35.000000+00:00\", \"2020-12-28 07:11:31.000000+00:00\", \"2019-04-08 06:36:22.000000+00:00\", \"2021-06-30 20:23:31.000000+00:00\", \"2020-01-12 21:06:29.000000+00:00\", \"2022-01-11 12:59:48.000000+00:00\", \"2022-09-04 21:36:46.000000+00:00\", \"2019-07-21 15:22:27.000000+00:00\", \"2023-01-16 05:09:27.000000+00:00\"], \"session_ids\": [\"cf802305-21fc-41de-bcd4-573e491e7c12\", \"907d4bec-d3c4-4d07-aa46-fc7127f58c62\", \"3f6604a7-789e-41d0-a3d4-b416e871d5d1\", \"e1ce4bda-adfb-4b33-9711-1e894252dff6\", \"31a9f6d0-bff9-42c3-818c-5c3368ad6763\", \"4d1a647d-5c3b-4cbe-b27a-73101b03f081\", \"334285bc-6ccc-4481-b7ec-efcb344712c3\", \"1e33e0cd-5891-400a-b381-0007d0cbdbda\", \"4dc01aa2-d46e-49c7-a4ab-e71e958a3065\", \"606fa95f-c82a-44ee-bbdf-01c4af04e940\", \"f136c158-48b7-4f02-8ce7-1fe3a55ce48b\"], \"total_duration\": 2462.0, \"total_sessions\": 11, \"mean_week_duration\": 11.894}}, {\"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 23:22:43.000000+00:00\", \"2019-02-21 09:45:50.000000+00:00\", \"2022-09-29 07:31:33.000000+00:00\", \"2020-02-11 22:10:55.000000+00:00\", \"2019-08-05 09:07:37.000000+00:00\", \"2023-05-18 23:47:16.000000+00:00\"], \"session_ids\": [\"5d6a1580-0af6-4a3b-9d5a-4b66ff4c4190\", \"74ec22ae-bdfc-4253-b236-10deff2292d6\", \"277db392-d4e9-40dd-a33d-44c5befc0169\", \"22ccecba-889b-4c37-8bc6-50543abddf47\", \"a6159cdb-6b58-4b18-ab30-d9f73d53924f\", \"4bbb5890-7f1b-423e-8948-9aea55a7888c\"], \"total_duration\": 976.0, \"total_sessions\": 6, \"mean_week_duration\": 4.416}}, {\"75208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-19 07:17:05.000000+00:00\", \"2023-06-14 16:49:59.000000+00:00\", \"2022-05-02 01:16:44.000000+00:00\"], \"session_ids\": [\"ed3728a1-d67d-4c49-996b-b955db475d2f\", \"77515914-3098-4a0a-b2ae-21dc0b858e3e\", \"081db854-0843-4a64-911b-e71f5a8a5cfd\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.966}}, {\"54362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-04 23:16:15.000000+00:00\", \"2019-08-28 15:37:19.000000+00:00\", \"2019-06-11 06:49:11.000000+00:00\"], \"session_ids\": [\"f8171017-6440-45f4-b925-bfe427053917\", \"0f68be76-d9b3-4d3a-ae82-7bd459bb03f5\", \"800d2014-b4a7-4d90-aacc-dd40307b2888\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.784}}, {\"7957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-13 16:26:47.000000+00:00\", \"2019-07-14 14:23:47.000000+00:00\"], \"session_ids\": [\"c818b111-0fa6-4a3a-a1ff-dd3d2748041d\", \"063bbd01-b249-4f89-8ec2-e07b5db8efc8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}}, {\"67354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-02-09 23:15:44.000000+00:00\", \"2022-04-08 15:32:54.000000+00:00\"], \"session_ids\": [\"5e1c5a16-56ba-4936-ba78-ac46a0812608\", \"12b7b1d2-6240-405f-8314-bff330bba133\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}, {\"82354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-16 09:24:58.000000+00:00\", \"2019-09-26 09:25:07.000000+00:00\"], \"session_ids\": [\"69793c81-67d8-4c27-ac0b-97927a844a38\", \"704605ed-685c-4273-84b6-13bc08e7dbbf\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 2.87}}, {\"88093\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-06-13 18:41:07.000000+00:00\", \"2021-11-17 18:39:55.000000+00:00\"], \"session_ids\": [\"ccbc5786-62f3-43fb-bb60-dcb0910e0708\", \"b8ecac2d-2ac1-409c-9c95-d63912e5cc8d\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 2.463}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 5 users who have median of duration of sessions per week strictly greater than 33 and less than 15 and in addition perform sorting by duration summation of sessions per week decliningly plus get rid of all records, except 4."
}
] |
[
{
"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{\"93547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-01 14:07:07.000000+00:00\", \"2022-09-02 04:47:18.000000+00:00\"], \"session_ids\": [\"2c8c9737-233b-4077-9afa-b523240a2084\", \"d7c97bb3-dd11-421a-bcb8-025bd77798e8\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 1.041}, \"97671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-28 19:28:19.000000+00:00\", \"2020-12-24 17:33:10.000000+00:00\", \"2021-06-20 17:08:11.000000+00:00\", \"2019-10-08 13:05:50.000000+00:00\", \"2023-01-31 18:52:19.000000+00:00\", \"2022-04-07 19:19:59.000000+00:00\"], \"session_ids\": [\"38e75c5c-66c0-4584-b727-e799e9d7e3d6\", \"84974fb8-9f89-4c91-b4d3-a6c640999cd5\", \"8eb35bde-b3a5-463e-8b48-d2ca7e9e830c\", \"99b317fd-f412-4cb2-b89d-726e874ec7ed\", \"8f7b546e-b95f-449d-9191-83850fddfe1f\", \"8b22aae1-2f01-400f-9ede-45c0a7555ca8\"], \"total_duration\": 1204.0, \"total_sessions\": 6, \"mean_week_duration\": 6.543}, \"89937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-30 10:12:02.000000+00:00\", \"2022-12-06 10:11:53.000000+00:00\"], \"session_ids\": [\"195c36b5-b00c-48ff-9fe6-76ae9cb8f1b8\", \"9a369846-a871-4d78-8f9d-19dca2c3853a\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}, \"44341\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 09:18:43.000000+00:00\", \"2019-08-08 06:38:07.000000+00:00\", \"2020-06-15 10:40:21.000000+00:00\", \"2019-05-01 16:01:23.000000+00:00\", \"2019-10-14 16:11:55.000000+00:00\", \"2023-05-04 20:04:17.000000+00:00\"], \"session_ids\": [\"cdf39889-b4dd-425d-bb28-6c64a51e6e73\", \"c77f94aa-7088-4a6e-ba82-b734193514d0\", \"80bd4fc1-384b-4371-a11c-02861233ce12\", \"a7322196-b9cb-4b18-bf12-40eca188c8fa\", \"345cc438-885f-4811-b2b0-cf5f67ffac37\", \"85a08d32-5488-4e1d-a0e9-aeb942f20cf0\"], \"total_duration\": 490.0, \"total_sessions\": 6, \"mean_week_duration\": 2.333}, \"88426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 02:19:38.000000+00:00\", \"2021-08-09 06:39:23.000000+00:00\", \"2021-12-24 06:15:34.000000+00:00\", \"2020-02-02 15:31:27.000000+00:00\", \"2023-02-25 17:23:18.000000+00:00\", \"2020-08-26 04:14:14.000000+00:00\"], \"session_ids\": [\"7c93f18d-ab2b-44cb-b4af-e6b274d87e83\", \"8274422e-b349-4a77-a2ea-e6d280981520\", \"9a108655-a88e-479a-bedd-c40ca400e31d\", \"d766e77e-7d34-44ef-aca4-af8977c7ac01\", \"a221d20f-1df2-4f3b-ae26-bf39a2909748\", \"57639ebe-1daa-41a7-8cee-5d227e795d2c\"], \"total_duration\": 206.0, \"total_sessions\": 6, \"mean_week_duration\": 1.288}, \"64105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-12 14:56:49.000000+00:00\", \"2020-10-31 15:39:17.000000+00:00\", \"2019-12-05 17:30:53.000000+00:00\", \"2022-12-18 21:09:02.000000+00:00\"], \"session_ids\": [\"3306923c-a9bb-48e4-a54f-849a6b839a46\", \"37aeb3b4-6168-460b-a019-ef9a2a1d3430\", \"c85d6d81-f332-4657-bf11-e1c5484f4e1c\", \"4c187e7c-1b5a-4687-8604-37ade0c2b87f\"], \"total_duration\": 1633.0, \"total_sessions\": 4, \"mean_week_duration\": 10.27}, \"52021\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-10 22:19:07.000000+00:00\", \"2021-04-30 00:21:47.000000+00:00\"], \"session_ids\": [\"9a42a212-41ed-4b49-a1b9-6be3a517fd18\", \"74d622ec-5556-40e4-95df-82bbb82d2c2f\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.359}, \"67985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-29 20:43:43.000000+00:00\", \"2022-03-30 08:19:29.000000+00:00\", \"2020-03-04 02:53:59.000000+00:00\", \"2022-01-09 06:01:28.000000+00:00\", \"2020-02-02 13:35:59.000000+00:00\", \"2022-03-21 01:39:41.000000+00:00\"], \"session_ids\": [\"c1979abf-3493-4016-a80b-99ef233e852f\", \"70f36acb-44cc-493b-9156-4cabef180835\", \"1300bd23-4521-45ff-b984-3c627e0b3046\", \"3c5cb179-db5e-4631-b8e1-f5ef8604eb05\", \"a901f251-d9b2-4902-bb99-be7c828d5c0e\", \"6f08c6d2-ec0e-4a4e-a6a4-de1299003753\"], \"total_duration\": 2706.0, \"total_sessions\": 6, \"mean_week_duration\": 23.947}, \"42573\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-12 03:43:53.000000+00:00\", \"2023-06-17 11:45:09.000000+00:00\", \"2023-04-19 22:59:57.000000+00:00\"], \"session_ids\": [\"746e1035-c061-4b1b-a6ce-ed9f03967bcc\", \"089606b0-9723-47d9-8a97-66db9de88e00\", \"4ae9a40a-e325-482a-b57f-bf09dbd5deae\"], \"total_duration\": 711.0, \"total_sessions\": 3, \"mean_week_duration\": 15.8}, \"41947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-31 09:50:11.000000+00:00\", \"2021-05-02 01:25:11.000000+00:00\", \"2019-06-29 01:42:10.000000+00:00\", \"2020-07-06 01:18:06.000000+00:00\", \"2019-04-11 03:43:59.000000+00:00\", \"2020-12-28 16:37:31.000000+00:00\"], \"session_ids\": [\"1c6953c1-c396-4da5-8316-a5b2168b1975\", \"97fb3251-6a7b-48f3-8adc-1a03fbb7f204\", \"19da9912-1030-4129-a03a-05f3728ed1b4\", \"6b0d9e98-19a4-46a1-923b-0fb46c991f83\", \"756aca53-8cfc-42af-8fa1-588e2de443fa\", \"ccd243e0-5cf0-41a4-af7b-f858d4b9b7a7\"], \"total_duration\": 1816.0, \"total_sessions\": 6, \"mean_week_duration\": 16.815}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 15 and are greater than 33"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[15, 33]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-01 14:07:07.000000+00:00\", \"2022-09-02 04:47:18.000000+00:00\"], \"session_ids\": [\"2c8c9737-233b-4077-9afa-b523240a2084\", \"d7c97bb3-dd11-421a-bcb8-025bd77798e8\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 1.041}, \"97671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-28 19:28:19.000000+00:00\", \"2020-12-24 17:33:10.000000+00:00\", \"2021-06-20 17:08:11.000000+00:00\", \"2019-10-08 13:05:50.000000+00:00\", \"2023-01-31 18:52:19.000000+00:00\", \"2022-04-07 19:19:59.000000+00:00\"], \"session_ids\": [\"38e75c5c-66c0-4584-b727-e799e9d7e3d6\", \"84974fb8-9f89-4c91-b4d3-a6c640999cd5\", \"8eb35bde-b3a5-463e-8b48-d2ca7e9e830c\", \"99b317fd-f412-4cb2-b89d-726e874ec7ed\", \"8f7b546e-b95f-449d-9191-83850fddfe1f\", \"8b22aae1-2f01-400f-9ede-45c0a7555ca8\"], \"total_duration\": 1204.0, \"total_sessions\": 6, \"mean_week_duration\": 6.543}, \"89937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-30 10:12:02.000000+00:00\", \"2022-12-06 10:11:53.000000+00:00\"], \"session_ids\": [\"195c36b5-b00c-48ff-9fe6-76ae9cb8f1b8\", \"9a369846-a871-4d78-8f9d-19dca2c3853a\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}, \"44341\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 09:18:43.000000+00:00\", \"2019-08-08 06:38:07.000000+00:00\", \"2020-06-15 10:40:21.000000+00:00\", \"2019-05-01 16:01:23.000000+00:00\", \"2019-10-14 16:11:55.000000+00:00\", \"2023-05-04 20:04:17.000000+00:00\"], \"session_ids\": [\"cdf39889-b4dd-425d-bb28-6c64a51e6e73\", \"c77f94aa-7088-4a6e-ba82-b734193514d0\", \"80bd4fc1-384b-4371-a11c-02861233ce12\", \"a7322196-b9cb-4b18-bf12-40eca188c8fa\", \"345cc438-885f-4811-b2b0-cf5f67ffac37\", \"85a08d32-5488-4e1d-a0e9-aeb942f20cf0\"], \"total_duration\": 490.0, \"total_sessions\": 6, \"mean_week_duration\": 2.333}, \"88426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 02:19:38.000000+00:00\", \"2021-08-09 06:39:23.000000+00:00\", \"2021-12-24 06:15:34.000000+00:00\", \"2020-02-02 15:31:27.000000+00:00\", \"2023-02-25 17:23:18.000000+00:00\", \"2020-08-26 04:14:14.000000+00:00\"], \"session_ids\": [\"7c93f18d-ab2b-44cb-b4af-e6b274d87e83\", \"8274422e-b349-4a77-a2ea-e6d280981520\", \"9a108655-a88e-479a-bedd-c40ca400e31d\", \"d766e77e-7d34-44ef-aca4-af8977c7ac01\", \"a221d20f-1df2-4f3b-ae26-bf39a2909748\", \"57639ebe-1daa-41a7-8cee-5d227e795d2c\"], \"total_duration\": 206.0, \"total_sessions\": 6, \"mean_week_duration\": 1.288}, \"64105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-12 14:56:49.000000+00:00\", \"2020-10-31 15:39:17.000000+00:00\", \"2019-12-05 17:30:53.000000+00:00\", \"2022-12-18 21:09:02.000000+00:00\"], \"session_ids\": [\"3306923c-a9bb-48e4-a54f-849a6b839a46\", \"37aeb3b4-6168-460b-a019-ef9a2a1d3430\", \"c85d6d81-f332-4657-bf11-e1c5484f4e1c\", \"4c187e7c-1b5a-4687-8604-37ade0c2b87f\"], \"total_duration\": 1633.0, \"total_sessions\": 4, \"mean_week_duration\": 10.27}, \"52021\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-10 22:19:07.000000+00:00\", \"2021-04-30 00:21:47.000000+00:00\"], \"session_ids\": [\"9a42a212-41ed-4b49-a1b9-6be3a517fd18\", \"74d622ec-5556-40e4-95df-82bbb82d2c2f\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.359}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"64105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-12 14:56:49.000000+00:00\", \"2020-10-31 15:39:17.000000+00:00\", \"2019-12-05 17:30:53.000000+00:00\", \"2022-12-18 21:09:02.000000+00:00\"], \"session_ids\": [\"3306923c-a9bb-48e4-a54f-849a6b839a46\", \"37aeb3b4-6168-460b-a019-ef9a2a1d3430\", \"c85d6d81-f332-4657-bf11-e1c5484f4e1c\", \"4c187e7c-1b5a-4687-8604-37ade0c2b87f\"], \"total_duration\": 1633.0, \"total_sessions\": 4, \"mean_week_duration\": 10.27}}, {\"97671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-28 19:28:19.000000+00:00\", \"2020-12-24 17:33:10.000000+00:00\", \"2021-06-20 17:08:11.000000+00:00\", \"2019-10-08 13:05:50.000000+00:00\", \"2023-01-31 18:52:19.000000+00:00\", \"2022-04-07 19:19:59.000000+00:00\"], \"session_ids\": [\"38e75c5c-66c0-4584-b727-e799e9d7e3d6\", \"84974fb8-9f89-4c91-b4d3-a6c640999cd5\", \"8eb35bde-b3a5-463e-8b48-d2ca7e9e830c\", \"99b317fd-f412-4cb2-b89d-726e874ec7ed\", \"8f7b546e-b95f-449d-9191-83850fddfe1f\", \"8b22aae1-2f01-400f-9ede-45c0a7555ca8\"], \"total_duration\": 1204.0, \"total_sessions\": 6, \"mean_week_duration\": 6.543}}, {\"44341\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 09:18:43.000000+00:00\", \"2019-08-08 06:38:07.000000+00:00\", \"2020-06-15 10:40:21.000000+00:00\", \"2019-05-01 16:01:23.000000+00:00\", \"2019-10-14 16:11:55.000000+00:00\", \"2023-05-04 20:04:17.000000+00:00\"], \"session_ids\": [\"cdf39889-b4dd-425d-bb28-6c64a51e6e73\", \"c77f94aa-7088-4a6e-ba82-b734193514d0\", \"80bd4fc1-384b-4371-a11c-02861233ce12\", \"a7322196-b9cb-4b18-bf12-40eca188c8fa\", \"345cc438-885f-4811-b2b0-cf5f67ffac37\", \"85a08d32-5488-4e1d-a0e9-aeb942f20cf0\"], \"total_duration\": 490.0, \"total_sessions\": 6, \"mean_week_duration\": 2.333}}, {\"88426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 02:19:38.000000+00:00\", \"2021-08-09 06:39:23.000000+00:00\", \"2021-12-24 06:15:34.000000+00:00\", \"2020-02-02 15:31:27.000000+00:00\", \"2023-02-25 17:23:18.000000+00:00\", \"2020-08-26 04:14:14.000000+00:00\"], \"session_ids\": [\"7c93f18d-ab2b-44cb-b4af-e6b274d87e83\", \"8274422e-b349-4a77-a2ea-e6d280981520\", \"9a108655-a88e-479a-bedd-c40ca400e31d\", \"d766e77e-7d34-44ef-aca4-af8977c7ac01\", \"a221d20f-1df2-4f3b-ae26-bf39a2909748\", \"57639ebe-1daa-41a7-8cee-5d227e795d2c\"], \"total_duration\": 206.0, \"total_sessions\": 6, \"mean_week_duration\": 1.288}}, {\"93547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-01 14:07:07.000000+00:00\", \"2022-09-02 04:47:18.000000+00:00\"], \"session_ids\": [\"2c8c9737-233b-4077-9afa-b523240a2084\", \"d7c97bb3-dd11-421a-bcb8-025bd77798e8\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 1.041}}, {\"89937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-30 10:12:02.000000+00:00\", \"2022-12-06 10:11:53.000000+00:00\"], \"session_ids\": [\"195c36b5-b00c-48ff-9fe6-76ae9cb8f1b8\", \"9a369846-a871-4d78-8f9d-19dca2c3853a\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}}, {\"52021\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-10 22:19:07.000000+00:00\", \"2021-04-30 00:21:47.000000+00:00\"], \"session_ids\": [\"9a42a212-41ed-4b49-a1b9-6be3a517fd18\", \"74d622ec-5556-40e4-95df-82bbb82d2c2f\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.359}}]\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[{\"64105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-12 14:56:49.000000+00:00\", \"2020-10-31 15:39:17.000000+00:00\", \"2019-12-05 17:30:53.000000+00:00\", \"2022-12-18 21:09:02.000000+00:00\"], \"session_ids\": [\"3306923c-a9bb-48e4-a54f-849a6b839a46\", \"37aeb3b4-6168-460b-a019-ef9a2a1d3430\", \"c85d6d81-f332-4657-bf11-e1c5484f4e1c\", \"4c187e7c-1b5a-4687-8604-37ade0c2b87f\"], \"total_duration\": 1633.0, \"total_sessions\": 4, \"mean_week_duration\": 10.27}}, {\"97671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-28 19:28:19.000000+00:00\", \"2020-12-24 17:33:10.000000+00:00\", \"2021-06-20 17:08:11.000000+00:00\", \"2019-10-08 13:05:50.000000+00:00\", \"2023-01-31 18:52:19.000000+00:00\", \"2022-04-07 19:19:59.000000+00:00\"], \"session_ids\": [\"38e75c5c-66c0-4584-b727-e799e9d7e3d6\", \"84974fb8-9f89-4c91-b4d3-a6c640999cd5\", \"8eb35bde-b3a5-463e-8b48-d2ca7e9e830c\", \"99b317fd-f412-4cb2-b89d-726e874ec7ed\", \"8f7b546e-b95f-449d-9191-83850fddfe1f\", \"8b22aae1-2f01-400f-9ede-45c0a7555ca8\"], \"total_duration\": 1204.0, \"total_sessions\": 6, \"mean_week_duration\": 6.543}}, {\"44341\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 09:18:43.000000+00:00\", \"2019-08-08 06:38:07.000000+00:00\", \"2020-06-15 10:40:21.000000+00:00\", \"2019-05-01 16:01:23.000000+00:00\", \"2019-10-14 16:11:55.000000+00:00\", \"2023-05-04 20:04:17.000000+00:00\"], \"session_ids\": [\"cdf39889-b4dd-425d-bb28-6c64a51e6e73\", \"c77f94aa-7088-4a6e-ba82-b734193514d0\", \"80bd4fc1-384b-4371-a11c-02861233ce12\", \"a7322196-b9cb-4b18-bf12-40eca188c8fa\", \"345cc438-885f-4811-b2b0-cf5f67ffac37\", \"85a08d32-5488-4e1d-a0e9-aeb942f20cf0\"], \"total_duration\": 490.0, \"total_sessions\": 6, \"mean_week_duration\": 2.333}}, {\"88426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 02:19:38.000000+00:00\", \"2021-08-09 06:39:23.000000+00:00\", \"2021-12-24 06:15:34.000000+00:00\", \"2020-02-02 15:31:27.000000+00:00\", \"2023-02-25 17:23:18.000000+00:00\", \"2020-08-26 04:14:14.000000+00:00\"], \"session_ids\": [\"7c93f18d-ab2b-44cb-b4af-e6b274d87e83\", \"8274422e-b349-4a77-a2ea-e6d280981520\", \"9a108655-a88e-479a-bedd-c40ca400e31d\", \"d766e77e-7d34-44ef-aca4-af8977c7ac01\", \"a221d20f-1df2-4f3b-ae26-bf39a2909748\", \"57639ebe-1daa-41a7-8cee-5d227e795d2c\"], \"total_duration\": 206.0, \"total_sessions\": 6, \"mean_week_duration\": 1.288}}]\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[{\"64105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-12 14:56:49.000000+00:00\", \"2020-10-31 15:39:17.000000+00:00\", \"2019-12-05 17:30:53.000000+00:00\", \"2022-12-18 21:09:02.000000+00:00\"], \"session_ids\": [\"3306923c-a9bb-48e4-a54f-849a6b839a46\", \"37aeb3b4-6168-460b-a019-ef9a2a1d3430\", \"c85d6d81-f332-4657-bf11-e1c5484f4e1c\", \"4c187e7c-1b5a-4687-8604-37ade0c2b87f\"], \"total_duration\": 1633.0, \"total_sessions\": 4, \"mean_week_duration\": 10.27}}, {\"97671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-28 19:28:19.000000+00:00\", \"2020-12-24 17:33:10.000000+00:00\", \"2021-06-20 17:08:11.000000+00:00\", \"2019-10-08 13:05:50.000000+00:00\", \"2023-01-31 18:52:19.000000+00:00\", \"2022-04-07 19:19:59.000000+00:00\"], \"session_ids\": [\"38e75c5c-66c0-4584-b727-e799e9d7e3d6\", \"84974fb8-9f89-4c91-b4d3-a6c640999cd5\", \"8eb35bde-b3a5-463e-8b48-d2ca7e9e830c\", \"99b317fd-f412-4cb2-b89d-726e874ec7ed\", \"8f7b546e-b95f-449d-9191-83850fddfe1f\", \"8b22aae1-2f01-400f-9ede-45c0a7555ca8\"], \"total_duration\": 1204.0, \"total_sessions\": 6, \"mean_week_duration\": 6.543}}, {\"44341\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 09:18:43.000000+00:00\", \"2019-08-08 06:38:07.000000+00:00\", \"2020-06-15 10:40:21.000000+00:00\", \"2019-05-01 16:01:23.000000+00:00\", \"2019-10-14 16:11:55.000000+00:00\", \"2023-05-04 20:04:17.000000+00:00\"], \"session_ids\": [\"cdf39889-b4dd-425d-bb28-6c64a51e6e73\", \"c77f94aa-7088-4a6e-ba82-b734193514d0\", \"80bd4fc1-384b-4371-a11c-02861233ce12\", \"a7322196-b9cb-4b18-bf12-40eca188c8fa\", \"345cc438-885f-4811-b2b0-cf5f67ffac37\", \"85a08d32-5488-4e1d-a0e9-aeb942f20cf0\"], \"total_duration\": 490.0, \"total_sessions\": 6, \"mean_week_duration\": 2.333}}, {\"88426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 02:19:38.000000+00:00\", \"2021-08-09 06:39:23.000000+00:00\", \"2021-12-24 06:15:34.000000+00:00\", \"2020-02-02 15:31:27.000000+00:00\", \"2023-02-25 17:23:18.000000+00:00\", \"2020-08-26 04:14:14.000000+00:00\"], \"session_ids\": [\"7c93f18d-ab2b-44cb-b4af-e6b274d87e83\", \"8274422e-b349-4a77-a2ea-e6d280981520\", \"9a108655-a88e-479a-bedd-c40ca400e31d\", \"d766e77e-7d34-44ef-aca4-af8977c7ac01\", \"a221d20f-1df2-4f3b-ae26-bf39a2909748\", \"57639ebe-1daa-41a7-8cee-5d227e795d2c\"], \"total_duration\": 206.0, \"total_sessions\": 6, \"mean_week_duration\": 1.288}}]\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 6 users who live in cities San Juan, Vienna, Reykjavik as well as perform sorting by sessions count 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{\"8495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-06 18:47:28.000000+00:00\", \"2019-02-25 01:17:41.000000+00:00\", \"2019-07-20 23:16:47.000000+00:00\"], \"session_ids\": [\"a100a7c7-d7a5-4179-9cbf-1ed9713974e6\", \"55b64861-a090-494f-ad15-a03e1602ea9b\", \"9841a2f6-baab-4195-a961-e3fdfa5e5817\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 4.844}, \"60283\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-13 06:40:54.000000+00:00\", \"2022-01-30 16:48:29.000000+00:00\"], \"session_ids\": [\"39e1692e-4598-4cf8-adc7-a84de955ded7\", \"5577ef0e-8b6b-44e8-b8cc-202058ad1b2c\"], \"total_duration\": 390.0, \"total_sessions\": 2, \"mean_week_duration\": 10.541}, \"37916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-06 17:45:46.000000+00:00\", \"2022-01-23 16:31:27.000000+00:00\"], \"session_ids\": [\"dc615939-503b-42f4-aca0-5c19fe7214d0\", \"f6460ac3-824a-4eff-9d6b-4d3885658fd2\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 5.52}, \"79376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-04-02 00:30:39.000000+00:00\", \"2021-10-26 16:01:01.000000+00:00\"], \"session_ids\": [\"53495cd5-f48b-404d-9e2c-34e2176b88ab\", \"5499c6cc-24fe-473d-8186-77aa7255aae6\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 1.402}, \"75890\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-16 04:27:37.000000+00:00\", \"2021-06-05 08:20:55.000000+00:00\"], \"session_ids\": [\"91070875-cc53-4682-8bb4-a6d4f345fb78\", \"eb5103f6-aca1-4403-ab46-4c7e187ca740\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 29.25}, \"28544\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-06 16:56:58.000000+00:00\", \"2020-02-28 22:27:46.000000+00:00\"], \"session_ids\": [\"684ccabd-b1e3-448a-867b-92e6c579666d\", \"af403f44-1241-4fd7-b18e-ebd78eccbd46\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 4.964}, \"78237\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-02-26 20:14:13.000000+00:00\", \"2022-03-22 20:49:08.000000+00:00\", \"2020-12-29 10:42:11.000000+00:00\", \"2022-06-07 04:42:05.000000+00:00\", \"2022-07-07 02:49:01.000000+00:00\", \"2019-01-23 12:52:10.000000+00:00\"], \"session_ids\": [\"e971a7f6-3ba0-4c80-b7a7-88aec35f37df\", \"e00e88a8-a888-44da-ba04-6a31ce56223c\", \"01f38a63-a0e0-40d3-a205-2f37c557f8fe\", \"59e500af-ac24-4e62-bb80-80ce40315cfc\", \"c4f640ca-4aa9-4251-b3dd-cf0e3d0238cc\", \"f84cc8ea-bb96-4f37-9dd4-de34fdf35f5a\"], \"total_duration\": 1496.0, \"total_sessions\": 6, \"mean_week_duration\": 8.311}, \"40905\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-20 14:03:36.000000+00:00\", \"2020-01-15 05:31:58.000000+00:00\", \"2023-05-06 23:35:20.000000+00:00\", \"2022-04-19 00:53:58.000000+00:00\", \"2019-08-21 07:23:50.000000+00:00\", \"2022-08-30 04:23:06.000000+00:00\", \"2022-04-24 03:49:28.000000+00:00\", \"2019-02-04 00:58:40.000000+00:00\", \"2020-11-19 09:52:19.000000+00:00\"], \"session_ids\": [\"a21afa92-4f16-4620-bbdc-81b9bad26c00\", \"582cfb4a-6780-41b4-b3ca-e103fe5289f5\", \"c1bb64c3-e3b6-4502-abcd-dd213b2f7611\", \"667fc1a1-7fac-49fc-baeb-a4377dbfd9ff\", \"fd6ee5ac-24e9-4786-b24d-661ff0a95bdc\", \"fcf4f860-fb23-4a63-b25f-9f2636768b55\", \"154b7b40-3f90-456b-87a1-3ed6d2d69b3d\", \"d34d82b0-b32c-407d-95cb-15827b56b5dd\", \"cd723e55-612b-411e-906c-c720d52bada6\"], \"total_duration\": 20115.0, \"total_sessions\": 9, \"mean_week_duration\": 90.608}, \"86958\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-03 01:29:02.000000+00:00\", \"2023-01-22 07:07:18.000000+00:00\"], \"session_ids\": [\"0dd1010d-4fa1-40d8-accd-9e6a1f0a0184\", \"6869ea34-dda2-46e8-9e59-9499965d80df\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.427}, \"48034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-17 16:55:01.000000+00:00\", \"2019-05-26 22:28:06.000000+00:00\", \"2022-10-02 03:26:12.000000+00:00\"], \"session_ids\": [\"aa17261d-5583-44d1-98bf-c112820a79a0\", \"2a93b439-666f-4963-a764-5eb2ed5c0f97\", \"0f30d9f7-6295-4cc0-bbd8-1a31b6571274\"], \"total_duration\": 657.0, \"total_sessions\": 3, \"mean_week_duration\": 3.712}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are San Juan, Vienna, Reykjavik"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"San Juan\", \"Vienna\", \"Reykjavik\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"8495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-06 18:47:28.000000+00:00\", \"2019-02-25 01:17:41.000000+00:00\", \"2019-07-20 23:16:47.000000+00:00\"], \"session_ids\": [\"a100a7c7-d7a5-4179-9cbf-1ed9713974e6\", \"55b64861-a090-494f-ad15-a03e1602ea9b\", \"9841a2f6-baab-4195-a961-e3fdfa5e5817\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 4.844}}\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[{\"8495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-06 18:47:28.000000+00:00\", \"2019-02-25 01:17:41.000000+00:00\", \"2019-07-20 23:16:47.000000+00:00\"], \"session_ids\": [\"a100a7c7-d7a5-4179-9cbf-1ed9713974e6\", \"55b64861-a090-494f-ad15-a03e1602ea9b\", \"9841a2f6-baab-4195-a961-e3fdfa5e5817\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 4.844}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"8495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-06 18:47:28.000000+00:00\", \"2019-02-25 01:17:41.000000+00:00\", \"2019-07-20 23:16:47.000000+00:00\"], \"session_ids\": [\"a100a7c7-d7a5-4179-9cbf-1ed9713974e6\", \"55b64861-a090-494f-ad15-a03e1602ea9b\", \"9841a2f6-baab-4195-a961-e3fdfa5e5817\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 4.844}}]\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[{\"8495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-06 18:47:28.000000+00:00\", \"2019-02-25 01:17:41.000000+00:00\", \"2019-07-20 23:16:47.000000+00:00\"], \"session_ids\": [\"a100a7c7-d7a5-4179-9cbf-1ed9713974e6\", \"55b64861-a090-494f-ad15-a03e1602ea9b\", \"9841a2f6-baab-4195-a961-e3fdfa5e5817\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 4.844}}]\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 app usage time per week of sessions that is below 4, inclusive num 4 also execute sorting by time spent on the site form the lowest to the highest."
}
] |
[
{
"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{\"7507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-29 12:03:31.000000+00:00\", \"2022-11-01 18:14:23.000000+00:00\"], \"session_ids\": [\"d78a5d06-9fe8-442f-bb19-448fb63bbac2\", \"601d59fb-7a5f-4881-8a9e-56dea888843a\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}, \"22861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-04 21:18:21.000000+00:00\", \"2022-06-18 02:47:59.000000+00:00\", \"2019-09-08 12:24:01.000000+00:00\", \"2023-02-06 16:19:46.000000+00:00\"], \"session_ids\": [\"193e80a8-4575-43da-8551-71b99103009d\", \"2cd8bf01-10c9-4213-97ab-fcc7679bdb18\", \"a5fe7205-27e4-4572-8c1b-ee93463e5d8c\", \"0d97da34-a6c6-4e7c-ab35-0bcdbdba7c9b\"], \"total_duration\": 291.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"41914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-02 00:44:39.000000+00:00\", \"2021-12-13 19:37:28.000000+00:00\"], \"session_ids\": [\"3319db5b-420b-48d4-95e9-ce7f7906f11f\", \"341e7dcb-6cf0-4f50-b2fa-e1b6ac92a104\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 4.48}, \"37081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-24 19:51:26.000000+00:00\", \"2021-05-28 17:14:01.000000+00:00\", \"2023-02-03 19:57:59.000000+00:00\", \"2021-10-25 14:43:54.000000+00:00\"], \"session_ids\": [\"703de840-3a7e-49ee-9da1-ffbead3649ee\", \"f3fc4fab-00f4-4b20-be5a-51c3ba49b416\", \"e6da5b9a-e210-4069-ab3b-4c145049f002\", \"14fd788a-0164-4457-95e0-7a437d5f8179\"], \"total_duration\": 913.0, \"total_sessions\": 4, \"mean_week_duration\": 10.375}, \"15281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-04-16 15:40:52.000000+00:00\", \"2021-03-09 11:07:06.000000+00:00\"], \"session_ids\": [\"cb2aa057-4143-4878-8c9d-a48a19ff6b5d\", \"6b25b972-fd10-44c2-a94a-e7e78eca16a3\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}, \"61468\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-15 00:12:54.000000+00:00\", \"2022-04-13 19:02:36.000000+00:00\"], \"session_ids\": [\"46aad4a6-b3db-4521-99fd-0d29562f18a7\", \"b8f2cc65-dfb3-453a-8c0a-54c914d1830c\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 2.731}, \"81331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-10 08:44:39.000000+00:00\", \"2019-08-27 21:17:19.000000+00:00\", \"2021-02-18 10:03:06.000000+00:00\"], \"session_ids\": [\"a98bb913-8752-4a6a-a824-bdf848e224fe\", \"340da62b-5480-41d0-8307-281fd8263f2f\", \"201b589f-c93c-47a3-826b-f9bba212b08c\"], \"total_duration\": 813.0, \"total_sessions\": 3, \"mean_week_duration\": 9.565}, \"38512\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-09-07 17:03:48.000000+00:00\", \"2022-03-13 09:05:50.000000+00:00\"], \"session_ids\": [\"d9c274ab-c08c-46c8-9ff6-c0e31a6a03e9\", \"8003dff2-02f6-44a3-94fd-6b1bd4853949\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 12.222}, \"53346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-28 04:53:34.000000+00:00\", \"2020-03-29 10:34:56.000000+00:00\"], \"session_ids\": [\"a959069b-fe25-41cb-af98-ed3b7501b1f1\", \"8e379200-022f-41b4-a0ab-588277c89a12\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 4.123}, \"36786\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-21 14:19:11.000000+00:00\", \"2022-01-24 04:08:11.000000+00:00\"], \"session_ids\": [\"73eb3649-5dec-494b-92f3-09ab24a2f4fe\", \"fa867f2a-4508-4ecd-945f-766c0ee18fff\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 14.783}}\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 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 48]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"22861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-04 21:18:21.000000+00:00\", \"2022-06-18 02:47:59.000000+00:00\", \"2019-09-08 12:24:01.000000+00:00\", \"2023-02-06 16:19:46.000000+00:00\"], \"session_ids\": [\"193e80a8-4575-43da-8551-71b99103009d\", \"2cd8bf01-10c9-4213-97ab-fcc7679bdb18\", \"a5fe7205-27e4-4572-8c1b-ee93463e5d8c\", \"0d97da34-a6c6-4e7c-ab35-0bcdbdba7c9b\"], \"total_duration\": 291.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"15281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-04-16 15:40:52.000000+00:00\", \"2021-03-09 11:07:06.000000+00:00\"], \"session_ids\": [\"cb2aa057-4143-4878-8c9d-a48a19ff6b5d\", \"6b25b972-fd10-44c2-a94a-e7e78eca16a3\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}, \"61468\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-15 00:12:54.000000+00:00\", \"2022-04-13 19:02:36.000000+00:00\"], \"session_ids\": [\"46aad4a6-b3db-4521-99fd-0d29562f18a7\", \"b8f2cc65-dfb3-453a-8c0a-54c914d1830c\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 2.731}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"15281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-04-16 15:40:52.000000+00:00\", \"2021-03-09 11:07:06.000000+00:00\"], \"session_ids\": [\"cb2aa057-4143-4878-8c9d-a48a19ff6b5d\", \"6b25b972-fd10-44c2-a94a-e7e78eca16a3\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}}, {\"61468\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-15 00:12:54.000000+00:00\", \"2022-04-13 19:02:36.000000+00:00\"], \"session_ids\": [\"46aad4a6-b3db-4521-99fd-0d29562f18a7\", \"b8f2cc65-dfb3-453a-8c0a-54c914d1830c\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 2.731}}, {\"22861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-04 21:18:21.000000+00:00\", \"2022-06-18 02:47:59.000000+00:00\", \"2019-09-08 12:24:01.000000+00:00\", \"2023-02-06 16:19:46.000000+00:00\"], \"session_ids\": [\"193e80a8-4575-43da-8551-71b99103009d\", \"2cd8bf01-10c9-4213-97ab-fcc7679bdb18\", \"a5fe7205-27e4-4572-8c1b-ee93463e5d8c\", \"0d97da34-a6c6-4e7c-ab35-0bcdbdba7c9b\"], \"total_duration\": 291.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 1 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"15281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-04-16 15:40:52.000000+00:00\", \"2021-03-09 11:07:06.000000+00:00\"], \"session_ids\": [\"cb2aa057-4143-4878-8c9d-a48a19ff6b5d\", \"6b25b972-fd10-44c2-a94a-e7e78eca16a3\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}}]\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[{\"15281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-04-16 15:40:52.000000+00:00\", \"2021-03-09 11:07:06.000000+00:00\"], \"session_ids\": [\"cb2aa057-4143-4878-8c9d-a48a19ff6b5d\", \"6b25b972-fd10-44c2-a94a-e7e78eca16a3\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on user whose mean week duration is strictly bigger than 32 and smaller than 4 plus sort by duration of sessions per week form the highest to the lowest."
}
] |
[
{
"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{\"54349\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-18 23:33:53.000000+00:00\", \"2019-07-26 01:05:40.000000+00:00\"], \"session_ids\": [\"96142fd9-7eb8-44e4-8087-fc31c892f45c\", \"cf5c07ea-128a-408e-9596-0f0f85b2a49f\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 10.75}, \"40085\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-13 08:45:43.000000+00:00\", \"2019-07-17 15:03:10.000000+00:00\", \"2021-11-10 13:01:51.000000+00:00\"], \"session_ids\": [\"d58fd805-0b0c-45ee-b44c-e18496f899d9\", \"6eea2cbe-9a85-4a8b-999f-11508b26005e\", \"49fef537-940d-4dc5-a605-71842506c943\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.967}, \"43820\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-05-26 16:33:26.000000+00:00\", \"2020-07-25 23:31:45.000000+00:00\"], \"session_ids\": [\"a90b4ffa-ec9e-44aa-baf4-c766ee723f4b\", \"2d14308e-4429-4321-98f5-2270ceab4606\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 3.614}, \"99443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-12 09:49:16.000000+00:00\", \"2022-03-12 03:08:39.000000+00:00\"], \"session_ids\": [\"599cfb6a-4354-437b-807f-2531193d667a\", \"c6825931-ca75-4c86-a1b1-d4d28c7c1433\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}, \"73129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-09-09 05:17:35.000000+00:00\", \"2023-03-20 10:57:09.000000+00:00\"], \"session_ids\": [\"7b75ee12-d02f-4a8b-a221-20cf2f21ccc4\", \"4e573828-a470-40c8-bd55-522f8a816084\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 3.538}, \"70309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-03 02:30:21.000000+00:00\", \"2020-02-16 02:48:42.000000+00:00\"], \"session_ids\": [\"859db655-cbfd-4f3d-8c0a-3dd1185771bd\", \"ec840630-69c1-47f2-87a2-6c7552067156\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.588}, \"59948\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-03 07:22:23.000000+00:00\", \"2023-02-22 23:06:04.000000+00:00\"], \"session_ids\": [\"1aab6e57-2725-4eaf-a13e-d69b5ff82534\", \"6e09fab1-0232-47e2-af51-91dd6726150b\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 7.02}, \"85096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 15:58:56.000000+00:00\", \"2020-02-24 16:09:51.000000+00:00\"], \"session_ids\": [\"cee0168c-19c2-4ca6-b8f6-a3553640185b\", \"328c0783-de33-4337-b188-3327b3042f51\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 32.25}, \"62567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-15 18:50:24.000000+00:00\", \"2020-07-05 15:05:58.000000+00:00\"], \"session_ids\": [\"0b95319e-d96d-464f-ad92-1fa6f44e7947\", \"7f5bbd74-f711-4ac3-b959-cdd33c74e0d8\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 5.92}, \"12648\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-09 12:30:42.000000+00:00\", \"2020-06-02 15:51:41.000000+00:00\", \"2023-01-27 08:37:10.000000+00:00\", \"2022-01-11 09:45:51.000000+00:00\"], \"session_ids\": [\"8ef042c7-0c53-40ca-9a26-f5d4d5179d96\", \"5f98e6bd-89ab-4243-9ed9-55b366b6c5cc\", \"6935b51e-f72e-43de-9b6f-17808e4a5459\", \"2bbdc688-5953-4da8-b377-aab99b6e8132\"], \"total_duration\": 1020.0, \"total_sessions\": 4, \"mean_week_duration\": 7.338}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 4 and are greater than 32"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 32]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"40085\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-13 08:45:43.000000+00:00\", \"2019-07-17 15:03:10.000000+00:00\", \"2021-11-10 13:01:51.000000+00:00\"], \"session_ids\": [\"d58fd805-0b0c-45ee-b44c-e18496f899d9\", \"6eea2cbe-9a85-4a8b-999f-11508b26005e\", \"49fef537-940d-4dc5-a605-71842506c943\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.967}, \"43820\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-05-26 16:33:26.000000+00:00\", \"2020-07-25 23:31:45.000000+00:00\"], \"session_ids\": [\"a90b4ffa-ec9e-44aa-baf4-c766ee723f4b\", \"2d14308e-4429-4321-98f5-2270ceab4606\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 3.614}, \"99443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-12 09:49:16.000000+00:00\", \"2022-03-12 03:08:39.000000+00:00\"], \"session_ids\": [\"599cfb6a-4354-437b-807f-2531193d667a\", \"c6825931-ca75-4c86-a1b1-d4d28c7c1433\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}, \"73129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-09-09 05:17:35.000000+00:00\", \"2023-03-20 10:57:09.000000+00:00\"], \"session_ids\": [\"7b75ee12-d02f-4a8b-a221-20cf2f21ccc4\", \"4e573828-a470-40c8-bd55-522f8a816084\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 3.538}, \"70309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-03 02:30:21.000000+00:00\", \"2020-02-16 02:48:42.000000+00:00\"], \"session_ids\": [\"859db655-cbfd-4f3d-8c0a-3dd1185771bd\", \"ec840630-69c1-47f2-87a2-6c7552067156\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.588}, \"85096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 15:58:56.000000+00:00\", \"2020-02-24 16:09:51.000000+00:00\"], \"session_ids\": [\"cee0168c-19c2-4ca6-b8f6-a3553640185b\", \"328c0783-de33-4337-b188-3327b3042f51\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 32.25}}\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[{\"85096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 15:58:56.000000+00:00\", \"2020-02-24 16:09:51.000000+00:00\"], \"session_ids\": [\"cee0168c-19c2-4ca6-b8f6-a3553640185b\", \"328c0783-de33-4337-b188-3327b3042f51\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 32.25}}, {\"43820\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-05-26 16:33:26.000000+00:00\", \"2020-07-25 23:31:45.000000+00:00\"], \"session_ids\": [\"a90b4ffa-ec9e-44aa-baf4-c766ee723f4b\", \"2d14308e-4429-4321-98f5-2270ceab4606\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 3.614}}, {\"73129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-09-09 05:17:35.000000+00:00\", \"2023-03-20 10:57:09.000000+00:00\"], \"session_ids\": [\"7b75ee12-d02f-4a8b-a221-20cf2f21ccc4\", \"4e573828-a470-40c8-bd55-522f8a816084\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 3.538}}, {\"70309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-03 02:30:21.000000+00:00\", \"2020-02-16 02:48:42.000000+00:00\"], \"session_ids\": [\"859db655-cbfd-4f3d-8c0a-3dd1185771bd\", \"ec840630-69c1-47f2-87a2-6c7552067156\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.588}}, {\"99443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-12 09:49:16.000000+00:00\", \"2022-03-12 03:08:39.000000+00:00\"], \"session_ids\": [\"599cfb6a-4354-437b-807f-2531193d667a\", \"c6825931-ca75-4c86-a1b1-d4d28c7c1433\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}}, {\"40085\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-13 08:45:43.000000+00:00\", \"2019-07-17 15:03:10.000000+00:00\", \"2021-11-10 13:01:51.000000+00:00\"], \"session_ids\": [\"d58fd805-0b0c-45ee-b44c-e18496f899d9\", \"6eea2cbe-9a85-4a8b-999f-11508b26005e\", \"49fef537-940d-4dc5-a605-71842506c943\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.967}}]\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[{\"85096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 15:58:56.000000+00:00\", \"2020-02-24 16:09:51.000000+00:00\"], \"session_ids\": [\"cee0168c-19c2-4ca6-b8f6-a3553640185b\", \"328c0783-de33-4337-b188-3327b3042f51\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 32.25}}]\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[{\"85096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 15:58:56.000000+00:00\", \"2020-02-24 16:09:51.000000+00:00\"], \"session_ids\": [\"cee0168c-19c2-4ca6-b8f6-a3553640185b\", \"328c0783-de33-4337-b188-3327b3042f51\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 32.25}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 5 users who have site usage time bigger than 551 plus perform sorting by town naming ascending plus show me only 2 records."
}
] |
[
{
"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{\"60580\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-24 07:16:00.000000+00:00\", \"2022-08-05 15:01:55.000000+00:00\"], \"session_ids\": [\"ba32986f-631d-4276-ae4a-fb6f48b64326\", \"d5787df8-c0b6-460b-a87e-1728e987a0be\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"25568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-04-14 21:14:05.000000+00:00\", \"2020-10-24 10:11:30.000000+00:00\"], \"session_ids\": [\"f6d34445-ec3a-4b26-a85d-90e6f5b21244\", \"c0196e71-39b4-4d28-896e-6d8150d7468b\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"85962\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-20 07:22:59.000000+00:00\", \"2020-04-19 01:54:03.000000+00:00\"], \"session_ids\": [\"10e17f68-7e9d-4d92-a19e-c65e40fe8754\", \"f9c4cb57-e052-4993-a56e-c33380dde239\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 3.107}, \"34180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-23 10:41:49.000000+00:00\", \"2019-09-17 15:55:55.000000+00:00\", \"2020-02-25 16:32:31.000000+00:00\"], \"session_ids\": [\"1ed89584-2b38-4af7-a548-22d73805ef2b\", \"c707c3ce-dac1-4a81-a19b-74b65cdb629a\", \"d921c063-62f7-43a4-9927-639cab161c47\"], \"total_duration\": 795.0, \"total_sessions\": 3, \"mean_week_duration\": 10.063}, \"68808\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 19:10:20.000000+00:00\", \"2021-02-16 10:41:05.000000+00:00\", \"2019-09-19 08:29:09.000000+00:00\", \"2023-05-04 20:35:50.000000+00:00\", \"2019-03-22 19:32:06.000000+00:00\", \"2022-02-18 23:20:15.000000+00:00\", \"2021-12-20 11:30:58.000000+00:00\"], \"session_ids\": [\"2b68d9e7-1812-4b63-a476-436ea48d721e\", \"2d96c349-5701-404c-af73-9757f6007833\", \"48cf60c9-d263-413f-a6b6-8138f91f362e\", \"f96a223a-f3c8-46c4-b5e8-8a4454a429b5\", \"6adc8879-a0b7-4921-8d64-6c0f4bd66182\", \"6d2587fa-8528-4f7e-a5c8-a3ffdb49766e\", \"8b0f276b-cfe4-47e9-b074-cd56e9211795\"], \"total_duration\": 608.0, \"total_sessions\": 7, \"mean_week_duration\": 2.828}, \"47817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"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\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-04 04:54:22.000000+00:00\", \"2021-02-18 09:03:57.000000+00:00\"], \"session_ids\": [\"08c0ff06-a49a-41dd-893a-62ad2f48e599\", \"42c46e8e-96d7-4123-9948-534959932318\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 3.691}, \"52482\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-27 18:43:19.000000+00:00\", \"2020-11-05 20:44:08.000000+00:00\"], \"session_ids\": [\"edb875ba-6903-4d67-8c53-acb92bacc257\", \"cd882241-c070-4c0d-896a-e2a5dabd5508\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 3.21}, \"43707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-24 08:47:43.000000+00:00\", \"2020-09-23 23:04:22.000000+00:00\"], \"session_ids\": [\"0634ef3f-6bd5-4468-a74e-725f7bdbea0b\", \"ffff6e86-ffc4-41ff-9251-ca4893f664a0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}, \"17674\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-02 11:40:54.000000+00:00\", \"2021-09-28 05:11:55.000000+00:00\"], \"session_ids\": [\"1777b3f6-e3f1-411c-a0dd-7e139c7b7f56\", \"3dc3cb35-6df1-4f20-bc55-9f5adbcc0bbd\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}, \"98734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-19 06:57:03.000000+00:00\", \"2020-03-22 10:44:22.000000+00:00\"], \"session_ids\": [\"d0364c2b-0a37-4f02-99fe-f93e6878fd24\", \"9e245cfe-651f-4f46-b864-6a119d888b38\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}}\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 551"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[551, 3555]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"34180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-23 10:41:49.000000+00:00\", \"2019-09-17 15:55:55.000000+00:00\", \"2020-02-25 16:32:31.000000+00:00\"], \"session_ids\": [\"1ed89584-2b38-4af7-a548-22d73805ef2b\", \"c707c3ce-dac1-4a81-a19b-74b65cdb629a\", \"d921c063-62f7-43a4-9927-639cab161c47\"], \"total_duration\": 795.0, \"total_sessions\": 3, \"mean_week_duration\": 10.063}, \"68808\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 19:10:20.000000+00:00\", \"2021-02-16 10:41:05.000000+00:00\", \"2019-09-19 08:29:09.000000+00:00\", \"2023-05-04 20:35:50.000000+00:00\", \"2019-03-22 19:32:06.000000+00:00\", \"2022-02-18 23:20:15.000000+00:00\", \"2021-12-20 11:30:58.000000+00:00\"], \"session_ids\": [\"2b68d9e7-1812-4b63-a476-436ea48d721e\", \"2d96c349-5701-404c-af73-9757f6007833\", \"48cf60c9-d263-413f-a6b6-8138f91f362e\", \"f96a223a-f3c8-46c4-b5e8-8a4454a429b5\", \"6adc8879-a0b7-4921-8d64-6c0f4bd66182\", \"6d2587fa-8528-4f7e-a5c8-a3ffdb49766e\", \"8b0f276b-cfe4-47e9-b074-cd56e9211795\"], \"total_duration\": 608.0, \"total_sessions\": 7, \"mean_week_duration\": 2.828}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"68808\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 19:10:20.000000+00:00\", \"2021-02-16 10:41:05.000000+00:00\", \"2019-09-19 08:29:09.000000+00:00\", \"2023-05-04 20:35:50.000000+00:00\", \"2019-03-22 19:32:06.000000+00:00\", \"2022-02-18 23:20:15.000000+00:00\", \"2021-12-20 11:30:58.000000+00:00\"], \"session_ids\": [\"2b68d9e7-1812-4b63-a476-436ea48d721e\", \"2d96c349-5701-404c-af73-9757f6007833\", \"48cf60c9-d263-413f-a6b6-8138f91f362e\", \"f96a223a-f3c8-46c4-b5e8-8a4454a429b5\", \"6adc8879-a0b7-4921-8d64-6c0f4bd66182\", \"6d2587fa-8528-4f7e-a5c8-a3ffdb49766e\", \"8b0f276b-cfe4-47e9-b074-cd56e9211795\"], \"total_duration\": 608.0, \"total_sessions\": 7, \"mean_week_duration\": 2.828}}, {\"34180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-23 10:41:49.000000+00:00\", \"2019-09-17 15:55:55.000000+00:00\", \"2020-02-25 16:32:31.000000+00:00\"], \"session_ids\": [\"1ed89584-2b38-4af7-a548-22d73805ef2b\", \"c707c3ce-dac1-4a81-a19b-74b65cdb629a\", \"d921c063-62f7-43a4-9927-639cab161c47\"], \"total_duration\": 795.0, \"total_sessions\": 3, \"mean_week_duration\": 10.063}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"68808\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 19:10:20.000000+00:00\", \"2021-02-16 10:41:05.000000+00:00\", \"2019-09-19 08:29:09.000000+00:00\", \"2023-05-04 20:35:50.000000+00:00\", \"2019-03-22 19:32:06.000000+00:00\", \"2022-02-18 23:20:15.000000+00:00\", \"2021-12-20 11:30:58.000000+00:00\"], \"session_ids\": [\"2b68d9e7-1812-4b63-a476-436ea48d721e\", \"2d96c349-5701-404c-af73-9757f6007833\", \"48cf60c9-d263-413f-a6b6-8138f91f362e\", \"f96a223a-f3c8-46c4-b5e8-8a4454a429b5\", \"6adc8879-a0b7-4921-8d64-6c0f4bd66182\", \"6d2587fa-8528-4f7e-a5c8-a3ffdb49766e\", \"8b0f276b-cfe4-47e9-b074-cd56e9211795\"], \"total_duration\": 608.0, \"total_sessions\": 7, \"mean_week_duration\": 2.828}}, {\"34180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-23 10:41:49.000000+00:00\", \"2019-09-17 15:55:55.000000+00:00\", \"2020-02-25 16:32:31.000000+00:00\"], \"session_ids\": [\"1ed89584-2b38-4af7-a548-22d73805ef2b\", \"c707c3ce-dac1-4a81-a19b-74b65cdb629a\", \"d921c063-62f7-43a4-9927-639cab161c47\"], \"total_duration\": 795.0, \"total_sessions\": 3, \"mean_week_duration\": 10.063}}]\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[{\"68808\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 19:10:20.000000+00:00\", \"2021-02-16 10:41:05.000000+00:00\", \"2019-09-19 08:29:09.000000+00:00\", \"2023-05-04 20:35:50.000000+00:00\", \"2019-03-22 19:32:06.000000+00:00\", \"2022-02-18 23:20:15.000000+00:00\", \"2021-12-20 11:30:58.000000+00:00\"], \"session_ids\": [\"2b68d9e7-1812-4b63-a476-436ea48d721e\", \"2d96c349-5701-404c-af73-9757f6007833\", \"48cf60c9-d263-413f-a6b6-8138f91f362e\", \"f96a223a-f3c8-46c4-b5e8-8a4454a429b5\", \"6adc8879-a0b7-4921-8d64-6c0f4bd66182\", \"6d2587fa-8528-4f7e-a5c8-a3ffdb49766e\", \"8b0f276b-cfe4-47e9-b074-cd56e9211795\"], \"total_duration\": 608.0, \"total_sessions\": 7, \"mean_week_duration\": 2.828}}, {\"34180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-23 10:41:49.000000+00:00\", \"2019-09-17 15:55:55.000000+00:00\", \"2020-02-25 16:32:31.000000+00:00\"], \"session_ids\": [\"1ed89584-2b38-4af7-a548-22d73805ef2b\", \"c707c3ce-dac1-4a81-a19b-74b65cdb629a\", \"d921c063-62f7-43a4-9927-639cab161c47\"], \"total_duration\": 795.0, \"total_sessions\": 3, \"mean_week_duration\": 10.063}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about 6 users with a time spent on the site per week that is above 37 and below 20, exclusive 37 in addition implement sorting by total sessoins count ascendingly plus keep only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"31326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-03 20:50:23.000000+00:00\", \"2019-03-31 11:35:18.000000+00:00\", \"2020-09-02 11:28:45.000000+00:00\", \"2022-09-21 00:35:27.000000+00:00\", \"2021-09-24 16:05:17.000000+00:00\", \"2022-05-27 15:47:02.000000+00:00\"], \"session_ids\": [\"83f5f460-06ca-4a08-857a-4252f71d78ca\", \"006977a6-db0b-43a6-8565-2f628c32dfcb\", \"24b30227-2eac-4582-9974-4e90bf37925e\", \"bfe587f5-3acf-4627-8863-99914a7bc4de\", \"0b57ac96-8b02-4c83-aa8a-da80abce8843\", \"90629edf-2c1c-4774-adf0-e7bb7d130f6d\"], \"total_duration\": 327.0, \"total_sessions\": 6, \"mean_week_duration\": 1.797}, \"6661\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 01:54:21.000000+00:00\", \"2021-11-25 23:58:01.000000+00:00\", \"2021-07-25 07:21:30.000000+00:00\", \"2022-03-01 01:53:47.000000+00:00\", \"2019-10-17 11:50:48.000000+00:00\", \"2023-06-12 15:36:57.000000+00:00\"], \"session_ids\": [\"d2001720-feb5-4649-a453-d777213a3a83\", \"270008db-9afa-4a1a-8a38-18e9228a47c4\", \"b7ec1e83-0a2c-4f62-8c10-d2d524655602\", \"4276267a-201b-43dc-b6e0-10a665d908d7\", \"1c414b80-e60b-4555-9e22-abb6cf24a452\", \"232be0ca-3f4c-4cb1-9ad0-33a76ea95fe4\"], \"total_duration\": 622.0, \"total_sessions\": 6, \"mean_week_duration\": 3.257}, \"41586\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-04-24 21:09:47.000000+00:00\", \"2020-09-12 10:29:05.000000+00:00\", \"2022-05-30 03:34:07.000000+00:00\", \"2022-08-06 14:19:39.000000+00:00\"], \"session_ids\": [\"7d990854-8ec1-4334-bf1e-d44700de3e65\", \"60dfe29b-ebb8-47b5-b39c-53829c29ff6b\", \"3a5eb124-a286-494f-af6b-41f7e4e1aadc\", \"8f46061c-1f32-4789-9dcd-583205d19762\"], \"total_duration\": 1333.0, \"total_sessions\": 4, \"mean_week_duration\": 13.465}, \"45441\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-01 13:51:46.000000+00:00\", \"2020-06-12 21:01:10.000000+00:00\", \"2023-02-03 14:56:50.000000+00:00\", \"2023-03-20 22:03:40.000000+00:00\", \"2019-03-10 16:46:15.000000+00:00\", \"2021-11-07 14:22:54.000000+00:00\"], \"session_ids\": [\"3770d502-e7c4-4627-b81d-770f1b4a1388\", \"c9132ae8-3d10-4a4e-9f65-b0622b177789\", \"c50b01bb-03f6-4a90-999e-571038e0ed3b\", \"bf2b6747-8120-45e3-a936-93938cd02fc2\", \"f2fd0ac3-7431-4996-8fb8-630269a74080\", \"b74740fd-31e7-4541-9032-a5fc0a3cd52d\"], \"total_duration\": 3106.0, \"total_sessions\": 6, \"mean_week_duration\": 14.72}, \"9208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-29 07:22:54.000000+00:00\", \"2019-05-12 05:37:40.000000+00:00\"], \"session_ids\": [\"5588e907-6f83-4bcd-99ef-54d36206a49e\", \"bf872ab1-bc51-4982-bd30-cf73dc5fc1ce\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 9.891}, \"23778\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-18 14:58:15.000000+00:00\", \"2023-05-24 03:27:21.000000+00:00\", \"2021-02-06 01:55:15.000000+00:00\", \"2021-01-22 16:34:38.000000+00:00\", \"2021-12-30 19:27:00.000000+00:00\", \"2022-11-06 19:35:44.000000+00:00\", \"2022-09-29 02:03:58.000000+00:00\"], \"session_ids\": [\"5cfc403c-3aed-4bf9-acea-10bf9ac6ce71\", \"79af221e-9e39-4605-8fea-eed55b25bbe3\", \"d82d0637-304d-4f20-a5f9-f205da4cd235\", \"0737850b-2bdb-4aa6-85f1-8488a221099b\", \"bf621043-71ac-405b-b078-6a05b08f2251\", \"b8f51709-e920-4bd6-b12f-bde2a7c3f361\", \"015bd892-03bd-448d-afc4-95321f978edb\"], \"total_duration\": 11235.0, \"total_sessions\": 7, \"mean_week_duration\": 92.09}, \"80931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-28 03:01:22.000000+00:00\", \"2020-12-24 12:18:09.000000+00:00\"], \"session_ids\": [\"570df0f9-abc8-4484-815f-d229825a6fad\", \"4338fe8a-9f79-4c03-8866-8245a000ca79\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.689}, \"33964\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-02 14:24:56.000000+00:00\", \"2022-04-09 18:48:46.000000+00:00\", \"2021-08-02 12:58:02.000000+00:00\"], \"session_ids\": [\"d31c3676-f190-4f48-b061-7763f3eb70b0\", \"4b1fef61-4fe5-4d58-a5a3-b63b6d79a5ec\", \"dcd96874-b328-44f4-a517-83f905642ccf\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 3.036}, \"92980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-26 11:53:40.000000+00:00\", \"2022-10-03 20:30:35.000000+00:00\", \"2022-05-08 21:17:30.000000+00:00\", \"2022-01-13 01:28:09.000000+00:00\", \"2020-07-17 23:35:37.000000+00:00\", \"2020-02-20 14:20:16.000000+00:00\", \"2020-10-27 18:31:58.000000+00:00\", \"2021-04-05 11:11:27.000000+00:00\", \"2022-11-04 23:44:41.000000+00:00\", \"2020-05-07 13:41:10.000000+00:00\"], \"session_ids\": [\"8901872b-ee21-4105-a803-eff4a85e73f9\", \"5ac8bec7-71a2-4b19-bb64-8190716d86f4\", \"5a8285d0-efd3-4a44-8e8c-f10eec0a18a2\", \"c2054f02-dd95-4214-89c1-2e1fc4b20938\", \"e6e1a1cd-6dcd-4541-b2f2-0e410b033cb8\", \"64766071-df9c-4484-95f6-aae3122b91d4\", \"a5cb20a8-da4c-4217-91de-568e7942efc3\", \"b6aedd7c-2621-4ca8-b2d1-d7bf1ef7f238\", \"fb891878-17f0-4c6d-8876-8f816babdd94\", \"35320832-e7e3-466f-b82f-bb400252ce83\"], \"total_duration\": 22558.0, \"total_sessions\": 10, \"mean_week_duration\": 158.859}, \"71808\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-06 10:16:33.000000+00:00\", \"2021-12-09 21:05:07.000000+00:00\"], \"session_ids\": [\"891a04f4-56a1-46f4-9aba-f5dd43d9aeb2\", \"8461e2a6-7536-4d0d-94e7-7e22af044ca9\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.278}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 20 and are greater than 37"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 37]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"31326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-03 20:50:23.000000+00:00\", \"2019-03-31 11:35:18.000000+00:00\", \"2020-09-02 11:28:45.000000+00:00\", \"2022-09-21 00:35:27.000000+00:00\", \"2021-09-24 16:05:17.000000+00:00\", \"2022-05-27 15:47:02.000000+00:00\"], \"session_ids\": [\"83f5f460-06ca-4a08-857a-4252f71d78ca\", \"006977a6-db0b-43a6-8565-2f628c32dfcb\", \"24b30227-2eac-4582-9974-4e90bf37925e\", \"bfe587f5-3acf-4627-8863-99914a7bc4de\", \"0b57ac96-8b02-4c83-aa8a-da80abce8843\", \"90629edf-2c1c-4774-adf0-e7bb7d130f6d\"], \"total_duration\": 327.0, \"total_sessions\": 6, \"mean_week_duration\": 1.797}, \"6661\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 01:54:21.000000+00:00\", \"2021-11-25 23:58:01.000000+00:00\", \"2021-07-25 07:21:30.000000+00:00\", \"2022-03-01 01:53:47.000000+00:00\", \"2019-10-17 11:50:48.000000+00:00\", \"2023-06-12 15:36:57.000000+00:00\"], \"session_ids\": [\"d2001720-feb5-4649-a453-d777213a3a83\", \"270008db-9afa-4a1a-8a38-18e9228a47c4\", \"b7ec1e83-0a2c-4f62-8c10-d2d524655602\", \"4276267a-201b-43dc-b6e0-10a665d908d7\", \"1c414b80-e60b-4555-9e22-abb6cf24a452\", \"232be0ca-3f4c-4cb1-9ad0-33a76ea95fe4\"], \"total_duration\": 622.0, \"total_sessions\": 6, \"mean_week_duration\": 3.257}, \"41586\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-04-24 21:09:47.000000+00:00\", \"2020-09-12 10:29:05.000000+00:00\", \"2022-05-30 03:34:07.000000+00:00\", \"2022-08-06 14:19:39.000000+00:00\"], \"session_ids\": [\"7d990854-8ec1-4334-bf1e-d44700de3e65\", \"60dfe29b-ebb8-47b5-b39c-53829c29ff6b\", \"3a5eb124-a286-494f-af6b-41f7e4e1aadc\", \"8f46061c-1f32-4789-9dcd-583205d19762\"], \"total_duration\": 1333.0, \"total_sessions\": 4, \"mean_week_duration\": 13.465}, \"45441\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-01 13:51:46.000000+00:00\", \"2020-06-12 21:01:10.000000+00:00\", \"2023-02-03 14:56:50.000000+00:00\", \"2023-03-20 22:03:40.000000+00:00\", \"2019-03-10 16:46:15.000000+00:00\", \"2021-11-07 14:22:54.000000+00:00\"], \"session_ids\": [\"3770d502-e7c4-4627-b81d-770f1b4a1388\", \"c9132ae8-3d10-4a4e-9f65-b0622b177789\", \"c50b01bb-03f6-4a90-999e-571038e0ed3b\", \"bf2b6747-8120-45e3-a936-93938cd02fc2\", \"f2fd0ac3-7431-4996-8fb8-630269a74080\", \"b74740fd-31e7-4541-9032-a5fc0a3cd52d\"], \"total_duration\": 3106.0, \"total_sessions\": 6, \"mean_week_duration\": 14.72}, \"9208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-29 07:22:54.000000+00:00\", \"2019-05-12 05:37:40.000000+00:00\"], \"session_ids\": [\"5588e907-6f83-4bcd-99ef-54d36206a49e\", \"bf872ab1-bc51-4982-bd30-cf73dc5fc1ce\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 9.891}, \"80931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-28 03:01:22.000000+00:00\", \"2020-12-24 12:18:09.000000+00:00\"], \"session_ids\": [\"570df0f9-abc8-4484-815f-d229825a6fad\", \"4338fe8a-9f79-4c03-8866-8245a000ca79\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.689}, \"33964\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-02 14:24:56.000000+00:00\", \"2022-04-09 18:48:46.000000+00:00\", \"2021-08-02 12:58:02.000000+00:00\"], \"session_ids\": [\"d31c3676-f190-4f48-b061-7763f3eb70b0\", \"4b1fef61-4fe5-4d58-a5a3-b63b6d79a5ec\", \"dcd96874-b328-44f4-a517-83f905642ccf\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 3.036}, \"71808\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-06 10:16:33.000000+00:00\", \"2021-12-09 21:05:07.000000+00:00\"], \"session_ids\": [\"891a04f4-56a1-46f4-9aba-f5dd43d9aeb2\", \"8461e2a6-7536-4d0d-94e7-7e22af044ca9\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.278}, \"23778\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-18 14:58:15.000000+00:00\", \"2023-05-24 03:27:21.000000+00:00\", \"2021-02-06 01:55:15.000000+00:00\", \"2021-01-22 16:34:38.000000+00:00\", \"2021-12-30 19:27:00.000000+00:00\", \"2022-11-06 19:35:44.000000+00:00\", \"2022-09-29 02:03:58.000000+00:00\"], \"session_ids\": [\"5cfc403c-3aed-4bf9-acea-10bf9ac6ce71\", \"79af221e-9e39-4605-8fea-eed55b25bbe3\", \"d82d0637-304d-4f20-a5f9-f205da4cd235\", \"0737850b-2bdb-4aa6-85f1-8488a221099b\", \"bf621043-71ac-405b-b078-6a05b08f2251\", \"b8f51709-e920-4bd6-b12f-bde2a7c3f361\", \"015bd892-03bd-448d-afc4-95321f978edb\"], \"total_duration\": 11235.0, \"total_sessions\": 7, \"mean_week_duration\": 92.09}, \"92980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-26 11:53:40.000000+00:00\", \"2022-10-03 20:30:35.000000+00:00\", \"2022-05-08 21:17:30.000000+00:00\", \"2022-01-13 01:28:09.000000+00:00\", \"2020-07-17 23:35:37.000000+00:00\", \"2020-02-20 14:20:16.000000+00:00\", \"2020-10-27 18:31:58.000000+00:00\", \"2021-04-05 11:11:27.000000+00:00\", \"2022-11-04 23:44:41.000000+00:00\", \"2020-05-07 13:41:10.000000+00:00\"], \"session_ids\": [\"8901872b-ee21-4105-a803-eff4a85e73f9\", \"5ac8bec7-71a2-4b19-bb64-8190716d86f4\", \"5a8285d0-efd3-4a44-8e8c-f10eec0a18a2\", \"c2054f02-dd95-4214-89c1-2e1fc4b20938\", \"e6e1a1cd-6dcd-4541-b2f2-0e410b033cb8\", \"64766071-df9c-4484-95f6-aae3122b91d4\", \"a5cb20a8-da4c-4217-91de-568e7942efc3\", \"b6aedd7c-2621-4ca8-b2d1-d7bf1ef7f238\", \"fb891878-17f0-4c6d-8876-8f816babdd94\", \"35320832-e7e3-466f-b82f-bb400252ce83\"], \"total_duration\": 22558.0, \"total_sessions\": 10, \"mean_week_duration\": 158.859}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"9208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-29 07:22:54.000000+00:00\", \"2019-05-12 05:37:40.000000+00:00\"], \"session_ids\": [\"5588e907-6f83-4bcd-99ef-54d36206a49e\", \"bf872ab1-bc51-4982-bd30-cf73dc5fc1ce\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 9.891}}, {\"80931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-28 03:01:22.000000+00:00\", \"2020-12-24 12:18:09.000000+00:00\"], \"session_ids\": [\"570df0f9-abc8-4484-815f-d229825a6fad\", \"4338fe8a-9f79-4c03-8866-8245a000ca79\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.689}}, {\"71808\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-06 10:16:33.000000+00:00\", \"2021-12-09 21:05:07.000000+00:00\"], \"session_ids\": [\"891a04f4-56a1-46f4-9aba-f5dd43d9aeb2\", \"8461e2a6-7536-4d0d-94e7-7e22af044ca9\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 3.278}}, {\"33964\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-02 14:24:56.000000+00:00\", \"2022-04-09 18:48:46.000000+00:00\", \"2021-08-02 12:58:02.000000+00:00\"], \"session_ids\": [\"d31c3676-f190-4f48-b061-7763f3eb70b0\", \"4b1fef61-4fe5-4d58-a5a3-b63b6d79a5ec\", \"dcd96874-b328-44f4-a517-83f905642ccf\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 3.036}}, {\"41586\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-04-24 21:09:47.000000+00:00\", \"2020-09-12 10:29:05.000000+00:00\", \"2022-05-30 03:34:07.000000+00:00\", \"2022-08-06 14:19:39.000000+00:00\"], \"session_ids\": [\"7d990854-8ec1-4334-bf1e-d44700de3e65\", \"60dfe29b-ebb8-47b5-b39c-53829c29ff6b\", \"3a5eb124-a286-494f-af6b-41f7e4e1aadc\", \"8f46061c-1f32-4789-9dcd-583205d19762\"], \"total_duration\": 1333.0, \"total_sessions\": 4, \"mean_week_duration\": 13.465}}, {\"31326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-03 20:50:23.000000+00:00\", \"2019-03-31 11:35:18.000000+00:00\", \"2020-09-02 11:28:45.000000+00:00\", \"2022-09-21 00:35:27.000000+00:00\", \"2021-09-24 16:05:17.000000+00:00\", \"2022-05-27 15:47:02.000000+00:00\"], \"session_ids\": [\"83f5f460-06ca-4a08-857a-4252f71d78ca\", \"006977a6-db0b-43a6-8565-2f628c32dfcb\", \"24b30227-2eac-4582-9974-4e90bf37925e\", \"bfe587f5-3acf-4627-8863-99914a7bc4de\", \"0b57ac96-8b02-4c83-aa8a-da80abce8843\", \"90629edf-2c1c-4774-adf0-e7bb7d130f6d\"], \"total_duration\": 327.0, \"total_sessions\": 6, \"mean_week_duration\": 1.797}}, {\"6661\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 01:54:21.000000+00:00\", \"2021-11-25 23:58:01.000000+00:00\", \"2021-07-25 07:21:30.000000+00:00\", \"2022-03-01 01:53:47.000000+00:00\", \"2019-10-17 11:50:48.000000+00:00\", \"2023-06-12 15:36:57.000000+00:00\"], \"session_ids\": [\"d2001720-feb5-4649-a453-d777213a3a83\", \"270008db-9afa-4a1a-8a38-18e9228a47c4\", \"b7ec1e83-0a2c-4f62-8c10-d2d524655602\", \"4276267a-201b-43dc-b6e0-10a665d908d7\", \"1c414b80-e60b-4555-9e22-abb6cf24a452\", \"232be0ca-3f4c-4cb1-9ad0-33a76ea95fe4\"], \"total_duration\": 622.0, \"total_sessions\": 6, \"mean_week_duration\": 3.257}}, {\"45441\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-01 13:51:46.000000+00:00\", \"2020-06-12 21:01:10.000000+00:00\", \"2023-02-03 14:56:50.000000+00:00\", \"2023-03-20 22:03:40.000000+00:00\", \"2019-03-10 16:46:15.000000+00:00\", \"2021-11-07 14:22:54.000000+00:00\"], \"session_ids\": [\"3770d502-e7c4-4627-b81d-770f1b4a1388\", \"c9132ae8-3d10-4a4e-9f65-b0622b177789\", \"c50b01bb-03f6-4a90-999e-571038e0ed3b\", \"bf2b6747-8120-45e3-a936-93938cd02fc2\", \"f2fd0ac3-7431-4996-8fb8-630269a74080\", \"b74740fd-31e7-4541-9032-a5fc0a3cd52d\"], \"total_duration\": 3106.0, \"total_sessions\": 6, \"mean_week_duration\": 14.72}}, {\"23778\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-18 14:58:15.000000+00:00\", \"2023-05-24 03:27:21.000000+00:00\", \"2021-02-06 01:55:15.000000+00:00\", \"2021-01-22 16:34:38.000000+00:00\", \"2021-12-30 19:27:00.000000+00:00\", \"2022-11-06 19:35:44.000000+00:00\", \"2022-09-29 02:03:58.000000+00:00\"], \"session_ids\": [\"5cfc403c-3aed-4bf9-acea-10bf9ac6ce71\", \"79af221e-9e39-4605-8fea-eed55b25bbe3\", \"d82d0637-304d-4f20-a5f9-f205da4cd235\", \"0737850b-2bdb-4aa6-85f1-8488a221099b\", \"bf621043-71ac-405b-b078-6a05b08f2251\", \"b8f51709-e920-4bd6-b12f-bde2a7c3f361\", \"015bd892-03bd-448d-afc4-95321f978edb\"], \"total_duration\": 11235.0, \"total_sessions\": 7, \"mean_week_duration\": 92.09}}, {\"92980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-26 11:53:40.000000+00:00\", \"2022-10-03 20:30:35.000000+00:00\", \"2022-05-08 21:17:30.000000+00:00\", \"2022-01-13 01:28:09.000000+00:00\", \"2020-07-17 23:35:37.000000+00:00\", \"2020-02-20 14:20:16.000000+00:00\", \"2020-10-27 18:31:58.000000+00:00\", \"2021-04-05 11:11:27.000000+00:00\", \"2022-11-04 23:44:41.000000+00:00\", \"2020-05-07 13:41:10.000000+00:00\"], \"session_ids\": [\"8901872b-ee21-4105-a803-eff4a85e73f9\", \"5ac8bec7-71a2-4b19-bb64-8190716d86f4\", \"5a8285d0-efd3-4a44-8e8c-f10eec0a18a2\", \"c2054f02-dd95-4214-89c1-2e1fc4b20938\", \"e6e1a1cd-6dcd-4541-b2f2-0e410b033cb8\", \"64766071-df9c-4484-95f6-aae3122b91d4\", \"a5cb20a8-da4c-4217-91de-568e7942efc3\", \"b6aedd7c-2621-4ca8-b2d1-d7bf1ef7f238\", \"fb891878-17f0-4c6d-8876-8f816babdd94\", \"35320832-e7e3-466f-b82f-bb400252ce83\"], \"total_duration\": 22558.0, \"total_sessions\": 10, \"mean_week_duration\": 158.859}}]\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[{\"9208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-29 07:22:54.000000+00:00\", \"2019-05-12 05:37:40.000000+00:00\"], \"session_ids\": [\"5588e907-6f83-4bcd-99ef-54d36206a49e\", \"bf872ab1-bc51-4982-bd30-cf73dc5fc1ce\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 9.891}}, {\"80931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-28 03:01:22.000000+00:00\", \"2020-12-24 12:18:09.000000+00:00\"], \"session_ids\": [\"570df0f9-abc8-4484-815f-d229825a6fad\", \"4338fe8a-9f79-4c03-8866-8245a000ca79\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.689}}]\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[{\"9208\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-29 07:22:54.000000+00:00\", \"2019-05-12 05:37:40.000000+00:00\"], \"session_ids\": [\"5588e907-6f83-4bcd-99ef-54d36206a49e\", \"bf872ab1-bc51-4982-bd30-cf73dc5fc1ce\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 9.891}}, {\"80931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-28 03:01:22.000000+00:00\", \"2020-12-24 12:18:09.000000+00:00\"], \"session_ids\": [\"570df0f9-abc8-4484-815f-d229825a6fad\", \"4338fe8a-9f79-4c03-8866-8245a000ca79\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.689}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on user who is user with lowest overall total duration , moreover do sorting by site usage time per week desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"20800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-15 13:52:17.000000+00:00\", \"2019-01-18 12:20:26.000000+00:00\", \"2019-05-05 17:07:02.000000+00:00\"], \"session_ids\": [\"bd599cd7-306a-4ef4-aa63-8fc75a52ace1\", \"f64ee202-29e7-4d2b-a4bb-cdfd4a5ba24a\", \"7958f083-91e6-4c89-849a-f56921357e2c\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.264}, \"30703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-16 10:45:28.000000+00:00\", \"2022-07-12 13:59:16.000000+00:00\", \"2020-05-05 12:15:46.000000+00:00\"], \"session_ids\": [\"a49b3098-b42c-4703-a0b9-0a959614fb85\", \"1a34651a-0222-4d8e-a114-ba2d14ce8fb0\", \"7f998b37-4c20-4de5-8180-4039ecb5aab2\"], \"total_duration\": 504.0, \"total_sessions\": 3, \"mean_week_duration\": 4.421}, \"89191\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2022-02-15 11:04:43.000000+00:00\", \"2020-08-02 15:27:43.000000+00:00\", \"2022-04-11 16:26:07.000000+00:00\"], \"session_ids\": [\"f3eb8a25-090f-4ee3-beef-6f9a6ad070c8\", \"f338d9b9-4c7e-42d8-be85-39948839b801\", \"c5990f4d-5c4e-4192-b4fe-57452ec26881\"], \"total_duration\": 954.0, \"total_sessions\": 3, \"mean_week_duration\": 10.719}, \"18640\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-05 19:35:03.000000+00:00\", \"2022-05-15 15:31:49.000000+00:00\"], \"session_ids\": [\"278188c3-8426-4da8-8e33-c11c6b83e00e\", \"23736d62-cb70-43d4-866f-c8959cc82eb9\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 2.137}, \"85303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-17 04:34:57.000000+00:00\", \"2019-06-07 15:09:24.000000+00:00\", \"2020-01-02 19:19:39.000000+00:00\", \"2020-06-07 04:07:31.000000+00:00\", \"2023-03-07 11:20:37.000000+00:00\", \"2021-12-28 05:41:12.000000+00:00\", \"2021-12-31 03:00:41.000000+00:00\", \"2022-12-04 01:06:39.000000+00:00\", \"2021-06-17 22:11:11.000000+00:00\", \"2019-12-01 21:12:28.000000+00:00\"], \"session_ids\": [\"9618bb49-e1c6-4367-9329-3aba7093a46d\", \"22259b9c-db86-489e-b778-5a5ab0be94a8\", \"5d44f675-2faf-405f-95fe-176b43989c38\", \"5eae45a7-5b40-40ca-8114-7f6e5cef5e52\", \"8929d55f-a660-4907-b140-827e73dcd101\", \"a985416e-96ae-4fbd-9d05-7e33e96fb479\", \"2338f3e3-6eea-4fe2-afc8-ad792a98fcbc\", \"47619493-7b1e-493d-9b2f-457f0bcd8c9d\", \"bba66ffa-083c-4397-bb75-4fcd87208b77\", \"bf1fe4da-8c89-4b96-9b7f-5fbbcb10ba88\"], \"total_duration\": 7263.0, \"total_sessions\": 10, \"mean_week_duration\": 37.056}, \"13436\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-08-18 12:06:09.000000+00:00\", \"2023-03-25 07:16:53.000000+00:00\", \"2022-01-08 09:41:56.000000+00:00\", \"2019-04-10 05:22:52.000000+00:00\", \"2021-11-17 19:52:31.000000+00:00\"], \"session_ids\": [\"75e430cd-04aa-4333-b4d2-4a42f05b3b94\", \"b9bdba79-7d58-4526-b5f2-f7fec200114c\", \"45acb82a-d40b-40cc-b64c-2002fee7cb35\", \"d4e00e5f-4e65-4a77-a2e4-5ae70731d421\", \"e85dbd28-f123-4ff2-ad48-ec1911e0dc6d\"], \"total_duration\": 172.0, \"total_sessions\": 5, \"mean_week_duration\": 0.831}, \"84431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-31 07:30:52.000000+00:00\", \"2019-07-23 13:07:59.000000+00:00\"], \"session_ids\": [\"27d991bd-653f-4f5a-8017-04e026ade13d\", \"9b71b7ae-1e04-4259-ae97-cc14b5f98575\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.752}, \"1117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-03-26 13:03:03.000000+00:00\", \"2019-05-30 02:31:08.000000+00:00\", \"2023-06-26 00:55:15.000000+00:00\", \"2020-12-16 06:12:37.000000+00:00\", \"2022-01-25 22:56:52.000000+00:00\", \"2023-01-20 02:27:08.000000+00:00\", \"2022-01-18 16:59:28.000000+00:00\", \"2019-11-15 22:10:59.000000+00:00\", \"2022-09-28 20:57:15.000000+00:00\"], \"session_ids\": [\"f6ee8164-8626-4ed2-a484-c027f8e56a17\", \"9a625a8b-3b71-4c94-8a60-1c68615b4b17\", \"d0b99ee2-6ef3-4fee-ac6f-11b20160083a\", \"f96c7505-b4b5-4004-9bca-f8cc457a776b\", \"fc1b8472-1a9f-433a-89ee-4c6437ad46f2\", \"e0725545-74d4-4190-82b4-cf27a3c1f235\", \"1a2a245f-422b-4d11-aafe-8a0bdeed3671\", \"29f8cda4-fd16-464c-89b6-d492eb07a463\", \"a9c0b35e-83d2-4dff-9f29-fcf26e55fc91\"], \"total_duration\": 21795.0, \"total_sessions\": 9, \"mean_week_duration\": 102.324}, \"42797\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-22 07:26:17.000000+00:00\", \"2023-05-15 07:43:38.000000+00:00\", \"2020-12-27 07:58:33.000000+00:00\", \"2022-10-08 15:01:45.000000+00:00\", \"2020-02-10 08:52:37.000000+00:00\"], \"session_ids\": [\"03395cd6-b405-4743-9c62-832813c13abe\", \"76e3049d-109e-4702-ab60-214427fa6fcd\", \"fb520b35-a47b-44a2-aa2a-9d1269ffa11a\", \"6b44528d-7a47-47a3-928b-02c31a6ec0d1\", \"996bd9d9-cba2-48c3-9d3c-7224cc6cc9b2\"], \"total_duration\": 2189.0, \"total_sessions\": 5, \"mean_week_duration\": 10.73}, \"28831\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-04-20 06:34:33.000000+00:00\", \"2022-06-23 12:33:32.000000+00:00\", \"2021-05-31 09:21:20.000000+00:00\"], \"session_ids\": [\"87fa88fa-6ae6-4b6f-9b4c-5c49651a5067\", \"59655206-89e8-4948-b5de-f898eb57fab5\", \"df05c7b4-1ab5-4681-8052-9b74053ead9a\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.377}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 1 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"20800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-15 13:52:17.000000+00:00\", \"2019-01-18 12:20:26.000000+00:00\", \"2019-05-05 17:07:02.000000+00:00\"], \"session_ids\": [\"bd599cd7-306a-4ef4-aa63-8fc75a52ace1\", \"f64ee202-29e7-4d2b-a4bb-cdfd4a5ba24a\", \"7958f083-91e6-4c89-849a-f56921357e2c\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.264}}, {\"28831\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-04-20 06:34:33.000000+00:00\", \"2022-06-23 12:33:32.000000+00:00\", \"2021-05-31 09:21:20.000000+00:00\"], \"session_ids\": [\"87fa88fa-6ae6-4b6f-9b4c-5c49651a5067\", \"59655206-89e8-4948-b5de-f898eb57fab5\", \"df05c7b4-1ab5-4681-8052-9b74053ead9a\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.377}}, {\"84431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-31 07:30:52.000000+00:00\", \"2019-07-23 13:07:59.000000+00:00\"], \"session_ids\": [\"27d991bd-653f-4f5a-8017-04e026ade13d\", \"9b71b7ae-1e04-4259-ae97-cc14b5f98575\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.752}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"84431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-31 07:30:52.000000+00:00\", \"2019-07-23 13:07:59.000000+00:00\"], \"session_ids\": [\"27d991bd-653f-4f5a-8017-04e026ade13d\", \"9b71b7ae-1e04-4259-ae97-cc14b5f98575\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.752}}, {\"28831\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-04-20 06:34:33.000000+00:00\", \"2022-06-23 12:33:32.000000+00:00\", \"2021-05-31 09:21:20.000000+00:00\"], \"session_ids\": [\"87fa88fa-6ae6-4b6f-9b4c-5c49651a5067\", \"59655206-89e8-4948-b5de-f898eb57fab5\", \"df05c7b4-1ab5-4681-8052-9b74053ead9a\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.377}}, {\"20800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-15 13:52:17.000000+00:00\", \"2019-01-18 12:20:26.000000+00:00\", \"2019-05-05 17:07:02.000000+00:00\"], \"session_ids\": [\"bd599cd7-306a-4ef4-aa63-8fc75a52ace1\", \"f64ee202-29e7-4d2b-a4bb-cdfd4a5ba24a\", \"7958f083-91e6-4c89-849a-f56921357e2c\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.264}}]\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[{\"84431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-31 07:30:52.000000+00:00\", \"2019-07-23 13:07:59.000000+00:00\"], \"session_ids\": [\"27d991bd-653f-4f5a-8017-04e026ade13d\", \"9b71b7ae-1e04-4259-ae97-cc14b5f98575\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.752}}]\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[{\"84431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-31 07:30:52.000000+00:00\", \"2019-07-23 13:07:59.000000+00:00\"], \"session_ids\": [\"27d991bd-653f-4f5a-8017-04e026ade13d\", \"9b71b7ae-1e04-4259-ae97-cc14b5f98575\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.752}}]\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 6 users with a time spent on the site that is lower than 2406, exclusive 2406 , perform sorting by city naming form the lowest value to the highest value + provide me only with 2 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{\"5257\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 18:47:46.000000+00:00\", \"2022-01-08 07:31:00.000000+00:00\", \"2022-03-13 01:32:01.000000+00:00\"], \"session_ids\": [\"cd697aa1-7789-4ec3-9f36-6638ebb749b7\", \"1cef9941-826c-4516-8a6a-0e8072c9b3c0\", \"639e7160-810f-4004-ad08-1d6aeacd11de\"], \"total_duration\": 608.0, \"total_sessions\": 3, \"mean_week_duration\": 5.682}, \"27373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-16 15:24:34.000000+00:00\", \"2021-08-15 17:20:33.000000+00:00\"], \"session_ids\": [\"93386f49-02e6-4ea0-8eaf-beacc1a67539\", \"e93392c0-9afc-4555-aaf6-ff8d06e9cab4\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.781}, \"96640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-03-17 22:25:10.000000+00:00\", \"2020-04-23 18:18:28.000000+00:00\"], \"session_ids\": [\"a36797b4-3d0e-4b52-9fc9-5089bbc66166\", \"e0ca4056-8b6e-44ed-b088-db950b836259\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 68.833}, \"2753\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-19 19:43:09.000000+00:00\", \"2020-02-20 18:19:37.000000+00:00\", \"2019-11-21 07:43:50.000000+00:00\", \"2019-03-21 06:51:56.000000+00:00\", \"2020-03-27 05:24:35.000000+00:00\"], \"session_ids\": [\"d27b361a-367e-4127-962f-8f4e26ad097e\", \"8681e53d-aaaa-4bf1-ade9-1b9dc34c95a1\", \"1c6ea531-6784-433b-b140-944155f1dc7b\", \"295165f4-4b1c-43a4-8f90-dca038d5b8e2\", \"d0cba64a-016f-492d-94c3-07804d905245\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.112}, \"6782\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-11 10:37:06.000000+00:00\", \"2022-12-18 02:25:25.000000+00:00\", \"2023-06-24 18:16:18.000000+00:00\", \"2020-10-05 21:32:15.000000+00:00\", \"2020-05-25 17:40:47.000000+00:00\"], \"session_ids\": [\"d740d079-9098-4ebb-b527-2d649dc9b745\", \"7fa711c2-2837-4d5f-ae15-f758123611a2\", \"da674346-b7c9-4f53-bd5c-6cdc18c85d39\", \"1640d30b-8520-4ee6-ad19-edde67f2c05e\", \"4158f2f5-3106-4bdf-be43-4b3736f0c158\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 6.205}, \"82449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-30 18:45:07.000000+00:00\", \"2022-12-22 02:13:24.000000+00:00\", \"2020-07-12 02:51:42.000000+00:00\"], \"session_ids\": [\"e8b661ba-1f35-4574-aeba-66cbdbfc4aec\", \"15038400-8d7b-44f2-b6a6-016e1a3b23ba\", \"7a5e5a4a-393d-4992-b2ac-788ac921e643\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.769}, \"86765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-05 17:53:14.000000+00:00\", \"2021-01-12 06:28:58.000000+00:00\", \"2019-09-23 11:49:50.000000+00:00\"], \"session_ids\": [\"816cd543-b1c0-48be-9aad-f619299d26f7\", \"ff2983b3-4f7a-4a54-93eb-0c637d833162\", \"21e5d47c-1988-401c-b761-e06e80361195\"], \"total_duration\": 749.0, \"total_sessions\": 3, \"mean_week_duration\": 4.595}, \"14004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-11 22:29:39.000000+00:00\", \"2020-11-15 21:52:10.000000+00:00\", \"2022-08-31 17:14:07.000000+00:00\", \"2019-05-06 20:31:59.000000+00:00\"], \"session_ids\": [\"a9cb033a-3f65-4459-bf96-54b4d7c87332\", \"81950920-dbdd-4082-bab1-35917b070ee7\", \"864b941b-7a59-4242-a943-b7fac0a3253d\", \"58f3697c-18a4-4287-bfd6-529d5f937599\"], \"total_duration\": 166.0, \"total_sessions\": 4, \"mean_week_duration\": 0.954}, \"86420\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-08 13:01:06.000000+00:00\", \"2019-08-26 16:57:02.000000+00:00\"], \"session_ids\": [\"d162ee67-10db-4d66-8f7c-8bf017f0be78\", \"85ee655c-6665-4376-b90c-201321c49ca5\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.727}, \"49193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-12 11:49:31.000000+00:00\", \"2023-05-11 03:15:34.000000+00:00\"], \"session_ids\": [\"d8b4bffb-ffae-4499-bf0a-24af4399bd26\", \"f3f76a2c-04a7-45fe-8cb4-b7672504d97b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are less than 2406"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[2406, 3614]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"5257\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 18:47:46.000000+00:00\", \"2022-01-08 07:31:00.000000+00:00\", \"2022-03-13 01:32:01.000000+00:00\"], \"session_ids\": [\"cd697aa1-7789-4ec3-9f36-6638ebb749b7\", \"1cef9941-826c-4516-8a6a-0e8072c9b3c0\", \"639e7160-810f-4004-ad08-1d6aeacd11de\"], \"total_duration\": 608.0, \"total_sessions\": 3, \"mean_week_duration\": 5.682}, \"27373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-16 15:24:34.000000+00:00\", \"2021-08-15 17:20:33.000000+00:00\"], \"session_ids\": [\"93386f49-02e6-4ea0-8eaf-beacc1a67539\", \"e93392c0-9afc-4555-aaf6-ff8d06e9cab4\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.781}, \"96640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-03-17 22:25:10.000000+00:00\", \"2020-04-23 18:18:28.000000+00:00\"], \"session_ids\": [\"a36797b4-3d0e-4b52-9fc9-5089bbc66166\", \"e0ca4056-8b6e-44ed-b088-db950b836259\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 68.833}, \"2753\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-19 19:43:09.000000+00:00\", \"2020-02-20 18:19:37.000000+00:00\", \"2019-11-21 07:43:50.000000+00:00\", \"2019-03-21 06:51:56.000000+00:00\", \"2020-03-27 05:24:35.000000+00:00\"], \"session_ids\": [\"d27b361a-367e-4127-962f-8f4e26ad097e\", \"8681e53d-aaaa-4bf1-ade9-1b9dc34c95a1\", \"1c6ea531-6784-433b-b140-944155f1dc7b\", \"295165f4-4b1c-43a4-8f90-dca038d5b8e2\", \"d0cba64a-016f-492d-94c3-07804d905245\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.112}, \"6782\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-11 10:37:06.000000+00:00\", \"2022-12-18 02:25:25.000000+00:00\", \"2023-06-24 18:16:18.000000+00:00\", \"2020-10-05 21:32:15.000000+00:00\", \"2020-05-25 17:40:47.000000+00:00\"], \"session_ids\": [\"d740d079-9098-4ebb-b527-2d649dc9b745\", \"7fa711c2-2837-4d5f-ae15-f758123611a2\", \"da674346-b7c9-4f53-bd5c-6cdc18c85d39\", \"1640d30b-8520-4ee6-ad19-edde67f2c05e\", \"4158f2f5-3106-4bdf-be43-4b3736f0c158\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 6.205}, \"82449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-30 18:45:07.000000+00:00\", \"2022-12-22 02:13:24.000000+00:00\", \"2020-07-12 02:51:42.000000+00:00\"], \"session_ids\": [\"e8b661ba-1f35-4574-aeba-66cbdbfc4aec\", \"15038400-8d7b-44f2-b6a6-016e1a3b23ba\", \"7a5e5a4a-393d-4992-b2ac-788ac921e643\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.769}, \"86765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-05 17:53:14.000000+00:00\", \"2021-01-12 06:28:58.000000+00:00\", \"2019-09-23 11:49:50.000000+00:00\"], \"session_ids\": [\"816cd543-b1c0-48be-9aad-f619299d26f7\", \"ff2983b3-4f7a-4a54-93eb-0c637d833162\", \"21e5d47c-1988-401c-b761-e06e80361195\"], \"total_duration\": 749.0, \"total_sessions\": 3, \"mean_week_duration\": 4.595}, \"14004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-11 22:29:39.000000+00:00\", \"2020-11-15 21:52:10.000000+00:00\", \"2022-08-31 17:14:07.000000+00:00\", \"2019-05-06 20:31:59.000000+00:00\"], \"session_ids\": [\"a9cb033a-3f65-4459-bf96-54b4d7c87332\", \"81950920-dbdd-4082-bab1-35917b070ee7\", \"864b941b-7a59-4242-a943-b7fac0a3253d\", \"58f3697c-18a4-4287-bfd6-529d5f937599\"], \"total_duration\": 166.0, \"total_sessions\": 4, \"mean_week_duration\": 0.954}, \"86420\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-08 13:01:06.000000+00:00\", \"2019-08-26 16:57:02.000000+00:00\"], \"session_ids\": [\"d162ee67-10db-4d66-8f7c-8bf017f0be78\", \"85ee655c-6665-4376-b90c-201321c49ca5\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.727}, \"49193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-12 11:49:31.000000+00:00\", \"2023-05-11 03:15:34.000000+00:00\"], \"session_ids\": [\"d8b4bffb-ffae-4499-bf0a-24af4399bd26\", \"f3f76a2c-04a7-45fe-8cb4-b7672504d97b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}\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[{\"49193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-12 11:49:31.000000+00:00\", \"2023-05-11 03:15:34.000000+00:00\"], \"session_ids\": [\"d8b4bffb-ffae-4499-bf0a-24af4399bd26\", \"f3f76a2c-04a7-45fe-8cb4-b7672504d97b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}, {\"82449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-30 18:45:07.000000+00:00\", \"2022-12-22 02:13:24.000000+00:00\", \"2020-07-12 02:51:42.000000+00:00\"], \"session_ids\": [\"e8b661ba-1f35-4574-aeba-66cbdbfc4aec\", \"15038400-8d7b-44f2-b6a6-016e1a3b23ba\", \"7a5e5a4a-393d-4992-b2ac-788ac921e643\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.769}}, {\"86420\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-08 13:01:06.000000+00:00\", \"2019-08-26 16:57:02.000000+00:00\"], \"session_ids\": [\"d162ee67-10db-4d66-8f7c-8bf017f0be78\", \"85ee655c-6665-4376-b90c-201321c49ca5\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.727}}, {\"14004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-11 22:29:39.000000+00:00\", \"2020-11-15 21:52:10.000000+00:00\", \"2022-08-31 17:14:07.000000+00:00\", \"2019-05-06 20:31:59.000000+00:00\"], \"session_ids\": [\"a9cb033a-3f65-4459-bf96-54b4d7c87332\", \"81950920-dbdd-4082-bab1-35917b070ee7\", \"864b941b-7a59-4242-a943-b7fac0a3253d\", \"58f3697c-18a4-4287-bfd6-529d5f937599\"], \"total_duration\": 166.0, \"total_sessions\": 4, \"mean_week_duration\": 0.954}}, {\"5257\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 18:47:46.000000+00:00\", \"2022-01-08 07:31:00.000000+00:00\", \"2022-03-13 01:32:01.000000+00:00\"], \"session_ids\": [\"cd697aa1-7789-4ec3-9f36-6638ebb749b7\", \"1cef9941-826c-4516-8a6a-0e8072c9b3c0\", \"639e7160-810f-4004-ad08-1d6aeacd11de\"], \"total_duration\": 608.0, \"total_sessions\": 3, \"mean_week_duration\": 5.682}}, {\"2753\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-19 19:43:09.000000+00:00\", \"2020-02-20 18:19:37.000000+00:00\", \"2019-11-21 07:43:50.000000+00:00\", \"2019-03-21 06:51:56.000000+00:00\", \"2020-03-27 05:24:35.000000+00:00\"], \"session_ids\": [\"d27b361a-367e-4127-962f-8f4e26ad097e\", \"8681e53d-aaaa-4bf1-ade9-1b9dc34c95a1\", \"1c6ea531-6784-433b-b140-944155f1dc7b\", \"295165f4-4b1c-43a4-8f90-dca038d5b8e2\", \"d0cba64a-016f-492d-94c3-07804d905245\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.112}}, {\"27373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-16 15:24:34.000000+00:00\", \"2021-08-15 17:20:33.000000+00:00\"], \"session_ids\": [\"93386f49-02e6-4ea0-8eaf-beacc1a67539\", \"e93392c0-9afc-4555-aaf6-ff8d06e9cab4\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.781}}, {\"6782\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-11 10:37:06.000000+00:00\", \"2022-12-18 02:25:25.000000+00:00\", \"2023-06-24 18:16:18.000000+00:00\", \"2020-10-05 21:32:15.000000+00:00\", \"2020-05-25 17:40:47.000000+00:00\"], \"session_ids\": [\"d740d079-9098-4ebb-b527-2d649dc9b745\", \"7fa711c2-2837-4d5f-ae15-f758123611a2\", \"da674346-b7c9-4f53-bd5c-6cdc18c85d39\", \"1640d30b-8520-4ee6-ad19-edde67f2c05e\", \"4158f2f5-3106-4bdf-be43-4b3736f0c158\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 6.205}}, {\"86765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-05 17:53:14.000000+00:00\", \"2021-01-12 06:28:58.000000+00:00\", \"2019-09-23 11:49:50.000000+00:00\"], \"session_ids\": [\"816cd543-b1c0-48be-9aad-f619299d26f7\", \"ff2983b3-4f7a-4a54-93eb-0c637d833162\", \"21e5d47c-1988-401c-b761-e06e80361195\"], \"total_duration\": 749.0, \"total_sessions\": 3, \"mean_week_duration\": 4.595}}, {\"96640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-03-17 22:25:10.000000+00:00\", \"2020-04-23 18:18:28.000000+00:00\"], \"session_ids\": [\"a36797b4-3d0e-4b52-9fc9-5089bbc66166\", \"e0ca4056-8b6e-44ed-b088-db950b836259\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 68.833}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"49193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-12 11:49:31.000000+00:00\", \"2023-05-11 03:15:34.000000+00:00\"], \"session_ids\": [\"d8b4bffb-ffae-4499-bf0a-24af4399bd26\", \"f3f76a2c-04a7-45fe-8cb4-b7672504d97b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}, {\"82449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-30 18:45:07.000000+00:00\", \"2022-12-22 02:13:24.000000+00:00\", \"2020-07-12 02:51:42.000000+00:00\"], \"session_ids\": [\"e8b661ba-1f35-4574-aeba-66cbdbfc4aec\", \"15038400-8d7b-44f2-b6a6-016e1a3b23ba\", \"7a5e5a4a-393d-4992-b2ac-788ac921e643\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.769}}]\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[{\"49193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-12 11:49:31.000000+00:00\", \"2023-05-11 03:15:34.000000+00:00\"], \"session_ids\": [\"d8b4bffb-ffae-4499-bf0a-24af4399bd26\", \"f3f76a2c-04a7-45fe-8cb4-b7672504d97b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}, {\"82449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-30 18:45:07.000000+00:00\", \"2022-12-22 02:13:24.000000+00:00\", \"2020-07-12 02:51:42.000000+00:00\"], \"session_ids\": [\"e8b661ba-1f35-4574-aeba-66cbdbfc4aec\", \"15038400-8d7b-44f2-b6a6-016e1a3b23ba\", \"7a5e5a4a-393d-4992-b2ac-788ac921e643\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.769}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on 8 users whose duration summation exceeds 1771 while staying below 3780, exclusively 3780 and in addition implement sorting by town name decliningly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"36862\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-10-17 04:30:31.000000+00:00\", \"2023-04-28 00:08:37.000000+00:00\", \"2020-10-11 03:06:39.000000+00:00\", \"2019-08-26 11:41:05.000000+00:00\"], \"session_ids\": [\"f9b19279-8acb-480e-9401-800564a87147\", \"f34f3fac-6830-4bbd-9805-a9c62f488663\", \"4e5cc4e4-a73a-4c33-8f57-8b3e3525526d\", \"7d19b143-2a4f-4380-ab4e-2fdf8f18945b\"], \"total_duration\": 286.0, \"total_sessions\": 4, \"mean_week_duration\": 1.49}, \"51423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-29 05:10:10.000000+00:00\", \"2020-06-08 04:08:23.000000+00:00\", \"2019-11-25 15:48:21.000000+00:00\", \"2019-06-11 23:25:35.000000+00:00\"], \"session_ids\": [\"1a5ed48e-1353-4b05-9269-f77939ba7d28\", \"c2904923-f862-4f93-8f32-c222ef39e90c\", \"dc66d745-b9a6-4c6d-8f37-17827b6e6631\", \"ee349866-9233-4f42-b19a-e898f41018df\"], \"total_duration\": 360.0, \"total_sessions\": 4, \"mean_week_duration\": 1.935}, \"23024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-04 10:27:45.000000+00:00\", \"2023-02-16 21:46:58.000000+00:00\"], \"session_ids\": [\"2edc77c3-d702-4d5a-9db3-3bdd88924476\", \"9ca8e5a6-e5f7-4af2-b59b-331742991322\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.167}, \"41888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-08-24 21:54:27.000000+00:00\", \"2022-07-30 11:33:35.000000+00:00\"], \"session_ids\": [\"58d69e65-f469-426e-abc3-cc1019403f18\", \"2c5856c1-0853-4c47-a4d0-ac229d5ec860\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 4.149}, \"67155\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-27 17:30:16.000000+00:00\", \"2019-05-12 03:32:30.000000+00:00\", \"2022-02-07 04:37:39.000000+00:00\", \"2021-10-04 08:30:23.000000+00:00\", \"2022-04-08 08:08:53.000000+00:00\", \"2021-08-08 16:21:44.000000+00:00\", \"2022-03-06 06:08:26.000000+00:00\", \"2022-06-22 21:44:34.000000+00:00\", \"2021-12-21 19:52:28.000000+00:00\"], \"session_ids\": [\"1040f0cb-2946-46c5-8aa2-c476864dbc32\", \"f067279e-b5fb-46e6-be62-c77120109897\", \"b9a32b05-47a4-464e-b312-f29efd974549\", \"ff0321fa-e85d-4f34-bffe-e0259f2d9c35\", \"af075f5d-b2f8-45f5-80a7-162fd119e407\", \"5324f3cb-6a5d-4e54-843e-2ae8cf45edd8\", \"45b7809c-ba13-4310-a121-6660d320dd7c\", \"f17beb7b-717a-4c07-bd3a-c27414383b49\", \"db4c7681-368a-49fa-a520-b15a43fa2ca8\"], \"total_duration\": 3542.0, \"total_sessions\": 9, \"mean_week_duration\": 21.73}, \"88747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-24 20:43:27.000000+00:00\", \"2022-08-17 10:12:16.000000+00:00\", \"2022-09-23 03:37:23.000000+00:00\", \"2020-03-24 04:56:50.000000+00:00\", \"2022-01-05 12:07:36.000000+00:00\", \"2022-03-25 09:54:24.000000+00:00\", \"2022-04-24 07:36:24.000000+00:00\", \"2022-02-03 05:32:53.000000+00:00\"], \"session_ids\": [\"fd926885-6fbc-4c38-81c7-dde169cb1b21\", \"7a05dcaa-a32c-4f7f-a10b-ff401bbd3735\", \"1992e2fe-6847-4258-9ded-eff4ce4f3c34\", \"152599b4-b899-437e-acee-2aa5e4dbd9f3\", \"023adc72-e6f7-4b87-823c-73d8de14484c\", \"8527c9ac-c376-4703-8f04-7ab81e1aa179\", \"acdb6329-828c-4005-836e-284bcb9f7b08\", \"a16d5c93-0dd5-49c9-b919-3ed5cf485bfa\"], \"total_duration\": 12211.0, \"total_sessions\": 8, \"mean_week_duration\": 93.214}, \"24969\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-28 03:08:42.000000+00:00\", \"2021-10-06 20:15:01.000000+00:00\", \"2020-04-14 06:15:14.000000+00:00\", \"2019-05-18 09:53:53.000000+00:00\", \"2023-06-14 14:28:35.000000+00:00\"], \"session_ids\": [\"3496ebde-ed7b-4d65-83b7-2a98fba1cab7\", \"de9aa5e8-63d0-4a8c-8664-943f3d6b6455\", \"38d4fc27-2568-4a0e-b014-dda94882dcdd\", \"bd7aaa83-79b0-4fec-85dc-27965b0a9894\", \"1b1afa8f-10aa-4ef6-9a5f-15946ac583b4\"], \"total_duration\": 495.0, \"total_sessions\": 5, \"mean_week_duration\": 2.324}, \"22165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-18 13:51:03.000000+00:00\", \"2021-12-04 21:06:12.000000+00:00\", \"2021-09-07 09:25:42.000000+00:00\", \"2020-05-30 10:09:15.000000+00:00\"], \"session_ids\": [\"1a98c126-de4f-49ee-a5b7-96569b05728b\", \"51f585db-2a7b-4ff2-9108-9bb27c1c35cb\", \"e8908204-2c7f-4de3-804b-ade854fc2641\", \"9ee2557d-61de-4149-b646-bb74b22a59f3\"], \"total_duration\": 171.0, \"total_sessions\": 4, \"mean_week_duration\": 2.165}, \"90135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-05 10:20:56.000000+00:00\", \"2020-03-07 14:56:12.000000+00:00\"], \"session_ids\": [\"57d7447c-d084-46ea-ae79-a9e135609d6b\", \"dd265ced-8a00-49b4-b499-a5188de9ebe5\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 5.295}, \"19946\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-06-21 18:36:04.000000+00:00\", \"2023-02-20 04:22:11.000000+00:00\", \"2019-12-01 10:49:12.000000+00:00\"], \"session_ids\": [\"5d9bab61-e413-4739-b8ac-0729d6b3c91f\", \"2fc63cd1-a0ab-4aa8-a988-b86658c43cf1\", \"266952c8-04f4-424e-a28f-57e50e75158c\"], \"total_duration\": 295.0, \"total_sessions\": 3, \"mean_week_duration\": 1.756}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 1771 and are less than 3780"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1771, 3780]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"67155\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-27 17:30:16.000000+00:00\", \"2019-05-12 03:32:30.000000+00:00\", \"2022-02-07 04:37:39.000000+00:00\", \"2021-10-04 08:30:23.000000+00:00\", \"2022-04-08 08:08:53.000000+00:00\", \"2021-08-08 16:21:44.000000+00:00\", \"2022-03-06 06:08:26.000000+00:00\", \"2022-06-22 21:44:34.000000+00:00\", \"2021-12-21 19:52:28.000000+00:00\"], \"session_ids\": [\"1040f0cb-2946-46c5-8aa2-c476864dbc32\", \"f067279e-b5fb-46e6-be62-c77120109897\", \"b9a32b05-47a4-464e-b312-f29efd974549\", \"ff0321fa-e85d-4f34-bffe-e0259f2d9c35\", \"af075f5d-b2f8-45f5-80a7-162fd119e407\", \"5324f3cb-6a5d-4e54-843e-2ae8cf45edd8\", \"45b7809c-ba13-4310-a121-6660d320dd7c\", \"f17beb7b-717a-4c07-bd3a-c27414383b49\", \"db4c7681-368a-49fa-a520-b15a43fa2ca8\"], \"total_duration\": 3542.0, \"total_sessions\": 9, \"mean_week_duration\": 21.73}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"67155\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-27 17:30:16.000000+00:00\", \"2019-05-12 03:32:30.000000+00:00\", \"2022-02-07 04:37:39.000000+00:00\", \"2021-10-04 08:30:23.000000+00:00\", \"2022-04-08 08:08:53.000000+00:00\", \"2021-08-08 16:21:44.000000+00:00\", \"2022-03-06 06:08:26.000000+00:00\", \"2022-06-22 21:44:34.000000+00:00\", \"2021-12-21 19:52:28.000000+00:00\"], \"session_ids\": [\"1040f0cb-2946-46c5-8aa2-c476864dbc32\", \"f067279e-b5fb-46e6-be62-c77120109897\", \"b9a32b05-47a4-464e-b312-f29efd974549\", \"ff0321fa-e85d-4f34-bffe-e0259f2d9c35\", \"af075f5d-b2f8-45f5-80a7-162fd119e407\", \"5324f3cb-6a5d-4e54-843e-2ae8cf45edd8\", \"45b7809c-ba13-4310-a121-6660d320dd7c\", \"f17beb7b-717a-4c07-bd3a-c27414383b49\", \"db4c7681-368a-49fa-a520-b15a43fa2ca8\"], \"total_duration\": 3542.0, \"total_sessions\": 9, \"mean_week_duration\": 21.73}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 8 entries, discarding 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[{\"67155\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-27 17:30:16.000000+00:00\", \"2019-05-12 03:32:30.000000+00:00\", \"2022-02-07 04:37:39.000000+00:00\", \"2021-10-04 08:30:23.000000+00:00\", \"2022-04-08 08:08:53.000000+00:00\", \"2021-08-08 16:21:44.000000+00:00\", \"2022-03-06 06:08:26.000000+00:00\", \"2022-06-22 21:44:34.000000+00:00\", \"2021-12-21 19:52:28.000000+00:00\"], \"session_ids\": [\"1040f0cb-2946-46c5-8aa2-c476864dbc32\", \"f067279e-b5fb-46e6-be62-c77120109897\", \"b9a32b05-47a4-464e-b312-f29efd974549\", \"ff0321fa-e85d-4f34-bffe-e0259f2d9c35\", \"af075f5d-b2f8-45f5-80a7-162fd119e407\", \"5324f3cb-6a5d-4e54-843e-2ae8cf45edd8\", \"45b7809c-ba13-4310-a121-6660d320dd7c\", \"f17beb7b-717a-4c07-bd3a-c27414383b49\", \"db4c7681-368a-49fa-a520-b15a43fa2ca8\"], \"total_duration\": 3542.0, \"total_sessions\": 9, \"mean_week_duration\": 21.73}}]\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[{\"67155\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-27 17:30:16.000000+00:00\", \"2019-05-12 03:32:30.000000+00:00\", \"2022-02-07 04:37:39.000000+00:00\", \"2021-10-04 08:30:23.000000+00:00\", \"2022-04-08 08:08:53.000000+00:00\", \"2021-08-08 16:21:44.000000+00:00\", \"2022-03-06 06:08:26.000000+00:00\", \"2022-06-22 21:44:34.000000+00:00\", \"2021-12-21 19:52:28.000000+00:00\"], \"session_ids\": [\"1040f0cb-2946-46c5-8aa2-c476864dbc32\", \"f067279e-b5fb-46e6-be62-c77120109897\", \"b9a32b05-47a4-464e-b312-f29efd974549\", \"ff0321fa-e85d-4f34-bffe-e0259f2d9c35\", \"af075f5d-b2f8-45f5-80a7-162fd119e407\", \"5324f3cb-6a5d-4e54-843e-2ae8cf45edd8\", \"45b7809c-ba13-4310-a121-6660d320dd7c\", \"f17beb7b-717a-4c07-bd3a-c27414383b49\", \"db4c7681-368a-49fa-a520-b15a43fa2ca8\"], \"total_duration\": 3542.0, \"total_sessions\": 9, \"mean_week_duration\": 21.73}}]\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 8 users with a number of sessions of sessions that is higher than 8 and lower than 5 as well as apply sorting by sum of duration of sessions per week in desc and in addition keep only 4 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"63867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-09 08:26:21.000000+00:00\", \"2019-04-15 20:10:48.000000+00:00\", \"2019-03-11 11:14:39.000000+00:00\", \"2020-02-22 02:49:38.000000+00:00\", \"2019-06-26 13:09:36.000000+00:00\", \"2019-03-28 06:25:43.000000+00:00\", \"2019-11-30 09:46:30.000000+00:00\", \"2020-08-28 03:56:25.000000+00:00\", \"2022-06-02 15:45:55.000000+00:00\"], \"session_ids\": [\"ed1007c2-01c5-47da-9c0d-e6d9de87bcab\", \"bdae583f-cb37-4c32-985c-41fb89b561ba\", \"cd7db92f-f323-4551-a705-6275f7c60abe\", \"07d49cbc-1c35-4f77-8ec6-51cc9be41118\", \"d8d5180f-571b-4100-8f41-089ca4842dcd\", \"d7118b54-47b3-4e9d-90f5-9aed6cc8a5d5\", \"8af4b8a4-aa2b-455d-a7ac-71171c8f473e\", \"5b44a36f-bd51-4e11-b185-93ba53a3a93e\", \"a730d23b-dc3b-4302-b1aa-b120b37a30af\"], \"total_duration\": 196.0, \"total_sessions\": 9, \"mean_week_duration\": 1.16}, \"86807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-22 16:16:59.000000+00:00\", \"2019-07-25 07:15:46.000000+00:00\"], \"session_ids\": [\"eff002c8-4f8a-4fef-8add-fc35dd29adce\", \"de4bbb03-bcbb-45ee-8c85-ee06832e93d4\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}, \"74175\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-21 12:30:20.000000+00:00\", \"2023-05-01 18:05:20.000000+00:00\"], \"session_ids\": [\"f3e3c3fa-5874-4490-a771-57efd02e8491\", \"a632a496-818f-4b96-9d5f-1bd4e96b998b\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}, \"55074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-03 09:46:00.000000+00:00\", \"2019-03-23 06:15:23.000000+00:00\"], \"session_ids\": [\"d5dc97c6-5a79-448e-a8f3-e7491ed6f226\", \"553da503-0bab-4cdc-817e-4b00e346eb9b\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.357}, \"72927\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-01 06:06:55.000000+00:00\", \"2021-12-21 07:49:52.000000+00:00\", \"2022-02-19 17:29:07.000000+00:00\"], \"session_ids\": [\"5372f680-8e00-4754-ac28-6873a6592ffa\", \"d461d80e-6466-4167-b9a0-3b7c2de0dac5\", \"1d5fc4c8-ec98-4333-8046-262a4ac8b00e\"], \"total_duration\": 241.0, \"total_sessions\": 3, \"mean_week_duration\": 4.725}, \"74240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-09 18:33:34.000000+00:00\", \"2022-05-31 16:58:01.000000+00:00\", \"2020-09-28 22:17:28.000000+00:00\", \"2022-03-25 09:43:23.000000+00:00\", \"2020-10-25 22:23:44.000000+00:00\", \"2019-04-17 15:12:12.000000+00:00\"], \"session_ids\": [\"cf6cca01-a3ae-47c5-b775-af6a5a831109\", \"4872bcd5-c78f-4dc2-9562-aa71b6bf56b8\", \"889fdb7c-0719-4bd2-9eb2-ce78c022896c\", \"e4b86f78-a5fa-4812-9c61-04e9450a06f2\", \"16959912-2905-42e5-af64-5c4918996516\", \"999e2e18-9aaa-4567-ae73-5be69f066b5b\"], \"total_duration\": 1112.0, \"total_sessions\": 6, \"mean_week_duration\": 6.822}, \"75905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-15 18:21:06.000000+00:00\", \"2019-08-06 17:22:45.000000+00:00\", \"2020-06-28 19:24:27.000000+00:00\", \"2020-01-20 04:48:18.000000+00:00\"], \"session_ids\": [\"eb6b116b-7a5c-48d6-9d77-062369cf02ee\", \"a132955f-5912-4750-89aa-3c0d81154811\", \"c43bd009-a9e1-4399-aeeb-6e739b4ce3b8\", \"5f70892f-d336-4168-b4de-0b8d7ed77947\"], \"total_duration\": 556.0, \"total_sessions\": 4, \"mean_week_duration\": 4.088}, \"85102\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-23 16:14:28.000000+00:00\", \"2021-03-13 19:41:44.000000+00:00\"], \"session_ids\": [\"ec59dd8a-e03d-4a23-b18c-df007b4e2eb5\", \"189fbdfa-4946-43e2-b717-8bba567e4bcf\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 1.204}, \"11159\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-27 10:37:50.000000+00:00\", \"2019-02-20 15:13:14.000000+00:00\", \"2019-01-12 03:51:01.000000+00:00\"], \"session_ids\": [\"98fce615-2071-42af-9b5d-77420ed2a407\", \"f79ad64d-9665-4b54-b144-4cce4608638f\", \"191438b7-a84b-4329-b25d-2ddd6eef40b8\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 0.439}, \"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-22 22:14:15.000000+00:00\", \"2020-09-15 19:26:30.000000+00:00\"], \"session_ids\": [\"03683636-98b6-4ed1-8052-0e384a488a6a\", \"7972de6d-dc2e-4a89-b79b-f605e6193d80\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.58}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 5 and are equal or greater than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"86807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-22 16:16:59.000000+00:00\", \"2019-07-25 07:15:46.000000+00:00\"], \"session_ids\": [\"eff002c8-4f8a-4fef-8add-fc35dd29adce\", \"de4bbb03-bcbb-45ee-8c85-ee06832e93d4\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}, \"74175\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-21 12:30:20.000000+00:00\", \"2023-05-01 18:05:20.000000+00:00\"], \"session_ids\": [\"f3e3c3fa-5874-4490-a771-57efd02e8491\", \"a632a496-818f-4b96-9d5f-1bd4e96b998b\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}, \"55074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-03 09:46:00.000000+00:00\", \"2019-03-23 06:15:23.000000+00:00\"], \"session_ids\": [\"d5dc97c6-5a79-448e-a8f3-e7491ed6f226\", \"553da503-0bab-4cdc-817e-4b00e346eb9b\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.357}, \"72927\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-01 06:06:55.000000+00:00\", \"2021-12-21 07:49:52.000000+00:00\", \"2022-02-19 17:29:07.000000+00:00\"], \"session_ids\": [\"5372f680-8e00-4754-ac28-6873a6592ffa\", \"d461d80e-6466-4167-b9a0-3b7c2de0dac5\", \"1d5fc4c8-ec98-4333-8046-262a4ac8b00e\"], \"total_duration\": 241.0, \"total_sessions\": 3, \"mean_week_duration\": 4.725}, \"75905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-15 18:21:06.000000+00:00\", \"2019-08-06 17:22:45.000000+00:00\", \"2020-06-28 19:24:27.000000+00:00\", \"2020-01-20 04:48:18.000000+00:00\"], \"session_ids\": [\"eb6b116b-7a5c-48d6-9d77-062369cf02ee\", \"a132955f-5912-4750-89aa-3c0d81154811\", \"c43bd009-a9e1-4399-aeeb-6e739b4ce3b8\", \"5f70892f-d336-4168-b4de-0b8d7ed77947\"], \"total_duration\": 556.0, \"total_sessions\": 4, \"mean_week_duration\": 4.088}, \"85102\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-23 16:14:28.000000+00:00\", \"2021-03-13 19:41:44.000000+00:00\"], \"session_ids\": [\"ec59dd8a-e03d-4a23-b18c-df007b4e2eb5\", \"189fbdfa-4946-43e2-b717-8bba567e4bcf\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 1.204}, \"11159\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-27 10:37:50.000000+00:00\", \"2019-02-20 15:13:14.000000+00:00\", \"2019-01-12 03:51:01.000000+00:00\"], \"session_ids\": [\"98fce615-2071-42af-9b5d-77420ed2a407\", \"f79ad64d-9665-4b54-b144-4cce4608638f\", \"191438b7-a84b-4329-b25d-2ddd6eef40b8\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 0.439}, \"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-22 22:14:15.000000+00:00\", \"2020-09-15 19:26:30.000000+00:00\"], \"session_ids\": [\"03683636-98b6-4ed1-8052-0e384a488a6a\", \"7972de6d-dc2e-4a89-b79b-f605e6193d80\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.58}, \"63867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-09 08:26:21.000000+00:00\", \"2019-04-15 20:10:48.000000+00:00\", \"2019-03-11 11:14:39.000000+00:00\", \"2020-02-22 02:49:38.000000+00:00\", \"2019-06-26 13:09:36.000000+00:00\", \"2019-03-28 06:25:43.000000+00:00\", \"2019-11-30 09:46:30.000000+00:00\", \"2020-08-28 03:56:25.000000+00:00\", \"2022-06-02 15:45:55.000000+00:00\"], \"session_ids\": [\"ed1007c2-01c5-47da-9c0d-e6d9de87bcab\", \"bdae583f-cb37-4c32-985c-41fb89b561ba\", \"cd7db92f-f323-4551-a705-6275f7c60abe\", \"07d49cbc-1c35-4f77-8ec6-51cc9be41118\", \"d8d5180f-571b-4100-8f41-089ca4842dcd\", \"d7118b54-47b3-4e9d-90f5-9aed6cc8a5d5\", \"8af4b8a4-aa2b-455d-a7ac-71171c8f473e\", \"5b44a36f-bd51-4e11-b185-93ba53a3a93e\", \"a730d23b-dc3b-4302-b1aa-b120b37a30af\"], \"total_duration\": 196.0, \"total_sessions\": 9, \"mean_week_duration\": 1.16}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"74175\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-21 12:30:20.000000+00:00\", \"2023-05-01 18:05:20.000000+00:00\"], \"session_ids\": [\"f3e3c3fa-5874-4490-a771-57efd02e8491\", \"a632a496-818f-4b96-9d5f-1bd4e96b998b\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}}, {\"72927\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-01 06:06:55.000000+00:00\", \"2021-12-21 07:49:52.000000+00:00\", \"2022-02-19 17:29:07.000000+00:00\"], \"session_ids\": [\"5372f680-8e00-4754-ac28-6873a6592ffa\", \"d461d80e-6466-4167-b9a0-3b7c2de0dac5\", \"1d5fc4c8-ec98-4333-8046-262a4ac8b00e\"], \"total_duration\": 241.0, \"total_sessions\": 3, \"mean_week_duration\": 4.725}}, {\"75905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-15 18:21:06.000000+00:00\", \"2019-08-06 17:22:45.000000+00:00\", \"2020-06-28 19:24:27.000000+00:00\", \"2020-01-20 04:48:18.000000+00:00\"], \"session_ids\": [\"eb6b116b-7a5c-48d6-9d77-062369cf02ee\", \"a132955f-5912-4750-89aa-3c0d81154811\", \"c43bd009-a9e1-4399-aeeb-6e739b4ce3b8\", \"5f70892f-d336-4168-b4de-0b8d7ed77947\"], \"total_duration\": 556.0, \"total_sessions\": 4, \"mean_week_duration\": 4.088}}, {\"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-22 22:14:15.000000+00:00\", \"2020-09-15 19:26:30.000000+00:00\"], \"session_ids\": [\"03683636-98b6-4ed1-8052-0e384a488a6a\", \"7972de6d-dc2e-4a89-b79b-f605e6193d80\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.58}}, {\"86807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-22 16:16:59.000000+00:00\", \"2019-07-25 07:15:46.000000+00:00\"], \"session_ids\": [\"eff002c8-4f8a-4fef-8add-fc35dd29adce\", \"de4bbb03-bcbb-45ee-8c85-ee06832e93d4\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}}, {\"85102\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-23 16:14:28.000000+00:00\", \"2021-03-13 19:41:44.000000+00:00\"], \"session_ids\": [\"ec59dd8a-e03d-4a23-b18c-df007b4e2eb5\", \"189fbdfa-4946-43e2-b717-8bba567e4bcf\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 1.204}}, {\"63867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-09 08:26:21.000000+00:00\", \"2019-04-15 20:10:48.000000+00:00\", \"2019-03-11 11:14:39.000000+00:00\", \"2020-02-22 02:49:38.000000+00:00\", \"2019-06-26 13:09:36.000000+00:00\", \"2019-03-28 06:25:43.000000+00:00\", \"2019-11-30 09:46:30.000000+00:00\", \"2020-08-28 03:56:25.000000+00:00\", \"2022-06-02 15:45:55.000000+00:00\"], \"session_ids\": [\"ed1007c2-01c5-47da-9c0d-e6d9de87bcab\", \"bdae583f-cb37-4c32-985c-41fb89b561ba\", \"cd7db92f-f323-4551-a705-6275f7c60abe\", \"07d49cbc-1c35-4f77-8ec6-51cc9be41118\", \"d8d5180f-571b-4100-8f41-089ca4842dcd\", \"d7118b54-47b3-4e9d-90f5-9aed6cc8a5d5\", \"8af4b8a4-aa2b-455d-a7ac-71171c8f473e\", \"5b44a36f-bd51-4e11-b185-93ba53a3a93e\", \"a730d23b-dc3b-4302-b1aa-b120b37a30af\"], \"total_duration\": 196.0, \"total_sessions\": 9, \"mean_week_duration\": 1.16}}, {\"11159\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-27 10:37:50.000000+00:00\", \"2019-02-20 15:13:14.000000+00:00\", \"2019-01-12 03:51:01.000000+00:00\"], \"session_ids\": [\"98fce615-2071-42af-9b5d-77420ed2a407\", \"f79ad64d-9665-4b54-b144-4cce4608638f\", \"191438b7-a84b-4329-b25d-2ddd6eef40b8\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 0.439}}, {\"55074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-03 09:46:00.000000+00:00\", \"2019-03-23 06:15:23.000000+00:00\"], \"session_ids\": [\"d5dc97c6-5a79-448e-a8f3-e7491ed6f226\", \"553da503-0bab-4cdc-817e-4b00e346eb9b\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.357}}]\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[{\"74175\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-21 12:30:20.000000+00:00\", \"2023-05-01 18:05:20.000000+00:00\"], \"session_ids\": [\"f3e3c3fa-5874-4490-a771-57efd02e8491\", \"a632a496-818f-4b96-9d5f-1bd4e96b998b\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}}, {\"72927\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-01 06:06:55.000000+00:00\", \"2021-12-21 07:49:52.000000+00:00\", \"2022-02-19 17:29:07.000000+00:00\"], \"session_ids\": [\"5372f680-8e00-4754-ac28-6873a6592ffa\", \"d461d80e-6466-4167-b9a0-3b7c2de0dac5\", \"1d5fc4c8-ec98-4333-8046-262a4ac8b00e\"], \"total_duration\": 241.0, \"total_sessions\": 3, \"mean_week_duration\": 4.725}}, {\"75905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-15 18:21:06.000000+00:00\", \"2019-08-06 17:22:45.000000+00:00\", \"2020-06-28 19:24:27.000000+00:00\", \"2020-01-20 04:48:18.000000+00:00\"], \"session_ids\": [\"eb6b116b-7a5c-48d6-9d77-062369cf02ee\", \"a132955f-5912-4750-89aa-3c0d81154811\", \"c43bd009-a9e1-4399-aeeb-6e739b4ce3b8\", \"5f70892f-d336-4168-b4de-0b8d7ed77947\"], \"total_duration\": 556.0, \"total_sessions\": 4, \"mean_week_duration\": 4.088}}, {\"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-22 22:14:15.000000+00:00\", \"2020-09-15 19:26:30.000000+00:00\"], \"session_ids\": [\"03683636-98b6-4ed1-8052-0e384a488a6a\", \"7972de6d-dc2e-4a89-b79b-f605e6193d80\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.58}}]\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[{\"74175\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-21 12:30:20.000000+00:00\", \"2023-05-01 18:05:20.000000+00:00\"], \"session_ids\": [\"f3e3c3fa-5874-4490-a771-57efd02e8491\", \"a632a496-818f-4b96-9d5f-1bd4e96b998b\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}}, {\"72927\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-01 06:06:55.000000+00:00\", \"2021-12-21 07:49:52.000000+00:00\", \"2022-02-19 17:29:07.000000+00:00\"], \"session_ids\": [\"5372f680-8e00-4754-ac28-6873a6592ffa\", \"d461d80e-6466-4167-b9a0-3b7c2de0dac5\", \"1d5fc4c8-ec98-4333-8046-262a4ac8b00e\"], \"total_duration\": 241.0, \"total_sessions\": 3, \"mean_week_duration\": 4.725}}, {\"75905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-03-15 18:21:06.000000+00:00\", \"2019-08-06 17:22:45.000000+00:00\", \"2020-06-28 19:24:27.000000+00:00\", \"2020-01-20 04:48:18.000000+00:00\"], \"session_ids\": [\"eb6b116b-7a5c-48d6-9d77-062369cf02ee\", \"a132955f-5912-4750-89aa-3c0d81154811\", \"c43bd009-a9e1-4399-aeeb-6e739b4ce3b8\", \"5f70892f-d336-4168-b4de-0b8d7ed77947\"], \"total_duration\": 556.0, \"total_sessions\": 4, \"mean_week_duration\": 4.088}}, {\"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-22 22:14:15.000000+00:00\", \"2020-09-15 19:26:30.000000+00:00\"], \"session_ids\": [\"03683636-98b6-4ed1-8052-0e384a488a6a\", \"7972de6d-dc2e-4a89-b79b-f605e6193d80\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.58}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 2 users pieces of information who have average week duration bigger than 23 and smaller than 40 , and do sorting by site usage time form the highest to the lowest."
}
] |
[
{
"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{\"53992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-13 06:30:14.000000+00:00\", \"2021-08-10 22:59:02.000000+00:00\"], \"session_ids\": [\"10855aed-3ec4-48df-9bf9-b74909232184\", \"972af625-9ebe-40d7-b0c9-4a872eba9053\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 6.625}, \"85300\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-15 06:05:00.000000+00:00\", \"2023-01-09 19:16:51.000000+00:00\"], \"session_ids\": [\"8246692d-08f7-49f6-9a13-6112ab1e7d1a\", \"10a6f755-c89b-4750-8fcb-fcbe9ea683b8\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 0.977}, \"7167\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-13 22:18:16.000000+00:00\", \"2019-12-21 12:30:45.000000+00:00\", \"2021-02-08 14:04:18.000000+00:00\", \"2020-09-09 16:45:46.000000+00:00\", \"2021-09-18 04:47:34.000000+00:00\"], \"session_ids\": [\"419cdef1-db27-44e3-96e2-0acbf0266863\", \"aaab54c1-7d3e-40f5-bac4-eb4d574e9eab\", \"f0708a04-f75c-41e3-a594-0124502e3008\", \"2d2ae043-8481-4c92-b7cb-22afa2e18084\", \"74e919c9-b546-497d-b42c-6655fe15d5b6\"], \"total_duration\": 50.0, \"total_sessions\": 5, \"mean_week_duration\": 0.549}, \"13127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-11-14 02:39:51.000000+00:00\", \"2020-09-27 15:38:36.000000+00:00\", \"2021-11-28 22:45:13.000000+00:00\", \"2021-11-05 05:27:02.000000+00:00\", \"2022-04-11 08:39:30.000000+00:00\"], \"session_ids\": [\"bd54e1f9-1491-4215-a3e6-98ab041b74ba\", \"f02a656c-d412-49ae-85f2-d71eeba89cb2\", \"32cf03df-b891-470c-8286-59b298b76e0a\", \"f36d777a-6c7a-4854-827b-c5c46acf79f7\", \"218dae30-b211-4434-af7d-002b7c0f7d9d\"], \"total_duration\": 1524.0, \"total_sessions\": 5, \"mean_week_duration\": 19.05}, \"44791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-18 09:45:56.000000+00:00\", \"2021-10-27 07:48:25.000000+00:00\"], \"session_ids\": [\"4cc8ae03-15a0-4b02-84e0-59ce1b24c22a\", \"e051f01b-340a-476d-8eed-427e5fc2ff54\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.496}, \"42954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-15 12:01:20.000000+00:00\", \"2022-03-18 04:18:33.000000+00:00\", \"2022-05-20 07:59:35.000000+00:00\"], \"session_ids\": [\"e2ca1594-7f16-444f-b3a5-2650cdebb855\", \"e87b79cd-e615-47b7-98c4-8e48c95a07f3\", \"8b1b66e8-779c-44cc-9546-da6976801fd0\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.361}, \"51326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-26 17:19:26.000000+00:00\", \"2022-08-01 07:33:22.000000+00:00\"], \"session_ids\": [\"73a88aea-1294-487a-8c24-85cb2d290ec6\", \"24f9a433-36bc-4d3b-8a26-4a059fc5174d\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.248}, \"84868\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-19 12:21:45.000000+00:00\", \"2023-06-26 11:11:19.000000+00:00\"], \"session_ids\": [\"cd433eec-8684-4410-8e3c-dc1f21e26fad\", \"68eb4151-48df-421d-ae88-6170ab590969\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 1.886}, \"20403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-10 15:18:26.000000+00:00\", \"2023-04-13 11:13:38.000000+00:00\"], \"session_ids\": [\"828c2cd2-06e3-4c80-9649-3a46317980a7\", \"3dad6375-7e88-4fb7-8964-1a985a944505\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 1.995}, \"13853\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-11 03:10:49.000000+00:00\", \"2020-01-05 09:28:48.000000+00:00\"], \"session_ids\": [\"de9a4648-0b1e-4bea-8eb0-b6addfeddc50\", \"e3edf981-1ba7-4e39-8899-3160ea99c59a\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.253}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 23 and are equal or less than 40"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 40]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into user I can't find living in city Stockholm as well as do sorting by town_name 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{\"65347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-15 13:43:35.000000+00:00\", \"2023-03-06 19:50:01.000000+00:00\", \"2020-01-07 02:42:40.000000+00:00\", \"2019-12-24 06:15:00.000000+00:00\", \"2022-10-11 09:27:27.000000+00:00\", \"2021-07-27 18:51:48.000000+00:00\", \"2019-10-01 22:37:29.000000+00:00\", \"2021-12-16 06:55:20.000000+00:00\"], \"session_ids\": [\"2ff8becf-0cf0-4d3c-9388-e21f2abf5d1e\", \"24664a61-a6af-4e5c-a368-afe8d4cb5785\", \"ef72cfe9-36ec-4543-93b9-c9b8bf78e6ee\", \"48d0b219-6ed9-4aef-b5dc-26fc62a5dd50\", \"fcc9e681-0e67-4333-9896-5c1a529a7dbe\", \"c5c4707a-8842-4df8-afd9-067bab3c68d0\", \"462503ae-bd26-4b87-a624-d37df7ea4a27\", \"37f7e9ea-5a52-4bb6-8b06-f842ec12caa9\"], \"total_duration\": 10460.0, \"total_sessions\": 8, \"mean_week_duration\": 58.436}, \"87910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-09-26 02:51:03.000000+00:00\", \"2019-11-28 00:22:48.000000+00:00\", \"2020-06-18 09:55:22.000000+00:00\", \"2019-03-27 10:17:24.000000+00:00\", \"2019-09-12 01:57:10.000000+00:00\"], \"session_ids\": [\"46af2854-0e0d-476b-946c-6c1248bffe60\", \"1c6c9607-48e3-4244-b77d-87e73015a19e\", \"e22d1eca-0287-43d5-b703-151a42d35b3e\", \"201806ed-5759-41f4-a360-8a6325c9cb8e\", \"d6c26436-21dc-4c2f-88a4-638ab5c8e8d9\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.389}, \"63018\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-08 01:08:55.000000+00:00\", \"2023-06-21 03:18:31.000000+00:00\", \"2020-01-10 06:11:42.000000+00:00\"], \"session_ids\": [\"93f87b97-3de4-4175-9501-a6aa376a6b6d\", \"6f5bb1d4-5e74-49e5-9749-cc076c62b7ca\", \"fc6ae38c-03f9-40f8-9e04-ffd09cdb73a8\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 2.856}, \"96817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-12 04:35:29.000000+00:00\", \"2023-05-07 02:33:13.000000+00:00\"], \"session_ids\": [\"4e9c6172-0e59-4460-8159-de1d442d0ed7\", \"147f19aa-1933-44af-8e4c-63d09b0c076c\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"23936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-04 19:08:55.000000+00:00\", \"2020-09-05 18:05:31.000000+00:00\"], \"session_ids\": [\"442a5ce6-e20e-4d9a-b3bc-e8bc3b021e07\", \"04326b33-3dc7-4e63-a308-f2604c9c0e4c\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 470.0}, \"46587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-05 14:36:42.000000+00:00\", \"2021-02-02 04:38:25.000000+00:00\"], \"session_ids\": [\"cd6eff83-66d4-47f4-b9f4-1aa93c9f726a\", \"25da5606-46a5-43ae-a766-66bbb6e332fb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 317.0}, \"11807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-27 21:18:17.000000+00:00\", \"2019-02-17 10:52:10.000000+00:00\", \"2022-05-10 12:22:32.000000+00:00\", \"2022-01-13 09:05:31.000000+00:00\", \"2020-11-02 14:16:53.000000+00:00\", \"2021-01-03 10:25:58.000000+00:00\", \"2020-08-31 16:29:27.000000+00:00\", \"2019-12-24 17:38:38.000000+00:00\"], \"session_ids\": [\"6a2bbac9-ad4c-4f80-85a9-c8ce981f0413\", \"2135c8a7-997a-4902-a281-3320f599db63\", \"2efd12b9-fd8f-4166-be49-38859e75c090\", \"d8bd51bf-9760-4e00-94d7-b9c925562d5a\", \"f18a3855-cccd-4bea-b621-2ef7247cf4ce\", \"2bb7e855-c67d-4f2e-95a6-7199d77e488b\", \"19c4dd5f-b734-48b2-9638-55955ffe723a\", \"f1db70bb-e7a5-4d08-b33c-9fcb866ce5cd\"], \"total_duration\": 102.0, \"total_sessions\": 8, \"mean_week_duration\": 0.604}, \"99129\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-16 03:51:09.000000+00:00\", \"2021-06-15 09:17:09.000000+00:00\"], \"session_ids\": [\"089df8a7-e544-4116-aa21-d68e2d89d844\", \"4cb00021-ad0f-4ddf-a6cc-6639e70d7b33\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 47.333}, \"51616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-18 15:37:30.000000+00:00\", \"2019-08-16 05:02:28.000000+00:00\"], \"session_ids\": [\"3773fc24-a0db-48c4-ad94-c9813ed0fa38\", \"a030927a-4b14-4dde-94b6-b67552e7cd8a\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 1.494}, \"82264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-21 16:50:41.000000+00:00\", \"2021-01-11 10:30:21.000000+00:00\", \"2021-12-03 17:19:05.000000+00:00\"], \"session_ids\": [\"da51a46f-83c2-450f-930b-1c2a087a6ae6\", \"e8776be6-b6f0-44dc-9a68-fc646cbcf8e7\", \"c5a42dc7-b7e4-4fb1-81c6-0fd5a85b26ef\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.629}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is not Stockholm"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Stockholm\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-15 13:43:35.000000+00:00\", \"2023-03-06 19:50:01.000000+00:00\", \"2020-01-07 02:42:40.000000+00:00\", \"2019-12-24 06:15:00.000000+00:00\", \"2022-10-11 09:27:27.000000+00:00\", \"2021-07-27 18:51:48.000000+00:00\", \"2019-10-01 22:37:29.000000+00:00\", \"2021-12-16 06:55:20.000000+00:00\"], \"session_ids\": [\"2ff8becf-0cf0-4d3c-9388-e21f2abf5d1e\", \"24664a61-a6af-4e5c-a368-afe8d4cb5785\", \"ef72cfe9-36ec-4543-93b9-c9b8bf78e6ee\", \"48d0b219-6ed9-4aef-b5dc-26fc62a5dd50\", \"fcc9e681-0e67-4333-9896-5c1a529a7dbe\", \"c5c4707a-8842-4df8-afd9-067bab3c68d0\", \"462503ae-bd26-4b87-a624-d37df7ea4a27\", \"37f7e9ea-5a52-4bb6-8b06-f842ec12caa9\"], \"total_duration\": 10460.0, \"total_sessions\": 8, \"mean_week_duration\": 58.436}, \"87910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-09-26 02:51:03.000000+00:00\", \"2019-11-28 00:22:48.000000+00:00\", \"2020-06-18 09:55:22.000000+00:00\", \"2019-03-27 10:17:24.000000+00:00\", \"2019-09-12 01:57:10.000000+00:00\"], \"session_ids\": [\"46af2854-0e0d-476b-946c-6c1248bffe60\", \"1c6c9607-48e3-4244-b77d-87e73015a19e\", \"e22d1eca-0287-43d5-b703-151a42d35b3e\", \"201806ed-5759-41f4-a360-8a6325c9cb8e\", \"d6c26436-21dc-4c2f-88a4-638ab5c8e8d9\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.389}, \"63018\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-08 01:08:55.000000+00:00\", \"2023-06-21 03:18:31.000000+00:00\", \"2020-01-10 06:11:42.000000+00:00\"], \"session_ids\": [\"93f87b97-3de4-4175-9501-a6aa376a6b6d\", \"6f5bb1d4-5e74-49e5-9749-cc076c62b7ca\", \"fc6ae38c-03f9-40f8-9e04-ffd09cdb73a8\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 2.856}, \"96817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-12 04:35:29.000000+00:00\", \"2023-05-07 02:33:13.000000+00:00\"], \"session_ids\": [\"4e9c6172-0e59-4460-8159-de1d442d0ed7\", \"147f19aa-1933-44af-8e4c-63d09b0c076c\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"23936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-04 19:08:55.000000+00:00\", \"2020-09-05 18:05:31.000000+00:00\"], \"session_ids\": [\"442a5ce6-e20e-4d9a-b3bc-e8bc3b021e07\", \"04326b33-3dc7-4e63-a308-f2604c9c0e4c\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 470.0}, \"46587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-05 14:36:42.000000+00:00\", \"2021-02-02 04:38:25.000000+00:00\"], \"session_ids\": [\"cd6eff83-66d4-47f4-b9f4-1aa93c9f726a\", \"25da5606-46a5-43ae-a766-66bbb6e332fb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 317.0}, \"11807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-27 21:18:17.000000+00:00\", \"2019-02-17 10:52:10.000000+00:00\", \"2022-05-10 12:22:32.000000+00:00\", \"2022-01-13 09:05:31.000000+00:00\", \"2020-11-02 14:16:53.000000+00:00\", \"2021-01-03 10:25:58.000000+00:00\", \"2020-08-31 16:29:27.000000+00:00\", \"2019-12-24 17:38:38.000000+00:00\"], \"session_ids\": [\"6a2bbac9-ad4c-4f80-85a9-c8ce981f0413\", \"2135c8a7-997a-4902-a281-3320f599db63\", \"2efd12b9-fd8f-4166-be49-38859e75c090\", \"d8bd51bf-9760-4e00-94d7-b9c925562d5a\", \"f18a3855-cccd-4bea-b621-2ef7247cf4ce\", \"2bb7e855-c67d-4f2e-95a6-7199d77e488b\", \"19c4dd5f-b734-48b2-9638-55955ffe723a\", \"f1db70bb-e7a5-4d08-b33c-9fcb866ce5cd\"], \"total_duration\": 102.0, \"total_sessions\": 8, \"mean_week_duration\": 0.604}, \"99129\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-16 03:51:09.000000+00:00\", \"2021-06-15 09:17:09.000000+00:00\"], \"session_ids\": [\"089df8a7-e544-4116-aa21-d68e2d89d844\", \"4cb00021-ad0f-4ddf-a6cc-6639e70d7b33\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 47.333}, \"51616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-18 15:37:30.000000+00:00\", \"2019-08-16 05:02:28.000000+00:00\"], \"session_ids\": [\"3773fc24-a0db-48c4-ad94-c9813ed0fa38\", \"a030927a-4b14-4dde-94b6-b67552e7cd8a\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 1.494}, \"82264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-21 16:50:41.000000+00:00\", \"2021-01-11 10:30:21.000000+00:00\", \"2021-12-03 17:19:05.000000+00:00\"], \"session_ids\": [\"da51a46f-83c2-450f-930b-1c2a087a6ae6\", \"e8776be6-b6f0-44dc-9a68-fc646cbcf8e7\", \"c5a42dc7-b7e4-4fb1-81c6-0fd5a85b26ef\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.629}}\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[{\"96817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-12 04:35:29.000000+00:00\", \"2023-05-07 02:33:13.000000+00:00\"], \"session_ids\": [\"4e9c6172-0e59-4460-8159-de1d442d0ed7\", \"147f19aa-1933-44af-8e4c-63d09b0c076c\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}}, {\"87910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-09-26 02:51:03.000000+00:00\", \"2019-11-28 00:22:48.000000+00:00\", \"2020-06-18 09:55:22.000000+00:00\", \"2019-03-27 10:17:24.000000+00:00\", \"2019-09-12 01:57:10.000000+00:00\"], \"session_ids\": [\"46af2854-0e0d-476b-946c-6c1248bffe60\", \"1c6c9607-48e3-4244-b77d-87e73015a19e\", \"e22d1eca-0287-43d5-b703-151a42d35b3e\", \"201806ed-5759-41f4-a360-8a6325c9cb8e\", \"d6c26436-21dc-4c2f-88a4-638ab5c8e8d9\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.389}}, {\"82264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-21 16:50:41.000000+00:00\", \"2021-01-11 10:30:21.000000+00:00\", \"2021-12-03 17:19:05.000000+00:00\"], \"session_ids\": [\"da51a46f-83c2-450f-930b-1c2a087a6ae6\", \"e8776be6-b6f0-44dc-9a68-fc646cbcf8e7\", \"c5a42dc7-b7e4-4fb1-81c6-0fd5a85b26ef\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.629}}, {\"99129\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-16 03:51:09.000000+00:00\", \"2021-06-15 09:17:09.000000+00:00\"], \"session_ids\": [\"089df8a7-e544-4116-aa21-d68e2d89d844\", \"4cb00021-ad0f-4ddf-a6cc-6639e70d7b33\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 47.333}}, {\"23936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-04 19:08:55.000000+00:00\", \"2020-09-05 18:05:31.000000+00:00\"], \"session_ids\": [\"442a5ce6-e20e-4d9a-b3bc-e8bc3b021e07\", \"04326b33-3dc7-4e63-a308-f2604c9c0e4c\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 470.0}}, {\"51616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-18 15:37:30.000000+00:00\", \"2019-08-16 05:02:28.000000+00:00\"], \"session_ids\": [\"3773fc24-a0db-48c4-ad94-c9813ed0fa38\", \"a030927a-4b14-4dde-94b6-b67552e7cd8a\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 1.494}}, {\"63018\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-08 01:08:55.000000+00:00\", \"2023-06-21 03:18:31.000000+00:00\", \"2020-01-10 06:11:42.000000+00:00\"], \"session_ids\": [\"93f87b97-3de4-4175-9501-a6aa376a6b6d\", \"6f5bb1d4-5e74-49e5-9749-cc076c62b7ca\", \"fc6ae38c-03f9-40f8-9e04-ffd09cdb73a8\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 2.856}}, {\"65347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-15 13:43:35.000000+00:00\", \"2023-03-06 19:50:01.000000+00:00\", \"2020-01-07 02:42:40.000000+00:00\", \"2019-12-24 06:15:00.000000+00:00\", \"2022-10-11 09:27:27.000000+00:00\", \"2021-07-27 18:51:48.000000+00:00\", \"2019-10-01 22:37:29.000000+00:00\", \"2021-12-16 06:55:20.000000+00:00\"], \"session_ids\": [\"2ff8becf-0cf0-4d3c-9388-e21f2abf5d1e\", \"24664a61-a6af-4e5c-a368-afe8d4cb5785\", \"ef72cfe9-36ec-4543-93b9-c9b8bf78e6ee\", \"48d0b219-6ed9-4aef-b5dc-26fc62a5dd50\", \"fcc9e681-0e67-4333-9896-5c1a529a7dbe\", \"c5c4707a-8842-4df8-afd9-067bab3c68d0\", \"462503ae-bd26-4b87-a624-d37df7ea4a27\", \"37f7e9ea-5a52-4bb6-8b06-f842ec12caa9\"], \"total_duration\": 10460.0, \"total_sessions\": 8, \"mean_week_duration\": 58.436}}, {\"46587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-05 14:36:42.000000+00:00\", \"2021-02-02 04:38:25.000000+00:00\"], \"session_ids\": [\"cd6eff83-66d4-47f4-b9f4-1aa93c9f726a\", \"25da5606-46a5-43ae-a766-66bbb6e332fb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 317.0}}, {\"11807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-27 21:18:17.000000+00:00\", \"2019-02-17 10:52:10.000000+00:00\", \"2022-05-10 12:22:32.000000+00:00\", \"2022-01-13 09:05:31.000000+00:00\", \"2020-11-02 14:16:53.000000+00:00\", \"2021-01-03 10:25:58.000000+00:00\", \"2020-08-31 16:29:27.000000+00:00\", \"2019-12-24 17:38:38.000000+00:00\"], \"session_ids\": [\"6a2bbac9-ad4c-4f80-85a9-c8ce981f0413\", \"2135c8a7-997a-4902-a281-3320f599db63\", \"2efd12b9-fd8f-4166-be49-38859e75c090\", \"d8bd51bf-9760-4e00-94d7-b9c925562d5a\", \"f18a3855-cccd-4bea-b621-2ef7247cf4ce\", \"2bb7e855-c67d-4f2e-95a6-7199d77e488b\", \"19c4dd5f-b734-48b2-9638-55955ffe723a\", \"f1db70bb-e7a5-4d08-b33c-9fcb866ce5cd\"], \"total_duration\": 102.0, \"total_sessions\": 8, \"mean_week_duration\": 0.604}}]\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[{\"96817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-12 04:35:29.000000+00:00\", \"2023-05-07 02:33:13.000000+00:00\"], \"session_ids\": [\"4e9c6172-0e59-4460-8159-de1d442d0ed7\", \"147f19aa-1933-44af-8e4c-63d09b0c076c\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}}]\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[{\"96817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-12 04:35:29.000000+00:00\", \"2023-05-07 02:33:13.000000+00:00\"], \"session_ids\": [\"4e9c6172-0e59-4460-8159-de1d442d0ed7\", \"147f19aa-1933-44af-8e4c-63d09b0c076c\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}}]\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 users who have total_duration greater than 1876 (not including) also execute sorting by average week duration in asc."
}
] |
[
{
"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{\"36348\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-23 04:49:57.000000+00:00\", \"2022-11-09 19:19:21.000000+00:00\", \"2019-03-25 12:05:07.000000+00:00\", \"2020-07-25 13:50:07.000000+00:00\", \"2020-05-23 20:06:37.000000+00:00\", \"2019-11-26 15:11:56.000000+00:00\"], \"session_ids\": [\"0aadcc39-fe50-4b2d-9601-c1e12e41ed07\", \"5b2e969b-6431-4810-80c0-2802f3054b16\", \"de73abf2-4bfb-4848-b09f-6c24d61b06f8\", \"5a23a4c0-50d3-4c73-ab6b-607fe05d3481\", \"44f38bc0-a87e-4f99-91ce-d8214c5ae726\", \"ac73abcc-ea5d-4aa1-a5d9-ac505f942ac6\"], \"total_duration\": 466.0, \"total_sessions\": 6, \"mean_week_duration\": 2.453}, \"82111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-26 20:04:02.000000+00:00\", \"2021-08-18 14:16:16.000000+00:00\", \"2019-03-25 13:18:52.000000+00:00\", \"2023-03-05 17:46:35.000000+00:00\", \"2023-05-28 04:59:05.000000+00:00\", \"2019-07-03 23:24:47.000000+00:00\", \"2019-10-01 02:23:18.000000+00:00\", \"2020-06-29 19:08:26.000000+00:00\", \"2021-04-11 12:21:13.000000+00:00\", \"2021-12-20 05:22:21.000000+00:00\", \"2023-02-20 12:31:02.000000+00:00\"], \"session_ids\": [\"747656e3-1dde-42c9-8305-c0c9aca318cc\", \"a886e637-739c-4bf2-9257-805a41e59f0c\", \"1e205a80-37d6-46c2-8eac-b0b37f05825c\", \"5946487d-6e27-4757-80cb-7753b63bb7d5\", \"81ca134b-15af-4d4e-903b-0672133f0202\", \"392a94c8-de7c-4768-bad1-5cac3d3852fd\", \"21316b9b-9d14-4ebc-a0a0-70deeffc5133\", \"b6895f29-01be-4b42-9ec4-d22f3ecb1dc8\", \"6ab5515e-f1cb-47f2-8dab-1cbbcde00367\", \"4ef3214f-5b12-4713-9646-c48469dc4661\", \"a12a43ee-40be-41e6-b2e8-ba6179ed4a8e\"], \"total_duration\": 43322.0, \"total_sessions\": 11, \"mean_week_duration\": 198.725}, \"37083\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-29 06:45:06.000000+00:00\", \"2019-01-21 08:54:04.000000+00:00\", \"2022-03-01 03:16:04.000000+00:00\", \"2023-03-02 10:51:45.000000+00:00\", \"2019-04-24 00:13:39.000000+00:00\", \"2023-01-26 16:22:57.000000+00:00\", \"2020-10-06 20:57:32.000000+00:00\", \"2023-05-11 21:18:53.000000+00:00\", \"2020-09-04 04:43:29.000000+00:00\"], \"session_ids\": [\"99ddb40e-1fe4-479f-aae7-cbf031d32bf7\", \"3128cd90-2323-4729-b88d-8ebe86fe980e\", \"ae5e42c1-803f-4002-b928-03bade806983\", \"86070065-ad01-4a4b-b574-26bd167a0aeb\", \"31b41fbe-1316-41ae-9f11-cb1e78085f2c\", \"f5267b6b-67dd-4c02-af7f-f8102f8131ff\", \"52d1c14c-c53d-4acb-87b5-7743de6aeaa1\", \"319b9b17-cfca-4446-8b63-95d9ce673498\", \"4a3235c9-b52a-4eb9-81ff-0b5a8e610593\"], \"total_duration\": 318.0, \"total_sessions\": 9, \"mean_week_duration\": 1.413}, \"25148\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-19 23:50:33.000000+00:00\", \"2019-01-17 19:14:17.000000+00:00\", \"2021-07-27 02:32:05.000000+00:00\", \"2022-12-13 23:37:14.000000+00:00\"], \"session_ids\": [\"374131a0-2da9-4945-80c4-a0d012fdfd2c\", \"1b3f75b1-84f7-40c6-8551-b5d5466416c1\", \"09e5eb7d-dcea-4e4e-9625-52d5b8353217\", \"11cc9a1c-3d29-4972-888c-dcbc7223363b\"], \"total_duration\": 1742.0, \"total_sessions\": 4, \"mean_week_duration\": 8.539}, \"62044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-05 23:24:56.000000+00:00\", \"2019-10-31 00:26:40.000000+00:00\", \"2021-05-30 22:47:41.000000+00:00\", \"2019-11-02 19:54:43.000000+00:00\", \"2022-12-13 06:53:44.000000+00:00\"], \"session_ids\": [\"8c5bb830-66d8-47ec-95fe-8a17ca5c2803\", \"3b8ee0f5-b7a9-4a44-a8ba-36a2d091197e\", \"439839e8-1d58-4f18-b505-0e924ea36146\", \"b99df86d-193b-4dc7-b719-838282e0deb3\", \"1933bbcc-6613-41fe-aa08-d48ea6d2712f\"], \"total_duration\": 3678.0, \"total_sessions\": 5, \"mean_week_duration\": 22.564}, \"3805\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-07 23:21:52.000000+00:00\", \"2020-02-19 14:52:21.000000+00:00\", \"2019-06-02 19:28:09.000000+00:00\", \"2020-11-29 06:20:43.000000+00:00\", \"2022-09-23 12:32:31.000000+00:00\"], \"session_ids\": [\"9e0c2969-6335-4c9c-9625-fe61dceb1c62\", \"7abcb681-6cc1-400c-a86f-7738a3040e4f\", \"a79c0310-b8e6-4b5a-b1ac-b0b9cb278dfc\", \"258b6782-d953-4c34-abe4-79c06361a684\", \"5923c754-fe6b-4766-b453-51ea68df116b\"], \"total_duration\": 3965.0, \"total_sessions\": 5, \"mean_week_duration\": 22.919}, \"26490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-01 19:24:00.000000+00:00\", \"2022-09-06 11:44:26.000000+00:00\"], \"session_ids\": [\"3cf143ea-7ce9-4e5d-af73-f3a441fbc4f9\", \"9c52da1c-d4b2-46c8-9498-cc3b504fa144\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}, \"81779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-25 15:09:28.000000+00:00\", \"2020-08-04 06:28:45.000000+00:00\"], \"session_ids\": [\"5fc4e370-a879-46ac-aa4d-fe5bb2bf091e\", \"ea5dafc2-825f-425c-ae4c-e77061d92d95\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.133}, \"26644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-21 07:02:04.000000+00:00\", \"2020-12-17 09:51:21.000000+00:00\", \"2020-03-09 23:01:42.000000+00:00\", \"2020-10-12 00:01:33.000000+00:00\", \"2022-07-21 18:07:56.000000+00:00\", \"2021-06-09 21:14:56.000000+00:00\", \"2023-02-24 19:58:16.000000+00:00\"], \"session_ids\": [\"b30ba148-2e11-4da9-b43c-37daef66a43b\", \"502014e0-2cd8-427e-8805-9bae47ffa010\", \"cebe9062-fec0-436c-87f5-0884c1ff5f1b\", \"425ad104-e317-4f73-9698-d64f2bb6c675\", \"1c97813f-2451-4b1a-a219-27c46d5bd2b9\", \"b5c44a80-c776-4aa9-8327-f9b658fcbb75\", \"2abf8d78-25e9-43a0-b309-9bb2e7811cb0\"], \"total_duration\": 5526.0, \"total_sessions\": 7, \"mean_week_duration\": 35.652}, \"6023\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-08-21 20:54:35.000000+00:00\", \"2019-07-22 20:50:33.000000+00:00\", \"2021-05-19 13:37:58.000000+00:00\", \"2021-05-27 02:11:46.000000+00:00\", \"2020-01-05 12:10:46.000000+00:00\"], \"session_ids\": [\"50be1f45-de51-4ef3-af05-2c925c270ef9\", \"2918d1f7-6433-4bab-9fce-5d735a0b2ef6\", \"b8b72f69-1aa0-4fda-aa09-b91a35c7a721\", \"0868eeaf-e600-470b-a1bf-3f6fefc0594d\", \"80aac488-2764-4c14-81db-2e78798c0208\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.546}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 1876"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1876, 3060]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"82111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-26 20:04:02.000000+00:00\", \"2021-08-18 14:16:16.000000+00:00\", \"2019-03-25 13:18:52.000000+00:00\", \"2023-03-05 17:46:35.000000+00:00\", \"2023-05-28 04:59:05.000000+00:00\", \"2019-07-03 23:24:47.000000+00:00\", \"2019-10-01 02:23:18.000000+00:00\", \"2020-06-29 19:08:26.000000+00:00\", \"2021-04-11 12:21:13.000000+00:00\", \"2021-12-20 05:22:21.000000+00:00\", \"2023-02-20 12:31:02.000000+00:00\"], \"session_ids\": [\"747656e3-1dde-42c9-8305-c0c9aca318cc\", \"a886e637-739c-4bf2-9257-805a41e59f0c\", \"1e205a80-37d6-46c2-8eac-b0b37f05825c\", \"5946487d-6e27-4757-80cb-7753b63bb7d5\", \"81ca134b-15af-4d4e-903b-0672133f0202\", \"392a94c8-de7c-4768-bad1-5cac3d3852fd\", \"21316b9b-9d14-4ebc-a0a0-70deeffc5133\", \"b6895f29-01be-4b42-9ec4-d22f3ecb1dc8\", \"6ab5515e-f1cb-47f2-8dab-1cbbcde00367\", \"4ef3214f-5b12-4713-9646-c48469dc4661\", \"a12a43ee-40be-41e6-b2e8-ba6179ed4a8e\"], \"total_duration\": 43322.0, \"total_sessions\": 11, \"mean_week_duration\": 198.725}, \"62044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-05 23:24:56.000000+00:00\", \"2019-10-31 00:26:40.000000+00:00\", \"2021-05-30 22:47:41.000000+00:00\", \"2019-11-02 19:54:43.000000+00:00\", \"2022-12-13 06:53:44.000000+00:00\"], \"session_ids\": [\"8c5bb830-66d8-47ec-95fe-8a17ca5c2803\", \"3b8ee0f5-b7a9-4a44-a8ba-36a2d091197e\", \"439839e8-1d58-4f18-b505-0e924ea36146\", \"b99df86d-193b-4dc7-b719-838282e0deb3\", \"1933bbcc-6613-41fe-aa08-d48ea6d2712f\"], \"total_duration\": 3678.0, \"total_sessions\": 5, \"mean_week_duration\": 22.564}, \"3805\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-07 23:21:52.000000+00:00\", \"2020-02-19 14:52:21.000000+00:00\", \"2019-06-02 19:28:09.000000+00:00\", \"2020-11-29 06:20:43.000000+00:00\", \"2022-09-23 12:32:31.000000+00:00\"], \"session_ids\": [\"9e0c2969-6335-4c9c-9625-fe61dceb1c62\", \"7abcb681-6cc1-400c-a86f-7738a3040e4f\", \"a79c0310-b8e6-4b5a-b1ac-b0b9cb278dfc\", \"258b6782-d953-4c34-abe4-79c06361a684\", \"5923c754-fe6b-4766-b453-51ea68df116b\"], \"total_duration\": 3965.0, \"total_sessions\": 5, \"mean_week_duration\": 22.919}, \"26644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-21 07:02:04.000000+00:00\", \"2020-12-17 09:51:21.000000+00:00\", \"2020-03-09 23:01:42.000000+00:00\", \"2020-10-12 00:01:33.000000+00:00\", \"2022-07-21 18:07:56.000000+00:00\", \"2021-06-09 21:14:56.000000+00:00\", \"2023-02-24 19:58:16.000000+00:00\"], \"session_ids\": [\"b30ba148-2e11-4da9-b43c-37daef66a43b\", \"502014e0-2cd8-427e-8805-9bae47ffa010\", \"cebe9062-fec0-436c-87f5-0884c1ff5f1b\", \"425ad104-e317-4f73-9698-d64f2bb6c675\", \"1c97813f-2451-4b1a-a219-27c46d5bd2b9\", \"b5c44a80-c776-4aa9-8327-f9b658fcbb75\", \"2abf8d78-25e9-43a0-b309-9bb2e7811cb0\"], \"total_duration\": 5526.0, \"total_sessions\": 7, \"mean_week_duration\": 35.652}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"62044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-05 23:24:56.000000+00:00\", \"2019-10-31 00:26:40.000000+00:00\", \"2021-05-30 22:47:41.000000+00:00\", \"2019-11-02 19:54:43.000000+00:00\", \"2022-12-13 06:53:44.000000+00:00\"], \"session_ids\": [\"8c5bb830-66d8-47ec-95fe-8a17ca5c2803\", \"3b8ee0f5-b7a9-4a44-a8ba-36a2d091197e\", \"439839e8-1d58-4f18-b505-0e924ea36146\", \"b99df86d-193b-4dc7-b719-838282e0deb3\", \"1933bbcc-6613-41fe-aa08-d48ea6d2712f\"], \"total_duration\": 3678.0, \"total_sessions\": 5, \"mean_week_duration\": 22.564}}, {\"3805\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-07 23:21:52.000000+00:00\", \"2020-02-19 14:52:21.000000+00:00\", \"2019-06-02 19:28:09.000000+00:00\", \"2020-11-29 06:20:43.000000+00:00\", \"2022-09-23 12:32:31.000000+00:00\"], \"session_ids\": [\"9e0c2969-6335-4c9c-9625-fe61dceb1c62\", \"7abcb681-6cc1-400c-a86f-7738a3040e4f\", \"a79c0310-b8e6-4b5a-b1ac-b0b9cb278dfc\", \"258b6782-d953-4c34-abe4-79c06361a684\", \"5923c754-fe6b-4766-b453-51ea68df116b\"], \"total_duration\": 3965.0, \"total_sessions\": 5, \"mean_week_duration\": 22.919}}, {\"26644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-21 07:02:04.000000+00:00\", \"2020-12-17 09:51:21.000000+00:00\", \"2020-03-09 23:01:42.000000+00:00\", \"2020-10-12 00:01:33.000000+00:00\", \"2022-07-21 18:07:56.000000+00:00\", \"2021-06-09 21:14:56.000000+00:00\", \"2023-02-24 19:58:16.000000+00:00\"], \"session_ids\": [\"b30ba148-2e11-4da9-b43c-37daef66a43b\", \"502014e0-2cd8-427e-8805-9bae47ffa010\", \"cebe9062-fec0-436c-87f5-0884c1ff5f1b\", \"425ad104-e317-4f73-9698-d64f2bb6c675\", \"1c97813f-2451-4b1a-a219-27c46d5bd2b9\", \"b5c44a80-c776-4aa9-8327-f9b658fcbb75\", \"2abf8d78-25e9-43a0-b309-9bb2e7811cb0\"], \"total_duration\": 5526.0, \"total_sessions\": 7, \"mean_week_duration\": 35.652}}, {\"82111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-26 20:04:02.000000+00:00\", \"2021-08-18 14:16:16.000000+00:00\", \"2019-03-25 13:18:52.000000+00:00\", \"2023-03-05 17:46:35.000000+00:00\", \"2023-05-28 04:59:05.000000+00:00\", \"2019-07-03 23:24:47.000000+00:00\", \"2019-10-01 02:23:18.000000+00:00\", \"2020-06-29 19:08:26.000000+00:00\", \"2021-04-11 12:21:13.000000+00:00\", \"2021-12-20 05:22:21.000000+00:00\", \"2023-02-20 12:31:02.000000+00:00\"], \"session_ids\": [\"747656e3-1dde-42c9-8305-c0c9aca318cc\", \"a886e637-739c-4bf2-9257-805a41e59f0c\", \"1e205a80-37d6-46c2-8eac-b0b37f05825c\", \"5946487d-6e27-4757-80cb-7753b63bb7d5\", \"81ca134b-15af-4d4e-903b-0672133f0202\", \"392a94c8-de7c-4768-bad1-5cac3d3852fd\", \"21316b9b-9d14-4ebc-a0a0-70deeffc5133\", \"b6895f29-01be-4b42-9ec4-d22f3ecb1dc8\", \"6ab5515e-f1cb-47f2-8dab-1cbbcde00367\", \"4ef3214f-5b12-4713-9646-c48469dc4661\", \"a12a43ee-40be-41e6-b2e8-ba6179ed4a8e\"], \"total_duration\": 43322.0, \"total_sessions\": 11, \"mean_week_duration\": 198.725}}]\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[{\"62044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-05 23:24:56.000000+00:00\", \"2019-10-31 00:26:40.000000+00:00\", \"2021-05-30 22:47:41.000000+00:00\", \"2019-11-02 19:54:43.000000+00:00\", \"2022-12-13 06:53:44.000000+00:00\"], \"session_ids\": [\"8c5bb830-66d8-47ec-95fe-8a17ca5c2803\", \"3b8ee0f5-b7a9-4a44-a8ba-36a2d091197e\", \"439839e8-1d58-4f18-b505-0e924ea36146\", \"b99df86d-193b-4dc7-b719-838282e0deb3\", \"1933bbcc-6613-41fe-aa08-d48ea6d2712f\"], \"total_duration\": 3678.0, \"total_sessions\": 5, \"mean_week_duration\": 22.564}}, {\"3805\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-07 23:21:52.000000+00:00\", \"2020-02-19 14:52:21.000000+00:00\", \"2019-06-02 19:28:09.000000+00:00\", \"2020-11-29 06:20:43.000000+00:00\", \"2022-09-23 12:32:31.000000+00:00\"], \"session_ids\": [\"9e0c2969-6335-4c9c-9625-fe61dceb1c62\", \"7abcb681-6cc1-400c-a86f-7738a3040e4f\", \"a79c0310-b8e6-4b5a-b1ac-b0b9cb278dfc\", \"258b6782-d953-4c34-abe4-79c06361a684\", \"5923c754-fe6b-4766-b453-51ea68df116b\"], \"total_duration\": 3965.0, \"total_sessions\": 5, \"mean_week_duration\": 22.919}}, {\"26644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-21 07:02:04.000000+00:00\", \"2020-12-17 09:51:21.000000+00:00\", \"2020-03-09 23:01:42.000000+00:00\", \"2020-10-12 00:01:33.000000+00:00\", \"2022-07-21 18:07:56.000000+00:00\", \"2021-06-09 21:14:56.000000+00:00\", \"2023-02-24 19:58:16.000000+00:00\"], \"session_ids\": [\"b30ba148-2e11-4da9-b43c-37daef66a43b\", \"502014e0-2cd8-427e-8805-9bae47ffa010\", \"cebe9062-fec0-436c-87f5-0884c1ff5f1b\", \"425ad104-e317-4f73-9698-d64f2bb6c675\", \"1c97813f-2451-4b1a-a219-27c46d5bd2b9\", \"b5c44a80-c776-4aa9-8327-f9b658fcbb75\", \"2abf8d78-25e9-43a0-b309-9bb2e7811cb0\"], \"total_duration\": 5526.0, \"total_sessions\": 7, \"mean_week_duration\": 35.652}}, {\"82111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-26 20:04:02.000000+00:00\", \"2021-08-18 14:16:16.000000+00:00\", \"2019-03-25 13:18:52.000000+00:00\", \"2023-03-05 17:46:35.000000+00:00\", \"2023-05-28 04:59:05.000000+00:00\", \"2019-07-03 23:24:47.000000+00:00\", \"2019-10-01 02:23:18.000000+00:00\", \"2020-06-29 19:08:26.000000+00:00\", \"2021-04-11 12:21:13.000000+00:00\", \"2021-12-20 05:22:21.000000+00:00\", \"2023-02-20 12:31:02.000000+00:00\"], \"session_ids\": [\"747656e3-1dde-42c9-8305-c0c9aca318cc\", \"a886e637-739c-4bf2-9257-805a41e59f0c\", \"1e205a80-37d6-46c2-8eac-b0b37f05825c\", \"5946487d-6e27-4757-80cb-7753b63bb7d5\", \"81ca134b-15af-4d4e-903b-0672133f0202\", \"392a94c8-de7c-4768-bad1-5cac3d3852fd\", \"21316b9b-9d14-4ebc-a0a0-70deeffc5133\", \"b6895f29-01be-4b42-9ec4-d22f3ecb1dc8\", \"6ab5515e-f1cb-47f2-8dab-1cbbcde00367\", \"4ef3214f-5b12-4713-9646-c48469dc4661\", \"a12a43ee-40be-41e6-b2e8-ba6179ed4a8e\"], \"total_duration\": 43322.0, \"total_sessions\": 11, \"mean_week_duration\": 198.725}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on 3 users who have total sessions bigger than 3 and smaller than 8 also apply sorting by city name from the smallest to the largest."
}
] |
[
{
"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{\"77257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-28 07:25:42.000000+00:00\", \"2021-08-23 21:26:18.000000+00:00\"], \"session_ids\": [\"e59f3824-b35b-4409-b84d-77bf9cb3a3a4\", \"0baff595-f98b-4bfe-bc8f-74f8c47b3e67\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 2.727}, \"20906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-05 10:03:39.000000+00:00\", \"2022-01-27 06:44:16.000000+00:00\", \"2020-11-24 19:28:07.000000+00:00\"], \"session_ids\": [\"b4af82a3-f36c-487f-a022-567759c076c5\", \"28291fc8-d57b-4e66-ad18-11519983589e\", \"d0120939-a5f4-40b9-9a95-0f16020a2fc4\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 8.207}, \"67312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-23 01:27:49.000000+00:00\", \"2022-08-05 01:33:19.000000+00:00\"], \"session_ids\": [\"3935705b-808e-484b-a74a-89d37c892c62\", \"7d359e28-dc00-4338-b4dd-98d0cbce2470\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.569}, \"11221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-22 04:36:57.000000+00:00\", \"2019-10-07 00:13:45.000000+00:00\", \"2019-07-26 13:08:23.000000+00:00\", \"2019-06-15 09:34:51.000000+00:00\", \"2022-01-20 19:07:46.000000+00:00\", \"2019-09-06 22:35:42.000000+00:00\", \"2020-02-07 03:13:52.000000+00:00\", \"2021-10-04 09:59:06.000000+00:00\", \"2021-05-28 21:31:11.000000+00:00\", \"2021-01-10 12:43:44.000000+00:00\", \"2021-10-12 05:38:57.000000+00:00\"], \"session_ids\": [\"1161d628-c6b1-4c16-86ae-a833a48126c0\", \"e87df762-9803-4bae-aa78-6752113a1752\", \"31175b6a-c440-4e5f-bec0-c15b700bd73d\", \"bc803426-6f2d-4beb-b198-04d37e71bf02\", \"880abbef-4ea4-4adc-b91d-1f9ce0751ae9\", \"b6ecf8a8-d08a-4307-a4c0-8a97bf6c6d11\", \"9fd54c47-9d6a-43ac-a2f3-09451f08c0d2\", \"42ea3ef3-ef38-432c-86d0-182d4548918d\", \"15515e07-e4ed-403f-83d7-c28c96c2c5cd\", \"9edf2a6f-ba26-495a-9e14-a1f078d90a2f\", \"531f3e2d-d43e-427d-b454-3ce5c7068e5d\"], \"total_duration\": 37978.0, \"total_sessions\": 11, \"mean_week_duration\": 279.25}, \"66062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-01 09:08:16.000000+00:00\", \"2020-12-12 22:59:03.000000+00:00\"], \"session_ids\": [\"ab12d61f-b2b5-4fc5-8e6f-5bd6eb8cf385\", \"a7f09e0f-aa1a-4636-8f90-3a19d02c10a0\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 7.78}, \"81295\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-25 11:50:49.000000+00:00\", \"2022-01-26 08:39:55.000000+00:00\"], \"session_ids\": [\"83cf373c-e6e4-4a59-ac62-f6884777a359\", \"27f4ca3d-ca47-4420-abbf-c0e2b41e82f0\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 44.2}, \"64579\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-06-18 18:10:11.000000+00:00\", \"2019-01-21 06:41:06.000000+00:00\"], \"session_ids\": [\"b4ba566d-d460-4b83-a3a6-c1e21251f5e2\", \"4ce9855d-f6d3-448b-991c-a97f362a5167\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.786}, \"58482\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-10 13:43:04.000000+00:00\", \"2021-07-17 18:35:10.000000+00:00\"], \"session_ids\": [\"edd76641-7714-4741-a7e8-8ab619b919af\", \"c41e9cb5-2d7e-444c-851d-267e3032ade6\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.288}, \"79174\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-04 04:21:43.000000+00:00\", \"2019-07-08 09:00:13.000000+00:00\"], \"session_ids\": [\"1a0a4ebc-afe4-48c0-a6f1-82a924797f88\", \"83e3ca1f-91a1-46c8-a002-de881d373436\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}, \"33269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 5, \"Apply Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-22 10:30:56.000000+00:00\", \"2020-09-14 14:30:46.000000+00:00\"], \"session_ids\": [\"d36818f5-646f-4cff-9e0e-f18f804f63da\", \"8966afa1-a515-42c2-ac09-4fb0d1ac84e7\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.63}}\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 and are equal or less than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"20906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-05 10:03:39.000000+00:00\", \"2022-01-27 06:44:16.000000+00:00\", \"2020-11-24 19:28:07.000000+00:00\"], \"session_ids\": [\"b4af82a3-f36c-487f-a022-567759c076c5\", \"28291fc8-d57b-4e66-ad18-11519983589e\", \"d0120939-a5f4-40b9-9a95-0f16020a2fc4\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 8.207}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"20906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-05 10:03:39.000000+00:00\", \"2022-01-27 06:44:16.000000+00:00\", \"2020-11-24 19:28:07.000000+00:00\"], \"session_ids\": [\"b4af82a3-f36c-487f-a022-567759c076c5\", \"28291fc8-d57b-4e66-ad18-11519983589e\", \"d0120939-a5f4-40b9-9a95-0f16020a2fc4\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 8.207}}]\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[{\"20906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-05 10:03:39.000000+00:00\", \"2022-01-27 06:44:16.000000+00:00\", \"2020-11-24 19:28:07.000000+00:00\"], \"session_ids\": [\"b4af82a3-f36c-487f-a022-567759c076c5\", \"28291fc8-d57b-4e66-ad18-11519983589e\", \"d0120939-a5f4-40b9-9a95-0f16020a2fc4\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 8.207}}]\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[{\"20906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-05 10:03:39.000000+00:00\", \"2022-01-27 06:44:16.000000+00:00\", \"2020-11-24 19:28:07.000000+00:00\"], \"session_ids\": [\"b4af82a3-f36c-487f-a022-567759c076c5\", \"28291fc8-d57b-4e66-ad18-11519983589e\", \"d0120939-a5f4-40b9-9a95-0f16020a2fc4\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 8.207}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please offer data on 2 users with a sum of duration of sessions per week that is above 46 and below 14, exclusively and perform sorting by total sessoins count in desc 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{\"99732\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-05-04 14:07:01.000000+00:00\", \"2021-01-05 18:49:25.000000+00:00\"], \"session_ids\": [\"84f92f33-c5ec-4e94-8f37-176d9bac94d3\", \"1241d9ed-bc8b-40e2-be98-eaa0b06b4c5b\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 2.565}, \"10571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-25 15:22:29.000000+00:00\", \"2021-06-18 20:44:13.000000+00:00\"], \"session_ids\": [\"e16daa4c-cdb2-41a6-a1bc-086ffcb072d3\", \"e016904d-6fb2-4891-8719-bcd06a7f57fb\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}, \"35912\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-11 09:51:47.000000+00:00\", \"2022-02-19 17:22:46.000000+00:00\"], \"session_ids\": [\"3b4118c1-1edf-464b-b3ab-a278c15ba7ae\", \"09bc2a04-1d88-43b6-be76-87a7bf68350c\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 136.0}, \"35743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-19 19:56:24.000000+00:00\", \"2020-06-10 17:58:42.000000+00:00\"], \"session_ids\": [\"10c94146-5a8b-4a71-b205-5613e4a05cac\", \"2f87bca9-bb9a-4ea8-ba5b-36d02f992120\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.024}, \"65616\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-09 08:59:48.000000+00:00\", \"2020-01-15 23:00:04.000000+00:00\"], \"session_ids\": [\"6614ebe0-d5a9-483a-8310-b56665459bea\", \"559f296d-149a-407d-981e-9be5b906a635\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.844}, \"69086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-10 18:04:23.000000+00:00\", \"2022-12-18 08:35:06.000000+00:00\"], \"session_ids\": [\"1707b276-42ab-4a68-90fe-ac3503e271a6\", \"62f9532d-abf8-4cc0-bbda-c98d5ab8ad11\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}, \"95905\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-15 12:41:55.000000+00:00\", \"2023-03-14 12:17:00.000000+00:00\", \"2022-07-06 15:22:33.000000+00:00\", \"2022-07-04 07:11:44.000000+00:00\"], \"session_ids\": [\"93a16e15-9242-490f-b207-8db1919d8cc7\", \"1620d5ab-55ec-4756-a294-4f23674d1815\", \"40654965-37d8-4ec1-b15a-a21a8d3a0a53\", \"6bf91e5d-4c9d-45dc-bf35-4cfeea5680d3\"], \"total_duration\": 116.0, \"total_sessions\": 4, \"mean_week_duration\": 0.545}, \"91621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-11 18:29:19.000000+00:00\", \"2021-10-28 11:36:51.000000+00:00\"], \"session_ids\": [\"62325b8e-e90c-4e54-a323-5fb6d7d8508f\", \"9ca80461-8d9d-42d2-9f92-55013380d1ac\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}, \"46556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 20:59:55.000000+00:00\", \"2021-07-10 22:55:29.000000+00:00\"], \"session_ids\": [\"7a059ce6-74f1-4024-aab3-33c4287bb729\", \"81bdc659-a640-450a-bee4-ce0b35b276bd\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.733}, \"61201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-05 06:33:46.000000+00:00\", \"2020-03-15 01:40:44.000000+00:00\"], \"session_ids\": [\"600f3b70-7266-4554-a7d5-cf244adde122\", \"3df63b0a-0d20-4366-b1be-9d2404edcd3c\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.971}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 14 and are greater than 46"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 46]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"99732\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-05-04 14:07:01.000000+00:00\", \"2021-01-05 18:49:25.000000+00:00\"], \"session_ids\": [\"84f92f33-c5ec-4e94-8f37-176d9bac94d3\", \"1241d9ed-bc8b-40e2-be98-eaa0b06b4c5b\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 2.565}, \"10571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-25 15:22:29.000000+00:00\", \"2021-06-18 20:44:13.000000+00:00\"], \"session_ids\": [\"e16daa4c-cdb2-41a6-a1bc-086ffcb072d3\", \"e016904d-6fb2-4891-8719-bcd06a7f57fb\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}, \"35743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-19 19:56:24.000000+00:00\", \"2020-06-10 17:58:42.000000+00:00\"], \"session_ids\": [\"10c94146-5a8b-4a71-b205-5613e4a05cac\", \"2f87bca9-bb9a-4ea8-ba5b-36d02f992120\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.024}, \"65616\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-09 08:59:48.000000+00:00\", \"2020-01-15 23:00:04.000000+00:00\"], \"session_ids\": [\"6614ebe0-d5a9-483a-8310-b56665459bea\", \"559f296d-149a-407d-981e-9be5b906a635\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.844}, \"69086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-10 18:04:23.000000+00:00\", \"2022-12-18 08:35:06.000000+00:00\"], \"session_ids\": [\"1707b276-42ab-4a68-90fe-ac3503e271a6\", \"62f9532d-abf8-4cc0-bbda-c98d5ab8ad11\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}, \"95905\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-15 12:41:55.000000+00:00\", \"2023-03-14 12:17:00.000000+00:00\", \"2022-07-06 15:22:33.000000+00:00\", \"2022-07-04 07:11:44.000000+00:00\"], \"session_ids\": [\"93a16e15-9242-490f-b207-8db1919d8cc7\", \"1620d5ab-55ec-4756-a294-4f23674d1815\", \"40654965-37d8-4ec1-b15a-a21a8d3a0a53\", \"6bf91e5d-4c9d-45dc-bf35-4cfeea5680d3\"], \"total_duration\": 116.0, \"total_sessions\": 4, \"mean_week_duration\": 0.545}, \"91621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-11 18:29:19.000000+00:00\", \"2021-10-28 11:36:51.000000+00:00\"], \"session_ids\": [\"62325b8e-e90c-4e54-a323-5fb6d7d8508f\", \"9ca80461-8d9d-42d2-9f92-55013380d1ac\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}, \"46556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 20:59:55.000000+00:00\", \"2021-07-10 22:55:29.000000+00:00\"], \"session_ids\": [\"7a059ce6-74f1-4024-aab3-33c4287bb729\", \"81bdc659-a640-450a-bee4-ce0b35b276bd\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.733}, \"61201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-05 06:33:46.000000+00:00\", \"2020-03-15 01:40:44.000000+00:00\"], \"session_ids\": [\"600f3b70-7266-4554-a7d5-cf244adde122\", \"3df63b0a-0d20-4366-b1be-9d2404edcd3c\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.971}, \"35912\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-11 09:51:47.000000+00:00\", \"2022-02-19 17:22:46.000000+00:00\"], \"session_ids\": [\"3b4118c1-1edf-464b-b3ab-a278c15ba7ae\", \"09bc2a04-1d88-43b6-be76-87a7bf68350c\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 136.0}}\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[{\"95905\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-15 12:41:55.000000+00:00\", \"2023-03-14 12:17:00.000000+00:00\", \"2022-07-06 15:22:33.000000+00:00\", \"2022-07-04 07:11:44.000000+00:00\"], \"session_ids\": [\"93a16e15-9242-490f-b207-8db1919d8cc7\", \"1620d5ab-55ec-4756-a294-4f23674d1815\", \"40654965-37d8-4ec1-b15a-a21a8d3a0a53\", \"6bf91e5d-4c9d-45dc-bf35-4cfeea5680d3\"], \"total_duration\": 116.0, \"total_sessions\": 4, \"mean_week_duration\": 0.545}}, {\"99732\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-05-04 14:07:01.000000+00:00\", \"2021-01-05 18:49:25.000000+00:00\"], \"session_ids\": [\"84f92f33-c5ec-4e94-8f37-176d9bac94d3\", \"1241d9ed-bc8b-40e2-be98-eaa0b06b4c5b\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 2.565}}, {\"10571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-25 15:22:29.000000+00:00\", \"2021-06-18 20:44:13.000000+00:00\"], \"session_ids\": [\"e16daa4c-cdb2-41a6-a1bc-086ffcb072d3\", \"e016904d-6fb2-4891-8719-bcd06a7f57fb\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}}, {\"35743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-19 19:56:24.000000+00:00\", \"2020-06-10 17:58:42.000000+00:00\"], \"session_ids\": [\"10c94146-5a8b-4a71-b205-5613e4a05cac\", \"2f87bca9-bb9a-4ea8-ba5b-36d02f992120\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.024}}, {\"65616\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-09 08:59:48.000000+00:00\", \"2020-01-15 23:00:04.000000+00:00\"], \"session_ids\": [\"6614ebe0-d5a9-483a-8310-b56665459bea\", \"559f296d-149a-407d-981e-9be5b906a635\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 5.844}}, {\"69086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-10 18:04:23.000000+00:00\", \"2022-12-18 08:35:06.000000+00:00\"], \"session_ids\": [\"1707b276-42ab-4a68-90fe-ac3503e271a6\", \"62f9532d-abf8-4cc0-bbda-c98d5ab8ad11\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.537}}, {\"91621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-11 18:29:19.000000+00:00\", \"2021-10-28 11:36:51.000000+00:00\"], \"session_ids\": [\"62325b8e-e90c-4e54-a323-5fb6d7d8508f\", \"9ca80461-8d9d-42d2-9f92-55013380d1ac\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}}, {\"46556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 20:59:55.000000+00:00\", \"2021-07-10 22:55:29.000000+00:00\"], \"session_ids\": [\"7a059ce6-74f1-4024-aab3-33c4287bb729\", \"81bdc659-a640-450a-bee4-ce0b35b276bd\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.733}}, {\"61201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-05 06:33:46.000000+00:00\", \"2020-03-15 01:40:44.000000+00:00\"], \"session_ids\": [\"600f3b70-7266-4554-a7d5-cf244adde122\", \"3df63b0a-0d20-4366-b1be-9d2404edcd3c\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.971}}, {\"35912\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-11 09:51:47.000000+00:00\", \"2022-02-19 17:22:46.000000+00:00\"], \"session_ids\": [\"3b4118c1-1edf-464b-b3ab-a278c15ba7ae\", \"09bc2a04-1d88-43b6-be76-87a7bf68350c\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 136.0}}]\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[{\"95905\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-15 12:41:55.000000+00:00\", \"2023-03-14 12:17:00.000000+00:00\", \"2022-07-06 15:22:33.000000+00:00\", \"2022-07-04 07:11:44.000000+00:00\"], \"session_ids\": [\"93a16e15-9242-490f-b207-8db1919d8cc7\", \"1620d5ab-55ec-4756-a294-4f23674d1815\", \"40654965-37d8-4ec1-b15a-a21a8d3a0a53\", \"6bf91e5d-4c9d-45dc-bf35-4cfeea5680d3\"], \"total_duration\": 116.0, \"total_sessions\": 4, \"mean_week_duration\": 0.545}}, {\"99732\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-05-04 14:07:01.000000+00:00\", \"2021-01-05 18:49:25.000000+00:00\"], \"session_ids\": [\"84f92f33-c5ec-4e94-8f37-176d9bac94d3\", \"1241d9ed-bc8b-40e2-be98-eaa0b06b4c5b\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 2.565}}]\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[{\"95905\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-15 12:41:55.000000+00:00\", \"2023-03-14 12:17:00.000000+00:00\", \"2022-07-06 15:22:33.000000+00:00\", \"2022-07-04 07:11:44.000000+00:00\"], \"session_ids\": [\"93a16e15-9242-490f-b207-8db1919d8cc7\", \"1620d5ab-55ec-4756-a294-4f23674d1815\", \"40654965-37d8-4ec1-b15a-a21a8d3a0a53\", \"6bf91e5d-4c9d-45dc-bf35-4cfeea5680d3\"], \"total_duration\": 116.0, \"total_sessions\": 4, \"mean_week_duration\": 0.545}}, {\"99732\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-05-04 14:07:01.000000+00:00\", \"2021-01-05 18:49:25.000000+00:00\"], \"session_ids\": [\"84f92f33-c5ec-4e94-8f37-176d9bac94d3\", \"1241d9ed-bc8b-40e2-be98-eaa0b06b4c5b\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 2.565}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Can you give me information regarding users who have overall total duration strictly bigger than 457 and in addition implement sorting by site usage time per week in asc order."
}
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.