conversations
list |
|---|
[
{
"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[{\"31188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-10-13 12:39:05.000000+00:00\", \"2019-01-13 03:23:07.000000+00:00\"], \"session_ids\": [\"8a017edc-dfe0-408f-aa19-987841528a40\", \"fc275c39-e817-4d29-a6be-2341ddf891c4\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}}, {\"8646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-07-08 01:50:48.000000+00:00\", \"2022-05-26 00:19:45.000000+00:00\"], \"session_ids\": [\"446c57da-dbfa-4d8b-9fb5-6b2452dffea7\", \"fd63017c-2999-42ae-ba24-900c7c344246\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}, {\"60250\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-15 21:35:17.000000+00:00\", \"2019-04-10 05:06:48.000000+00:00\"], \"session_ids\": [\"a01732a0-8ae7-4ed3-b989-3faee7feaf1a\", \"179c34b9-b6f8-47b8-9275-8935d7eb1527\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}}]\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'd like to be informed about users with a total duration amount that is above 620, exclusive 620 in addition do sorting by sum of duration of sessions per week 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{\"10487\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-04-03 08:08:57.000000+00:00\", \"2022-06-02 18:48:37.000000+00:00\", \"2019-03-13 11:27:11.000000+00:00\", \"2021-09-25 17:16:06.000000+00:00\"], \"session_ids\": [\"cd32830f-1492-4f0f-a2b1-f904310cfb12\", \"94152718-ff67-48eb-8661-77ee52f5c75a\", \"cfd4c23e-0215-4ed3-aa8c-3aa20d9c968e\", \"becf67a4-5654-4257-b213-d020f724807a\"], \"total_duration\": 367.0, \"total_sessions\": 4, \"mean_week_duration\": 2.172}, \"1474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-30 22:50:22.000000+00:00\", \"2021-11-13 14:58:23.000000+00:00\", \"2022-11-24 12:01:22.000000+00:00\", \"2021-04-10 10:23:34.000000+00:00\"], \"session_ids\": [\"a19f14f2-64ac-4a44-9978-a466e2138ad7\", \"86b21e58-de18-41ae-9142-6aee480f4d71\", \"4b2d0a46-9f4f-4920-99f9-1d19cb109c94\", \"7ec5f082-470a-41f9-b6b2-cac5f211807f\"], \"total_duration\": 912.0, \"total_sessions\": 4, \"mean_week_duration\": 7.015}, \"20860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-20 06:37:09.000000+00:00\", \"2020-05-06 07:34:43.000000+00:00\", \"2019-03-03 18:25:02.000000+00:00\"], \"session_ids\": [\"809c8631-42f3-454d-b1c0-63c550448f17\", \"fd235ee5-bdd4-4ab6-9741-82bfc33b5339\", \"6bfb960c-f4a0-4379-ae68-1fa0bfbcc017\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 1.543}, \"9149\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-06 11:15:54.000000+00:00\", \"2021-04-26 05:34:54.000000+00:00\"], \"session_ids\": [\"ed57acc2-cfbb-4731-99ba-f66d43c7e2a6\", \"b3bb136e-9194-4fde-93e3-34a774bb6545\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 5.574}, \"17411\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-08 02:39:36.000000+00:00\", \"2020-10-26 00:52:04.000000+00:00\", \"2020-04-01 23:09:28.000000+00:00\", \"2021-02-09 07:15:45.000000+00:00\", \"2019-11-19 23:35:37.000000+00:00\", \"2022-12-30 20:07:38.000000+00:00\"], \"session_ids\": [\"3fa3fde5-7a26-4bc1-8fdc-0af8fb88b9a5\", \"f968b767-553e-4cf5-8466-cfc446dd7202\", \"30f6d05e-a541-4900-84a0-eb92bde542a2\", \"37f3c498-b218-49a0-93cd-28de0030f35b\", \"f3efd9d5-f2c7-45e6-a1fa-5dc772c8a256\", \"b36affd0-dc34-4711-aac4-a082394dffcf\"], \"total_duration\": 3187.0, \"total_sessions\": 6, \"mean_week_duration\": 19.552}, \"95616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-05 11:47:00.000000+00:00\", \"2022-01-02 02:31:22.000000+00:00\"], \"session_ids\": [\"bb4752f9-b093-4d70-82a9-5af83a0ad62f\", \"7b16b0cb-03f6-43f8-8bba-a33a73b9b6f3\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.211}, \"11787\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-22 12:21:27.000000+00:00\", \"2021-08-28 03:27:58.000000+00:00\", \"2020-04-18 02:54:38.000000+00:00\", \"2021-12-06 11:07:15.000000+00:00\"], \"session_ids\": [\"f399151a-3426-465e-be72-1b7fc69d40f4\", \"4e16c9fa-5b8a-4a90-8ebe-23e872f6a715\", \"4231e468-3059-4613-9a41-3dabf0b026f6\", \"fb1ded3f-507e-4709-bee4-06d2dcf7fce8\"], \"total_duration\": 57.0, \"total_sessions\": 4, \"mean_week_duration\": 0.419}, \"49484\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-11 13:01:08.000000+00:00\", \"2021-08-18 07:05:44.000000+00:00\", \"2019-11-18 13:41:03.000000+00:00\"], \"session_ids\": [\"cddc40ff-4f4c-41f4-9e73-6032c65a6ab7\", \"2313a039-0e4a-4962-9de8-a8ea229846e3\", \"14ef3b89-0e31-4897-b00d-2faf98b0d897\"], \"total_duration\": 548.0, \"total_sessions\": 3, \"mean_week_duration\": 5.269}, \"70450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-20 21:03:08.000000+00:00\", \"2019-03-15 14:35:52.000000+00:00\"], \"session_ids\": [\"03c2119d-4c72-4c77-9ad7-204e122dfaa2\", \"8add43e5-2e59-4f78-9a05-4212948445d4\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 1.379}, \"84588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-16 05:30:44.000000+00:00\", \"2022-06-02 08:04:59.000000+00:00\", \"2023-05-25 08:28:25.000000+00:00\", \"2021-04-19 15:59:28.000000+00:00\", \"2021-11-04 18:16:41.000000+00:00\", \"2022-03-11 12:07:41.000000+00:00\", \"2022-09-08 06:41:24.000000+00:00\"], \"session_ids\": [\"9c685bee-d675-475f-bcdb-580618bba51b\", \"8fd21d8f-1787-49a6-a751-7f011ccf30a4\", \"7d62af1c-35f0-419a-bde4-1a1ed5b48d19\", \"3db2017c-73ba-4404-a04c-95f7add2d440\", \"b93a660d-3ac8-4baf-93f4-fa74a7f76a75\", \"63f2518f-02f9-4f59-9726-9acc47567654\", \"fc10bb4b-0237-458d-bfcb-59b605ce4983\"], \"total_duration\": 7020.0, \"total_sessions\": 7, \"mean_week_duration\": 45.584}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 620"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[620, 3569]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"1474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-30 22:50:22.000000+00:00\", \"2021-11-13 14:58:23.000000+00:00\", \"2022-11-24 12:01:22.000000+00:00\", \"2021-04-10 10:23:34.000000+00:00\"], \"session_ids\": [\"a19f14f2-64ac-4a44-9978-a466e2138ad7\", \"86b21e58-de18-41ae-9142-6aee480f4d71\", \"4b2d0a46-9f4f-4920-99f9-1d19cb109c94\", \"7ec5f082-470a-41f9-b6b2-cac5f211807f\"], \"total_duration\": 912.0, \"total_sessions\": 4, \"mean_week_duration\": 7.015}, \"17411\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-08 02:39:36.000000+00:00\", \"2020-10-26 00:52:04.000000+00:00\", \"2020-04-01 23:09:28.000000+00:00\", \"2021-02-09 07:15:45.000000+00:00\", \"2019-11-19 23:35:37.000000+00:00\", \"2022-12-30 20:07:38.000000+00:00\"], \"session_ids\": [\"3fa3fde5-7a26-4bc1-8fdc-0af8fb88b9a5\", \"f968b767-553e-4cf5-8466-cfc446dd7202\", \"30f6d05e-a541-4900-84a0-eb92bde542a2\", \"37f3c498-b218-49a0-93cd-28de0030f35b\", \"f3efd9d5-f2c7-45e6-a1fa-5dc772c8a256\", \"b36affd0-dc34-4711-aac4-a082394dffcf\"], \"total_duration\": 3187.0, \"total_sessions\": 6, \"mean_week_duration\": 19.552}, \"84588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-16 05:30:44.000000+00:00\", \"2022-06-02 08:04:59.000000+00:00\", \"2023-05-25 08:28:25.000000+00:00\", \"2021-04-19 15:59:28.000000+00:00\", \"2021-11-04 18:16:41.000000+00:00\", \"2022-03-11 12:07:41.000000+00:00\", \"2022-09-08 06:41:24.000000+00:00\"], \"session_ids\": [\"9c685bee-d675-475f-bcdb-580618bba51b\", \"8fd21d8f-1787-49a6-a751-7f011ccf30a4\", \"7d62af1c-35f0-419a-bde4-1a1ed5b48d19\", \"3db2017c-73ba-4404-a04c-95f7add2d440\", \"b93a660d-3ac8-4baf-93f4-fa74a7f76a75\", \"63f2518f-02f9-4f59-9726-9acc47567654\", \"fc10bb4b-0237-458d-bfcb-59b605ce4983\"], \"total_duration\": 7020.0, \"total_sessions\": 7, \"mean_week_duration\": 45.584}}\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[{\"84588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-16 05:30:44.000000+00:00\", \"2022-06-02 08:04:59.000000+00:00\", \"2023-05-25 08:28:25.000000+00:00\", \"2021-04-19 15:59:28.000000+00:00\", \"2021-11-04 18:16:41.000000+00:00\", \"2022-03-11 12:07:41.000000+00:00\", \"2022-09-08 06:41:24.000000+00:00\"], \"session_ids\": [\"9c685bee-d675-475f-bcdb-580618bba51b\", \"8fd21d8f-1787-49a6-a751-7f011ccf30a4\", \"7d62af1c-35f0-419a-bde4-1a1ed5b48d19\", \"3db2017c-73ba-4404-a04c-95f7add2d440\", \"b93a660d-3ac8-4baf-93f4-fa74a7f76a75\", \"63f2518f-02f9-4f59-9726-9acc47567654\", \"fc10bb4b-0237-458d-bfcb-59b605ce4983\"], \"total_duration\": 7020.0, \"total_sessions\": 7, \"mean_week_duration\": 45.584}}, {\"17411\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-08 02:39:36.000000+00:00\", \"2020-10-26 00:52:04.000000+00:00\", \"2020-04-01 23:09:28.000000+00:00\", \"2021-02-09 07:15:45.000000+00:00\", \"2019-11-19 23:35:37.000000+00:00\", \"2022-12-30 20:07:38.000000+00:00\"], \"session_ids\": [\"3fa3fde5-7a26-4bc1-8fdc-0af8fb88b9a5\", \"f968b767-553e-4cf5-8466-cfc446dd7202\", \"30f6d05e-a541-4900-84a0-eb92bde542a2\", \"37f3c498-b218-49a0-93cd-28de0030f35b\", \"f3efd9d5-f2c7-45e6-a1fa-5dc772c8a256\", \"b36affd0-dc34-4711-aac4-a082394dffcf\"], \"total_duration\": 3187.0, \"total_sessions\": 6, \"mean_week_duration\": 19.552}}, {\"1474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-30 22:50:22.000000+00:00\", \"2021-11-13 14:58:23.000000+00:00\", \"2022-11-24 12:01:22.000000+00:00\", \"2021-04-10 10:23:34.000000+00:00\"], \"session_ids\": [\"a19f14f2-64ac-4a44-9978-a466e2138ad7\", \"86b21e58-de18-41ae-9142-6aee480f4d71\", \"4b2d0a46-9f4f-4920-99f9-1d19cb109c94\", \"7ec5f082-470a-41f9-b6b2-cac5f211807f\"], \"total_duration\": 912.0, \"total_sessions\": 4, \"mean_week_duration\": 7.015}}]\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[{\"84588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-16 05:30:44.000000+00:00\", \"2022-06-02 08:04:59.000000+00:00\", \"2023-05-25 08:28:25.000000+00:00\", \"2021-04-19 15:59:28.000000+00:00\", \"2021-11-04 18:16:41.000000+00:00\", \"2022-03-11 12:07:41.000000+00:00\", \"2022-09-08 06:41:24.000000+00:00\"], \"session_ids\": [\"9c685bee-d675-475f-bcdb-580618bba51b\", \"8fd21d8f-1787-49a6-a751-7f011ccf30a4\", \"7d62af1c-35f0-419a-bde4-1a1ed5b48d19\", \"3db2017c-73ba-4404-a04c-95f7add2d440\", \"b93a660d-3ac8-4baf-93f4-fa74a7f76a75\", \"63f2518f-02f9-4f59-9726-9acc47567654\", \"fc10bb4b-0237-458d-bfcb-59b605ce4983\"], \"total_duration\": 7020.0, \"total_sessions\": 7, \"mean_week_duration\": 45.584}}, {\"17411\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-08 02:39:36.000000+00:00\", \"2020-10-26 00:52:04.000000+00:00\", \"2020-04-01 23:09:28.000000+00:00\", \"2021-02-09 07:15:45.000000+00:00\", \"2019-11-19 23:35:37.000000+00:00\", \"2022-12-30 20:07:38.000000+00:00\"], \"session_ids\": [\"3fa3fde5-7a26-4bc1-8fdc-0af8fb88b9a5\", \"f968b767-553e-4cf5-8466-cfc446dd7202\", \"30f6d05e-a541-4900-84a0-eb92bde542a2\", \"37f3c498-b218-49a0-93cd-28de0030f35b\", \"f3efd9d5-f2c7-45e6-a1fa-5dc772c8a256\", \"b36affd0-dc34-4711-aac4-a082394dffcf\"], \"total_duration\": 3187.0, \"total_sessions\": 6, \"mean_week_duration\": 19.552}}, {\"1474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-30 22:50:22.000000+00:00\", \"2021-11-13 14:58:23.000000+00:00\", \"2022-11-24 12:01:22.000000+00:00\", \"2021-04-10 10:23:34.000000+00:00\"], \"session_ids\": [\"a19f14f2-64ac-4a44-9978-a466e2138ad7\", \"86b21e58-de18-41ae-9142-6aee480f4d71\", \"4b2d0a46-9f4f-4920-99f9-1d19cb109c94\", \"7ec5f082-470a-41f9-b6b2-cac5f211807f\"], \"total_duration\": 912.0, \"total_sessions\": 4, \"mean_week_duration\": 7.015}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Offer me knowledge about 7 users who are residing in cities Hanoi, Beijing, Tegucigalpa, Helsinki, Karachi, Tokyo, Kingston , apply sorting by town center name in desc 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{\"57229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-06 19:39:37.000000+00:00\", \"2023-02-15 08:43:17.000000+00:00\"], \"session_ids\": [\"b9226a37-d557-4217-b6a1-cc9641472e57\", \"18a34ba4-7f44-49cd-8f2a-e18a91e36019\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 2.784}, \"63347\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-18 01:25:38.000000+00:00\", \"2023-02-20 22:00:14.000000+00:00\"], \"session_ids\": [\"a594d3a9-716c-4ce7-a88a-8d4dae91f345\", \"da33a8d4-8256-430d-9166-26a9bc9b9d17\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 17.2}, \"8319\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-25 07:59:36.000000+00:00\", \"2019-10-17 15:13:09.000000+00:00\", \"2019-08-02 12:31:46.000000+00:00\", \"2023-02-27 00:48:37.000000+00:00\", \"2021-09-28 03:08:01.000000+00:00\", \"2020-10-06 17:26:06.000000+00:00\", \"2021-06-23 16:57:41.000000+00:00\", \"2019-09-08 03:19:47.000000+00:00\", \"2020-05-30 08:00:33.000000+00:00\"], \"session_ids\": [\"efbf0fb3-5cc1-408b-a92e-e52b1c738ce3\", \"2edda9e5-ace1-4fea-97f1-eaebb4c8d66d\", \"877f4fb3-f9ad-4441-87ef-653127b38421\", \"72504870-aaeb-4821-933d-f7027e448de6\", \"8279d992-4c00-43be-b4c7-d5cb30267cf7\", \"1e1dbdc9-d2a7-4049-b4a2-2acc2d16f602\", \"7848cf13-a7c7-432c-a7bb-8736fe115888\", \"51a9dd53-5e68-4b48-b335-78afb93a9ba2\", \"e461f448-763a-4409-8d7c-f0cd60c61d84\"], \"total_duration\": 24736.0, \"total_sessions\": 9, \"mean_week_duration\": 132.278}, \"52595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-04-28 08:08:34.000000+00:00\", \"2023-04-24 21:56:23.000000+00:00\", \"2020-04-02 18:18:26.000000+00:00\", \"2022-05-23 06:13:39.000000+00:00\"], \"session_ids\": [\"349ffb29-6f02-4795-ae68-8f0dae8371a4\", \"3bc7180e-f11e-4e0b-985b-0a4616bf7631\", \"44ad720a-4e32-45b2-9cb6-d5da96b48928\", \"2e6a52b7-f74e-48db-be09-fa7b7c7a2b26\"], \"total_duration\": 820.0, \"total_sessions\": 4, \"mean_week_duration\": 3.923}, \"27501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-13 01:15:18.000000+00:00\", \"2021-03-09 09:20:54.000000+00:00\", \"2020-10-08 01:23:52.000000+00:00\", \"2022-12-02 23:45:49.000000+00:00\", \"2023-02-12 02:17:28.000000+00:00\", \"2020-09-06 01:37:36.000000+00:00\", \"2019-09-10 18:14:37.000000+00:00\", \"2019-11-29 06:08:44.000000+00:00\"], \"session_ids\": [\"46ca0218-7ef3-4035-9a36-9b6c230ee692\", \"570bceed-8c4d-49ce-9f90-94bbdec7102f\", \"6fcf43eb-d76e-4910-8efc-1844fb833e36\", \"8e3493b7-9358-4152-8aa7-23cdff35034e\", \"d0349c7f-0951-4887-b263-181b3c3b9ba3\", \"ba21ee41-5127-438e-bee2-b68ac26c8d76\", \"01d63803-cf2d-41e9-b673-1930f57330a7\", \"b56ff258-0a4c-41e8-94fb-ceffb2ba54af\"], \"total_duration\": 3379.0, \"total_sessions\": 8, \"mean_week_duration\": 18.877}, \"34464\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-24 16:10:24.000000+00:00\", \"2021-05-19 19:12:10.000000+00:00\", \"2020-03-10 05:32:00.000000+00:00\", \"2021-02-19 04:36:55.000000+00:00\"], \"session_ids\": [\"8b99e040-cbb7-450a-b7b9-3c02e829ec40\", \"76fc0b8c-92ca-4658-98a7-13e1a5e4ad55\", \"6c803ab8-385f-408c-bd65-56905fdbde6a\", \"d4a71b53-15a6-4bdc-9795-cc431c12b34a\"], \"total_duration\": 1276.0, \"total_sessions\": 4, \"mean_week_duration\": 19.631}, \"80026\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-11-24 07:00:43.000000+00:00\", \"2022-11-14 16:55:15.000000+00:00\"], \"session_ids\": [\"36ac2a1e-a1d4-42fe-b612-1364be7a3c54\", \"561fdbb2-8706-4f05-ba7b-66a420e8eb69\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 3.804}, \"88961\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-01 03:45:38.000000+00:00\", \"2023-05-04 15:35:58.000000+00:00\", \"2022-11-03 06:23:01.000000+00:00\", \"2019-12-19 12:59:24.000000+00:00\", \"2020-12-12 05:07:07.000000+00:00\", \"2022-08-23 03:22:28.000000+00:00\", \"2022-08-19 09:32:07.000000+00:00\", \"2021-08-25 10:35:30.000000+00:00\", \"2019-08-30 01:32:04.000000+00:00\", \"2019-02-07 16:02:36.000000+00:00\", \"2021-12-12 22:15:11.000000+00:00\"], \"session_ids\": [\"72c03db5-266e-4bd8-aba4-50906bd891b7\", \"6052b557-85ed-49bd-8c83-bef0b1eb23e9\", \"2fb2f05e-4997-4e0b-ad70-7e8152536d4c\", \"12e96855-8dad-425f-9c57-96a5ba3896cc\", \"1ef76fb0-5767-46ef-b83a-0337aa4790f3\", \"63297642-4d7f-45bf-860b-861dbf3c501a\", \"5a48291d-b606-4574-b2e6-82f5ce40b1a7\", \"980b6099-9c57-4e16-b01c-e46bddd978cd\", \"197a9204-8bf4-4c38-829b-3c36a40db6e9\", \"88691a61-ea93-42e9-8888-f9a7e6656297\", \"541ff3c8-65f8-411e-b6f0-fe1f96576b97\"], \"total_duration\": 7495.0, \"total_sessions\": 11, \"mean_week_duration\": 33.914}, \"80320\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-26 16:04:00.000000+00:00\", \"2022-03-09 08:14:48.000000+00:00\", \"2020-01-20 05:07:43.000000+00:00\", \"2020-07-22 22:32:30.000000+00:00\"], \"session_ids\": [\"d162fe69-57aa-460a-9c2c-af02120c57d6\", \"564ae4e4-2d75-4951-b381-276d26acdded\", \"9a58e5ed-009b-44a3-8279-f9ba6fe1a705\", \"d6070557-8c77-49dc-9236-c5ed28dd4c89\"], \"total_duration\": 55.0, \"total_sessions\": 4, \"mean_week_duration\": 0.43}, \"32439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-19 19:39:26.000000+00:00\", \"2023-03-22 15:26:26.000000+00:00\"], \"session_ids\": [\"ba0e4fe0-4806-4527-b65a-e51e671bfbce\", \"735ae75b-0b2c-4374-babc-b0814eb4d49d\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Hanoi, Beijing, Tegucigalpa, Helsinki, Karachi, Tokyo, Kingston"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Hanoi\", \"Beijing\", \"Tegucigalpa\", \"Helsinki\", \"Karachi\", \"Tokyo\", \"Kingston\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"27501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-13 01:15:18.000000+00:00\", \"2021-03-09 09:20:54.000000+00:00\", \"2020-10-08 01:23:52.000000+00:00\", \"2022-12-02 23:45:49.000000+00:00\", \"2023-02-12 02:17:28.000000+00:00\", \"2020-09-06 01:37:36.000000+00:00\", \"2019-09-10 18:14:37.000000+00:00\", \"2019-11-29 06:08:44.000000+00:00\"], \"session_ids\": [\"46ca0218-7ef3-4035-9a36-9b6c230ee692\", \"570bceed-8c4d-49ce-9f90-94bbdec7102f\", \"6fcf43eb-d76e-4910-8efc-1844fb833e36\", \"8e3493b7-9358-4152-8aa7-23cdff35034e\", \"d0349c7f-0951-4887-b263-181b3c3b9ba3\", \"ba21ee41-5127-438e-bee2-b68ac26c8d76\", \"01d63803-cf2d-41e9-b673-1930f57330a7\", \"b56ff258-0a4c-41e8-94fb-ceffb2ba54af\"], \"total_duration\": 3379.0, \"total_sessions\": 8, \"mean_week_duration\": 18.877}}\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[{\"27501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-13 01:15:18.000000+00:00\", \"2021-03-09 09:20:54.000000+00:00\", \"2020-10-08 01:23:52.000000+00:00\", \"2022-12-02 23:45:49.000000+00:00\", \"2023-02-12 02:17:28.000000+00:00\", \"2020-09-06 01:37:36.000000+00:00\", \"2019-09-10 18:14:37.000000+00:00\", \"2019-11-29 06:08:44.000000+00:00\"], \"session_ids\": [\"46ca0218-7ef3-4035-9a36-9b6c230ee692\", \"570bceed-8c4d-49ce-9f90-94bbdec7102f\", \"6fcf43eb-d76e-4910-8efc-1844fb833e36\", \"8e3493b7-9358-4152-8aa7-23cdff35034e\", \"d0349c7f-0951-4887-b263-181b3c3b9ba3\", \"ba21ee41-5127-438e-bee2-b68ac26c8d76\", \"01d63803-cf2d-41e9-b673-1930f57330a7\", \"b56ff258-0a4c-41e8-94fb-ceffb2ba54af\"], \"total_duration\": 3379.0, \"total_sessions\": 8, \"mean_week_duration\": 18.877}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 7 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"27501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-13 01:15:18.000000+00:00\", \"2021-03-09 09:20:54.000000+00:00\", \"2020-10-08 01:23:52.000000+00:00\", \"2022-12-02 23:45:49.000000+00:00\", \"2023-02-12 02:17:28.000000+00:00\", \"2020-09-06 01:37:36.000000+00:00\", \"2019-09-10 18:14:37.000000+00:00\", \"2019-11-29 06:08:44.000000+00:00\"], \"session_ids\": [\"46ca0218-7ef3-4035-9a36-9b6c230ee692\", \"570bceed-8c4d-49ce-9f90-94bbdec7102f\", \"6fcf43eb-d76e-4910-8efc-1844fb833e36\", \"8e3493b7-9358-4152-8aa7-23cdff35034e\", \"d0349c7f-0951-4887-b263-181b3c3b9ba3\", \"ba21ee41-5127-438e-bee2-b68ac26c8d76\", \"01d63803-cf2d-41e9-b673-1930f57330a7\", \"b56ff258-0a4c-41e8-94fb-ceffb2ba54af\"], \"total_duration\": 3379.0, \"total_sessions\": 8, \"mean_week_duration\": 18.877}}]\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[{\"27501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-13 01:15:18.000000+00:00\", \"2021-03-09 09:20:54.000000+00:00\", \"2020-10-08 01:23:52.000000+00:00\", \"2022-12-02 23:45:49.000000+00:00\", \"2023-02-12 02:17:28.000000+00:00\", \"2020-09-06 01:37:36.000000+00:00\", \"2019-09-10 18:14:37.000000+00:00\", \"2019-11-29 06:08:44.000000+00:00\"], \"session_ids\": [\"46ca0218-7ef3-4035-9a36-9b6c230ee692\", \"570bceed-8c4d-49ce-9f90-94bbdec7102f\", \"6fcf43eb-d76e-4910-8efc-1844fb833e36\", \"8e3493b7-9358-4152-8aa7-23cdff35034e\", \"d0349c7f-0951-4887-b263-181b3c3b9ba3\", \"ba21ee41-5127-438e-bee2-b68ac26c8d76\", \"01d63803-cf2d-41e9-b673-1930f57330a7\", \"b56ff258-0a4c-41e8-94fb-ceffb2ba54af\"], \"total_duration\": 3379.0, \"total_sessions\": 8, \"mean_week_duration\": 18.877}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on 4 users I can find living in city Athens + sort by city_name in desc order , moreover show me only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"60294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-12 19:23:42.000000+00:00\", \"2019-02-03 12:55:33.000000+00:00\"], \"session_ids\": [\"b64d53aa-4aff-468e-b640-db6695303cd5\", \"ba72d681-b8e8-48e0-a2dd-bed48d2646ae\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.111}, \"72533\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-21 22:36:31.000000+00:00\", \"2020-08-08 07:05:35.000000+00:00\"], \"session_ids\": [\"90497ce9-45ed-465b-9c90-c0da78a4ee0d\", \"1387b665-8de7-4e36-8b9b-7f2070b0f10e\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 4.988}, \"97767\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-15 16:09:40.000000+00:00\", \"2021-01-07 17:26:47.000000+00:00\", \"2022-08-25 01:47:32.000000+00:00\", \"2019-04-29 21:01:32.000000+00:00\"], \"session_ids\": [\"6682debe-801d-4dfe-8326-04857b02c8cc\", \"420dbae9-9149-4e35-9c4a-975764622449\", \"17962410-ffd5-4ca6-b979-a9f39a7dd4f6\", \"c32966ad-4679-4b2c-a642-bb9898f951bf\"], \"total_duration\": 974.0, \"total_sessions\": 4, \"mean_week_duration\": 5.598}, \"73271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-19 11:20:45.000000+00:00\", \"2022-01-03 14:27:21.000000+00:00\", \"2022-01-09 07:35:03.000000+00:00\", \"2022-11-14 02:07:22.000000+00:00\"], \"session_ids\": [\"615b28f8-0f8b-437c-bdef-52459ac1d68d\", \"e1471d04-38f0-4502-8d64-42911cccdb98\", \"3bd0c7b0-a32e-43a5-af69-b1033558df9c\", \"74491c1e-4751-4a04-9b6a-5ee635c62091\"], \"total_duration\": 333.0, \"total_sessions\": 4, \"mean_week_duration\": 2.846}, \"21725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-22 22:59:45.000000+00:00\", \"2019-05-21 10:55:18.000000+00:00\", \"2023-02-27 22:31:33.000000+00:00\", \"2020-10-06 14:35:15.000000+00:00\"], \"session_ids\": [\"280ba579-9173-44da-9fc4-11f5f3180208\", \"e5c729a2-c16d-4f09-8138-eb4cafe2eda0\", \"1646f33e-0c44-4ecf-b4c2-ea7c1e97b5a4\", \"ca92c5a7-8c6e-4a06-81bf-75596f011339\"], \"total_duration\": 140.0, \"total_sessions\": 4, \"mean_week_duration\": 0.711}, \"99351\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-05-04 17:25:35.000000+00:00\", \"2021-07-09 11:40:19.000000+00:00\"], \"session_ids\": [\"8d444974-de04-427a-bcd7-6e008ec1b060\", \"9a8e0972-e4db-4976-9e88-d1ec6f97722b\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}, \"30248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-14 04:05:31.000000+00:00\", \"2021-10-19 15:21:37.000000+00:00\"], \"session_ids\": [\"1412b48a-f530-436d-ad7d-973d5d245fa0\", \"d044c952-aa3c-4302-b40d-2e6c003d42cd\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 4.109}, \"50892\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 5, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-18 21:33:41.000000+00:00\", \"2019-02-17 18:44:50.000000+00:00\", \"2022-05-21 21:11:58.000000+00:00\", \"2019-03-07 13:31:33.000000+00:00\", \"2021-07-01 07:50:50.000000+00:00\"], \"session_ids\": [\"3b9fb54a-ff3a-420f-9b88-3d5ba7b37769\", \"33d4d104-1239-4a60-9ee7-fdcb45fd877a\", \"cf0ba0ac-01a6-4b27-bfd6-57f7d535808c\", \"837a71cb-b438-4f33-bb9d-25198b256d94\", \"eb499157-35b1-462a-a9c5-bbe0d8b2db58\"], \"total_duration\": 1943.0, \"total_sessions\": 5, \"mean_week_duration\": 10.855}, \"34034\": {\"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\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-03-01 09:02:48.000000+00:00\", \"2022-03-20 10:55:46.000000+00:00\"], \"session_ids\": [\"a4bffab6-8df6-49a8-b507-d26b2fbaa039\", \"13e24c51-0917-4937-a741-16614f89b484\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 76.667}, \"67830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-05 05:30:13.000000+00:00\", \"2023-02-07 02:56:12.000000+00:00\"], \"session_ids\": [\"0cef1eac-ffcb-494b-862e-5ad2959b1b65\", \"de732666-864c-47f5-a275-98a00682a228\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 5.065}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is Athens"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Athens\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about 5 users whose duration of sessions per week is same as 2 in addition sort by duration summation form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"23981\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-04 05:10:28.000000+00:00\", \"2022-06-22 03:14:13.000000+00:00\"], \"session_ids\": [\"20eb3c09-1f2b-418a-8346-16e5c58d212c\", \"9b1ef434-1062-4189-b814-0d59639efef0\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.534}, \"63420\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-02 17:34:28.000000+00:00\", \"2022-02-13 16:14:01.000000+00:00\"], \"session_ids\": [\"0f51339d-0d05-4e32-9216-ac98491cc63b\", \"a25664aa-f076-4d61-a572-6f07a1a64b45\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 9.826}, \"92548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-23 03:42:32.000000+00:00\", \"2019-03-01 21:08:42.000000+00:00\", \"2022-04-04 09:33:07.000000+00:00\", \"2021-01-09 10:55:07.000000+00:00\", \"2021-12-07 11:33:35.000000+00:00\"], \"session_ids\": [\"931097f5-fdf3-4832-ba6d-25fc2f485337\", \"5a27dc08-43b9-4116-9a4e-ae029ca9f328\", \"61487134-e3aa-4c06-aedc-fe8d34469c71\", \"501ea496-ca91-403b-8ce0-7a522f7027dc\", \"328d1d03-27f3-456b-9bf0-0892a827daf7\"], \"total_duration\": 1865.0, \"total_sessions\": 5, \"mean_week_duration\": 11.512}, \"23928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-03 22:23:29.000000+00:00\", \"2022-06-02 16:50:58.000000+00:00\"], \"session_ids\": [\"6f05893c-f2b2-40ee-95f3-7a9389e726d0\", \"6c58198c-7b24-4e7f-8878-316d6f05e485\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 6.818}, \"32564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-01-06 16:16:35.000000+00:00\", \"2020-05-19 20:30:32.000000+00:00\"], \"session_ids\": [\"a920e393-3302-48ab-8d5d-98fbc42bf615\", \"e6640b8a-8783-4518-aff7-aa74be5d7dee\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"14617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-06-07 18:55:09.000000+00:00\", \"2020-02-07 17:46:53.000000+00:00\"], \"session_ids\": [\"0cc4d146-fee5-4e72-b3bc-34dd449bb723\", \"eb5d65d0-3374-4538-9090-b956654b20de\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 2.546}, \"65972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-30 00:54:51.000000+00:00\", \"2023-04-10 01:48:27.000000+00:00\"], \"session_ids\": [\"7dab0c04-04c7-4c13-8815-8b05fcb981bc\", \"f07201ec-ec7a-40bd-b515-acc3da21257c\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.843}, \"45859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 01:50:06.000000+00:00\", \"2023-01-26 16:24:46.000000+00:00\", \"2022-07-11 00:53:26.000000+00:00\", \"2019-05-28 14:10:51.000000+00:00\"], \"session_ids\": [\"390764ef-55af-4334-85e6-909943d7ea05\", \"7cd02acb-df12-48ad-936f-3288b5e477bd\", \"37bb8fd3-2f4d-4c7e-9dec-3daa6b90a879\", \"3d3be70f-01f0-4c43-9230-c0dad075552b\"], \"total_duration\": 365.0, \"total_sessions\": 4, \"mean_week_duration\": 1.881}, \"13026\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-15 11:12:07.000000+00:00\", \"2023-04-02 21:20:00.000000+00:00\"], \"session_ids\": [\"b0f9cf3b-90b0-4a0a-ac67-ed15a234225c\", \"be9a80ad-1945-4a0e-bab4-d11a7a3a0a15\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 6.026}, \"95748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-04-24 15:30:46.000000+00:00\", \"2019-06-11 14:33:34.000000+00:00\"], \"session_ids\": [\"e1accc8a-2304-42a9-8b06-20cf7244d84f\", \"5bdb91e1-12ee-4032-a38a-924bd5eb7794\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 4.286}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 34]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to 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": "Display 3 users pieces of information whose quantity of sessions exceeds 3 while staying below 6, exclusively 3 also sort by duration summation in desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"23979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-30 12:52:18.000000+00:00\", \"2022-10-11 19:51:14.000000+00:00\", \"2022-01-16 18:45:57.000000+00:00\", \"2022-10-13 21:16:15.000000+00:00\"], \"session_ids\": [\"3ecb11d2-4e32-491d-80f2-b7379afc0eca\", \"f365a51c-de80-4900-83d3-ab0a1aeb2101\", \"135eab81-48e3-4cc7-90b7-de3bc1b6b899\", \"c1f365b5-0d1c-40ef-8b1a-a121cd9786d2\"], \"total_duration\": 387.0, \"total_sessions\": 4, \"mean_week_duration\": 7.167}, \"66697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-12 07:03:05.000000+00:00\", \"2022-07-14 05:24:23.000000+00:00\"], \"session_ids\": [\"df6ad42a-959b-4e22-b096-493c7c155ac4\", \"1e193816-7168-48a3-8a5d-bd498875ac54\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}, \"3331\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-24 18:22:20.000000+00:00\", \"2020-07-14 21:37:53.000000+00:00\", \"2023-05-26 14:26:18.000000+00:00\", \"2019-07-25 13:40:56.000000+00:00\", \"2023-05-18 18:28:06.000000+00:00\", \"2022-02-08 12:51:40.000000+00:00\", \"2020-12-13 23:50:37.000000+00:00\", \"2022-01-17 12:43:33.000000+00:00\", \"2022-08-27 12:24:20.000000+00:00\"], \"session_ids\": [\"c10c58c8-dbd7-4dcd-be35-3791e02ea2f4\", \"76b7b27f-5092-419b-b831-0adc80a85a68\", \"4ed67e7c-7bd9-4db6-bd06-f3700a65617c\", \"0bc4dd62-0695-41cc-a513-9e6dd05423b4\", \"e43d7b28-2ba1-4a8a-a633-81c37d0ef36c\", \"d50a351d-265e-4220-bae0-928faeb8b887\", \"8c656af2-3c88-43a4-aedc-34a3cf53554d\", \"5089e650-054b-4576-98ec-1ced72164f38\", \"092079bf-c3f1-407a-9dcd-03da41e87e65\"], \"total_duration\": 3782.0, \"total_sessions\": 9, \"mean_week_duration\": 18.816}, \"28250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-11 17:27:14.000000+00:00\", \"2020-02-04 10:33:47.000000+00:00\", \"2019-02-08 12:07:52.000000+00:00\", \"2023-03-13 04:36:18.000000+00:00\", \"2022-11-21 08:32:32.000000+00:00\", \"2022-05-09 12:27:05.000000+00:00\", \"2019-06-28 03:08:43.000000+00:00\"], \"session_ids\": [\"42ef8f8d-2547-4f1c-b8ba-bc727b335484\", \"34d8e424-8d48-4048-8adc-6577ee3fa026\", \"7b6f3ca7-a4f8-4169-9287-afa77ccee32f\", \"a7911f91-d2b8-461c-86b1-f336043da745\", \"b518eddf-87bb-4c1a-9b22-aa525256dcd0\", \"b1ab1e23-0324-4b6e-b843-1535faf8c036\", \"22be3a6a-e1e9-44c9-868d-c0aa6a06a3b0\"], \"total_duration\": 3538.0, \"total_sessions\": 7, \"mean_week_duration\": 16.533}, \"64039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-28 06:53:16.000000+00:00\", \"2020-07-12 13:25:01.000000+00:00\", \"2019-12-08 02:54:41.000000+00:00\", \"2022-12-07 17:11:56.000000+00:00\"], \"session_ids\": [\"434b4eb0-f07f-4f49-8350-640c06cb3ef4\", \"4259728a-a8db-4237-bd48-62089ff39027\", \"4bc63bcc-4015-460d-af0c-4b16d182c283\", \"29fcdce8-53cd-410e-9632-93c987fdc184\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.534}, \"65395\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-07 11:56:21.000000+00:00\", \"2019-11-30 12:03:03.000000+00:00\", \"2021-04-24 19:47:33.000000+00:00\", \"2022-12-13 18:36:00.000000+00:00\"], \"session_ids\": [\"acf04dff-fb05-4d1a-b50e-019c8d2d3eba\", \"6708d51c-f412-4f90-b668-cea589cbca23\", \"37da6e0a-7f27-4eb7-abeb-1cd86c005949\", \"2b6cbffc-bcdf-46bc-8fe6-a68f7ab8b32e\"], \"total_duration\": 232.0, \"total_sessions\": 4, \"mean_week_duration\": 1.459}, \"18835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-19 16:30:47.000000+00:00\", \"2019-08-15 15:28:23.000000+00:00\"], \"session_ids\": [\"88430da5-ebe9-4340-9098-c785dfbdec10\", \"4c72aef3-1f60-4a2b-8efd-387e25ac3376\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.365}, \"89519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-25 08:59:22.000000+00:00\", \"2020-12-05 03:22:26.000000+00:00\"], \"session_ids\": [\"da1518c9-6278-4e42-aec9-05a522063063\", \"b95da0c7-2a53-4eae-9ef5-a5ceb190d242\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"71736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-01-26 21:03:29.000000+00:00\", \"2021-04-23 01:47:42.000000+00:00\"], \"session_ids\": [\"32f2dadb-cae7-49d3-9d32-5617ab56caab\", \"be6190a7-7af8-46ae-a82d-8c756afdfbbe\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.248}, \"15801\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-08 16:40:16.000000+00:00\", \"2021-10-14 05:53:55.000000+00:00\", \"2022-06-19 13:59:11.000000+00:00\", \"2020-10-18 20:42:23.000000+00:00\", \"2020-06-26 03:55:44.000000+00:00\", \"2019-03-07 06:09:25.000000+00:00\", \"2022-12-01 01:05:14.000000+00:00\", \"2020-03-28 20:02:43.000000+00:00\", \"2020-04-13 21:36:41.000000+00:00\", \"2021-02-18 21:10:04.000000+00:00\"], \"session_ids\": [\"d8463f54-2c87-4c4c-910f-8b7f27fc1713\", \"49349de5-0a3a-4069-82b3-834d2c368b3e\", \"49c58036-4537-4620-a803-61fdfa6f3e9d\", \"bc2b281f-1117-414f-86c3-d83a8c6b9697\", \"077f52dc-9cce-444c-a70e-64cb22eec3c6\", \"fc127d4c-61f1-440f-99bf-3b481cae847c\", \"6efac69b-d566-483d-bdb3-522b8328eb27\", \"050d406c-cfa2-42d5-b09c-ba701e71af21\", \"e4e671fd-9464-4617-aece-b36170b3088f\", \"08b5f382-b1f4-41e8-a69b-8d885de087ad\"], \"total_duration\": 35072.0, \"total_sessions\": 10, \"mean_week_duration\": 179.856}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are greater than 3 and are equal or less than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"23979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-30 12:52:18.000000+00:00\", \"2022-10-11 19:51:14.000000+00:00\", \"2022-01-16 18:45:57.000000+00:00\", \"2022-10-13 21:16:15.000000+00:00\"], \"session_ids\": [\"3ecb11d2-4e32-491d-80f2-b7379afc0eca\", \"f365a51c-de80-4900-83d3-ab0a1aeb2101\", \"135eab81-48e3-4cc7-90b7-de3bc1b6b899\", \"c1f365b5-0d1c-40ef-8b1a-a121cd9786d2\"], \"total_duration\": 387.0, \"total_sessions\": 4, \"mean_week_duration\": 7.167}, \"64039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-28 06:53:16.000000+00:00\", \"2020-07-12 13:25:01.000000+00:00\", \"2019-12-08 02:54:41.000000+00:00\", \"2022-12-07 17:11:56.000000+00:00\"], \"session_ids\": [\"434b4eb0-f07f-4f49-8350-640c06cb3ef4\", \"4259728a-a8db-4237-bd48-62089ff39027\", \"4bc63bcc-4015-460d-af0c-4b16d182c283\", \"29fcdce8-53cd-410e-9632-93c987fdc184\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.534}, \"65395\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-07 11:56:21.000000+00:00\", \"2019-11-30 12:03:03.000000+00:00\", \"2021-04-24 19:47:33.000000+00:00\", \"2022-12-13 18:36:00.000000+00:00\"], \"session_ids\": [\"acf04dff-fb05-4d1a-b50e-019c8d2d3eba\", \"6708d51c-f412-4f90-b668-cea589cbca23\", \"37da6e0a-7f27-4eb7-abeb-1cd86c005949\", \"2b6cbffc-bcdf-46bc-8fe6-a68f7ab8b32e\"], \"total_duration\": 232.0, \"total_sessions\": 4, \"mean_week_duration\": 1.459}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"23979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-30 12:52:18.000000+00:00\", \"2022-10-11 19:51:14.000000+00:00\", \"2022-01-16 18:45:57.000000+00:00\", \"2022-10-13 21:16:15.000000+00:00\"], \"session_ids\": [\"3ecb11d2-4e32-491d-80f2-b7379afc0eca\", \"f365a51c-de80-4900-83d3-ab0a1aeb2101\", \"135eab81-48e3-4cc7-90b7-de3bc1b6b899\", \"c1f365b5-0d1c-40ef-8b1a-a121cd9786d2\"], \"total_duration\": 387.0, \"total_sessions\": 4, \"mean_week_duration\": 7.167}}, {\"65395\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-07 11:56:21.000000+00:00\", \"2019-11-30 12:03:03.000000+00:00\", \"2021-04-24 19:47:33.000000+00:00\", \"2022-12-13 18:36:00.000000+00:00\"], \"session_ids\": [\"acf04dff-fb05-4d1a-b50e-019c8d2d3eba\", \"6708d51c-f412-4f90-b668-cea589cbca23\", \"37da6e0a-7f27-4eb7-abeb-1cd86c005949\", \"2b6cbffc-bcdf-46bc-8fe6-a68f7ab8b32e\"], \"total_duration\": 232.0, \"total_sessions\": 4, \"mean_week_duration\": 1.459}}, {\"64039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-28 06:53:16.000000+00:00\", \"2020-07-12 13:25:01.000000+00:00\", \"2019-12-08 02:54:41.000000+00:00\", \"2022-12-07 17:11:56.000000+00:00\"], \"session_ids\": [\"434b4eb0-f07f-4f49-8350-640c06cb3ef4\", \"4259728a-a8db-4237-bd48-62089ff39027\", \"4bc63bcc-4015-460d-af0c-4b16d182c283\", \"29fcdce8-53cd-410e-9632-93c987fdc184\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.534}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"23979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-30 12:52:18.000000+00:00\", \"2022-10-11 19:51:14.000000+00:00\", \"2022-01-16 18:45:57.000000+00:00\", \"2022-10-13 21:16:15.000000+00:00\"], \"session_ids\": [\"3ecb11d2-4e32-491d-80f2-b7379afc0eca\", \"f365a51c-de80-4900-83d3-ab0a1aeb2101\", \"135eab81-48e3-4cc7-90b7-de3bc1b6b899\", \"c1f365b5-0d1c-40ef-8b1a-a121cd9786d2\"], \"total_duration\": 387.0, \"total_sessions\": 4, \"mean_week_duration\": 7.167}}, {\"65395\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-07 11:56:21.000000+00:00\", \"2019-11-30 12:03:03.000000+00:00\", \"2021-04-24 19:47:33.000000+00:00\", \"2022-12-13 18:36:00.000000+00:00\"], \"session_ids\": [\"acf04dff-fb05-4d1a-b50e-019c8d2d3eba\", \"6708d51c-f412-4f90-b668-cea589cbca23\", \"37da6e0a-7f27-4eb7-abeb-1cd86c005949\", \"2b6cbffc-bcdf-46bc-8fe6-a68f7ab8b32e\"], \"total_duration\": 232.0, \"total_sessions\": 4, \"mean_week_duration\": 1.459}}, {\"64039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-28 06:53:16.000000+00:00\", \"2020-07-12 13:25:01.000000+00:00\", \"2019-12-08 02:54:41.000000+00:00\", \"2022-12-07 17:11:56.000000+00:00\"], \"session_ids\": [\"434b4eb0-f07f-4f49-8350-640c06cb3ef4\", \"4259728a-a8db-4237-bd48-62089ff39027\", \"4bc63bcc-4015-460d-af0c-4b16d182c283\", \"29fcdce8-53cd-410e-9632-93c987fdc184\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.534}}]\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[{\"23979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-30 12:52:18.000000+00:00\", \"2022-10-11 19:51:14.000000+00:00\", \"2022-01-16 18:45:57.000000+00:00\", \"2022-10-13 21:16:15.000000+00:00\"], \"session_ids\": [\"3ecb11d2-4e32-491d-80f2-b7379afc0eca\", \"f365a51c-de80-4900-83d3-ab0a1aeb2101\", \"135eab81-48e3-4cc7-90b7-de3bc1b6b899\", \"c1f365b5-0d1c-40ef-8b1a-a121cd9786d2\"], \"total_duration\": 387.0, \"total_sessions\": 4, \"mean_week_duration\": 7.167}}, {\"65395\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-07 11:56:21.000000+00:00\", \"2019-11-30 12:03:03.000000+00:00\", \"2021-04-24 19:47:33.000000+00:00\", \"2022-12-13 18:36:00.000000+00:00\"], \"session_ids\": [\"acf04dff-fb05-4d1a-b50e-019c8d2d3eba\", \"6708d51c-f412-4f90-b668-cea589cbca23\", \"37da6e0a-7f27-4eb7-abeb-1cd86c005949\", \"2b6cbffc-bcdf-46bc-8fe6-a68f7ab8b32e\"], \"total_duration\": 232.0, \"total_sessions\": 4, \"mean_week_duration\": 1.459}}, {\"64039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-28 06:53:16.000000+00:00\", \"2020-07-12 13:25:01.000000+00:00\", \"2019-12-08 02:54:41.000000+00:00\", \"2022-12-07 17:11:56.000000+00:00\"], \"session_ids\": [\"434b4eb0-f07f-4f49-8350-640c06cb3ef4\", \"4259728a-a8db-4237-bd48-62089ff39027\", \"4bc63bcc-4015-460d-af0c-4b16d182c283\", \"29fcdce8-53cd-410e-9632-93c987fdc184\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.534}}]\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 users with a count of sessions that is above 2 and below 7, exclusive 2 inclusive 7 and in addition carry out sorting by overall total duration form the highest to the lowest additionaly display me only 4 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{\"82413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-11 07:59:40.000000+00:00\", \"2019-05-12 02:18:32.000000+00:00\"], \"session_ids\": [\"cc3a3085-4e47-4184-ae91-b415ff1c25f9\", \"2cf9b84d-54af-40a2-99f4-e5c073d90a6a\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.107}, \"7859\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-04 06:20:32.000000+00:00\", \"2019-12-04 04:03:19.000000+00:00\"], \"session_ids\": [\"4f955247-4bd0-4ba9-976c-683736e375f7\", \"a6a85737-7ca8-41a0-a22b-cd94fd07abdf\"], \"total_duration\": 264.0, \"total_sessions\": 2, \"mean_week_duration\": 1.682}, \"85951\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-26 01:36:19.000000+00:00\", \"2021-08-02 06:49:26.000000+00:00\"], \"session_ids\": [\"551ed815-981a-4382-afda-a4a257598519\", \"682b40f3-e7d3-409b-a98a-4c79f179001e\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.427}, \"91745\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-18 06:44:11.000000+00:00\", \"2019-11-17 14:43:31.000000+00:00\", \"2019-07-11 08:11:05.000000+00:00\", \"2021-04-12 08:45:52.000000+00:00\", \"2020-12-25 19:46:20.000000+00:00\", \"2019-11-28 22:13:20.000000+00:00\", \"2020-05-02 15:14:33.000000+00:00\", \"2022-06-04 05:15:50.000000+00:00\"], \"session_ids\": [\"0d0a3e99-5d23-4252-9c2e-9891cf9a030c\", \"326207f5-2d2a-458b-af34-4afc0d1f877d\", \"45944e18-e9ea-451b-8e23-a627818360d6\", \"62550a1e-98ee-4802-9f9a-f0ff26cd23fb\", \"b6240384-80bc-4d67-81c9-6ba69e0eea03\", \"d37d13b5-143e-4345-a309-18f46ebad80c\", \"3d6f0d31-2c0d-4ae2-a3e4-b7dfb387811f\", \"205a642c-4f1e-4d38-80b0-63bd7199f20b\"], \"total_duration\": 530.0, \"total_sessions\": 8, \"mean_week_duration\": 3.487}, \"96444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-11 20:06:46.000000+00:00\", \"2021-08-24 22:18:49.000000+00:00\"], \"session_ids\": [\"afa9c9ff-b1ad-4bf3-9e06-8e95d2fd8715\", \"dd5facb0-62e8-48cb-97c5-2ff7379ba0a9\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 4.633}, \"58454\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-06-15 20:45:46.000000+00:00\", \"2022-10-21 01:43:04.000000+00:00\"], \"session_ids\": [\"8b7b74e9-f234-4631-89bb-32b42c0af723\", \"4690c346-63e5-486c-8ce9-d33573044185\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.699}, \"39293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-06-15 02:51:26.000000+00:00\", \"2023-03-13 07:37:14.000000+00:00\", \"2019-08-28 01:45:35.000000+00:00\"], \"session_ids\": [\"19a844b6-7e45-4a7c-86ef-9bf1e7b02ae8\", \"6d3fb85a-e45f-45a7-ad22-f9125dc465f3\", \"efea6b15-6dc7-40d5-b4da-606281513e8e\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 4.562}, \"37323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-26 19:35:48.000000+00:00\", \"2022-11-05 04:49:12.000000+00:00\", \"2019-05-20 16:07:26.000000+00:00\"], \"session_ids\": [\"dc704995-5856-4cb2-a926-7dd8129fe44c\", \"61034df2-7834-4983-a9dd-3bc7cd8f7a72\", \"df528448-e5fc-4084-ae7b-a888085f0634\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.166}, \"16070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-06 14:11:14.000000+00:00\", \"2022-09-24 12:38:42.000000+00:00\", \"2021-06-29 09:11:03.000000+00:00\", \"2020-12-23 12:04:06.000000+00:00\", \"2020-07-03 07:13:52.000000+00:00\"], \"session_ids\": [\"0971d644-e31e-4a56-8884-02bef6ea4fc9\", \"ca310534-b470-45d3-8405-b7d5faf4fec2\", \"27edc22a-6ed9-402a-a8cd-c4a85de3da7b\", \"95a7c41d-3ddb-4a55-910a-a9655bdb951a\", \"7a22ae5c-9569-468e-888c-4dc92e0c61e5\"], \"total_duration\": 449.0, \"total_sessions\": 5, \"mean_week_duration\": 3.805}, \"31207\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-28 07:26:59.000000+00:00\", \"2020-12-28 01:03:55.000000+00:00\", \"2019-06-22 07:46:42.000000+00:00\"], \"session_ids\": [\"31df8c6b-145d-45ce-9809-8fbd585295d9\", \"8de37bc1-dd21-4ec4-b5da-ebf9424ced0c\", \"2031f6a9-bad9-40dd-b8f9-606131b3b3e0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.75}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2 and are equal or less than 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"39293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-06-15 02:51:26.000000+00:00\", \"2023-03-13 07:37:14.000000+00:00\", \"2019-08-28 01:45:35.000000+00:00\"], \"session_ids\": [\"19a844b6-7e45-4a7c-86ef-9bf1e7b02ae8\", \"6d3fb85a-e45f-45a7-ad22-f9125dc465f3\", \"efea6b15-6dc7-40d5-b4da-606281513e8e\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 4.562}, \"37323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-26 19:35:48.000000+00:00\", \"2022-11-05 04:49:12.000000+00:00\", \"2019-05-20 16:07:26.000000+00:00\"], \"session_ids\": [\"dc704995-5856-4cb2-a926-7dd8129fe44c\", \"61034df2-7834-4983-a9dd-3bc7cd8f7a72\", \"df528448-e5fc-4084-ae7b-a888085f0634\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.166}, \"16070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-06 14:11:14.000000+00:00\", \"2022-09-24 12:38:42.000000+00:00\", \"2021-06-29 09:11:03.000000+00:00\", \"2020-12-23 12:04:06.000000+00:00\", \"2020-07-03 07:13:52.000000+00:00\"], \"session_ids\": [\"0971d644-e31e-4a56-8884-02bef6ea4fc9\", \"ca310534-b470-45d3-8405-b7d5faf4fec2\", \"27edc22a-6ed9-402a-a8cd-c4a85de3da7b\", \"95a7c41d-3ddb-4a55-910a-a9655bdb951a\", \"7a22ae5c-9569-468e-888c-4dc92e0c61e5\"], \"total_duration\": 449.0, \"total_sessions\": 5, \"mean_week_duration\": 3.805}, \"31207\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-28 07:26:59.000000+00:00\", \"2020-12-28 01:03:55.000000+00:00\", \"2019-06-22 07:46:42.000000+00:00\"], \"session_ids\": [\"31df8c6b-145d-45ce-9809-8fbd585295d9\", \"8de37bc1-dd21-4ec4-b5da-ebf9424ced0c\", \"2031f6a9-bad9-40dd-b8f9-606131b3b3e0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.75}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"39293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-06-15 02:51:26.000000+00:00\", \"2023-03-13 07:37:14.000000+00:00\", \"2019-08-28 01:45:35.000000+00:00\"], \"session_ids\": [\"19a844b6-7e45-4a7c-86ef-9bf1e7b02ae8\", \"6d3fb85a-e45f-45a7-ad22-f9125dc465f3\", \"efea6b15-6dc7-40d5-b4da-606281513e8e\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 4.562}}, {\"16070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-06 14:11:14.000000+00:00\", \"2022-09-24 12:38:42.000000+00:00\", \"2021-06-29 09:11:03.000000+00:00\", \"2020-12-23 12:04:06.000000+00:00\", \"2020-07-03 07:13:52.000000+00:00\"], \"session_ids\": [\"0971d644-e31e-4a56-8884-02bef6ea4fc9\", \"ca310534-b470-45d3-8405-b7d5faf4fec2\", \"27edc22a-6ed9-402a-a8cd-c4a85de3da7b\", \"95a7c41d-3ddb-4a55-910a-a9655bdb951a\", \"7a22ae5c-9569-468e-888c-4dc92e0c61e5\"], \"total_duration\": 449.0, \"total_sessions\": 5, \"mean_week_duration\": 3.805}}, {\"31207\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-28 07:26:59.000000+00:00\", \"2020-12-28 01:03:55.000000+00:00\", \"2019-06-22 07:46:42.000000+00:00\"], \"session_ids\": [\"31df8c6b-145d-45ce-9809-8fbd585295d9\", \"8de37bc1-dd21-4ec4-b5da-ebf9424ced0c\", \"2031f6a9-bad9-40dd-b8f9-606131b3b3e0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.75}}, {\"37323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-26 19:35:48.000000+00:00\", \"2022-11-05 04:49:12.000000+00:00\", \"2019-05-20 16:07:26.000000+00:00\"], \"session_ids\": [\"dc704995-5856-4cb2-a926-7dd8129fe44c\", \"61034df2-7834-4983-a9dd-3bc7cd8f7a72\", \"df528448-e5fc-4084-ae7b-a888085f0634\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.166}}]\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[{\"39293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-06-15 02:51:26.000000+00:00\", \"2023-03-13 07:37:14.000000+00:00\", \"2019-08-28 01:45:35.000000+00:00\"], \"session_ids\": [\"19a844b6-7e45-4a7c-86ef-9bf1e7b02ae8\", \"6d3fb85a-e45f-45a7-ad22-f9125dc465f3\", \"efea6b15-6dc7-40d5-b4da-606281513e8e\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 4.562}}, {\"16070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-06 14:11:14.000000+00:00\", \"2022-09-24 12:38:42.000000+00:00\", \"2021-06-29 09:11:03.000000+00:00\", \"2020-12-23 12:04:06.000000+00:00\", \"2020-07-03 07:13:52.000000+00:00\"], \"session_ids\": [\"0971d644-e31e-4a56-8884-02bef6ea4fc9\", \"ca310534-b470-45d3-8405-b7d5faf4fec2\", \"27edc22a-6ed9-402a-a8cd-c4a85de3da7b\", \"95a7c41d-3ddb-4a55-910a-a9655bdb951a\", \"7a22ae5c-9569-468e-888c-4dc92e0c61e5\"], \"total_duration\": 449.0, \"total_sessions\": 5, \"mean_week_duration\": 3.805}}, {\"31207\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-28 07:26:59.000000+00:00\", \"2020-12-28 01:03:55.000000+00:00\", \"2019-06-22 07:46:42.000000+00:00\"], \"session_ids\": [\"31df8c6b-145d-45ce-9809-8fbd585295d9\", \"8de37bc1-dd21-4ec4-b5da-ebf9424ced0c\", \"2031f6a9-bad9-40dd-b8f9-606131b3b3e0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.75}}, {\"37323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-26 19:35:48.000000+00:00\", \"2022-11-05 04:49:12.000000+00:00\", \"2019-05-20 16:07:26.000000+00:00\"], \"session_ids\": [\"dc704995-5856-4cb2-a926-7dd8129fe44c\", \"61034df2-7834-4983-a9dd-3bc7cd8f7a72\", \"df528448-e5fc-4084-ae7b-a888085f0634\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.166}}]\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[{\"39293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-06-15 02:51:26.000000+00:00\", \"2023-03-13 07:37:14.000000+00:00\", \"2019-08-28 01:45:35.000000+00:00\"], \"session_ids\": [\"19a844b6-7e45-4a7c-86ef-9bf1e7b02ae8\", \"6d3fb85a-e45f-45a7-ad22-f9125dc465f3\", \"efea6b15-6dc7-40d5-b4da-606281513e8e\"], \"total_duration\": 844.0, \"total_sessions\": 3, \"mean_week_duration\": 4.562}}, {\"16070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-06 14:11:14.000000+00:00\", \"2022-09-24 12:38:42.000000+00:00\", \"2021-06-29 09:11:03.000000+00:00\", \"2020-12-23 12:04:06.000000+00:00\", \"2020-07-03 07:13:52.000000+00:00\"], \"session_ids\": [\"0971d644-e31e-4a56-8884-02bef6ea4fc9\", \"ca310534-b470-45d3-8405-b7d5faf4fec2\", \"27edc22a-6ed9-402a-a8cd-c4a85de3da7b\", \"95a7c41d-3ddb-4a55-910a-a9655bdb951a\", \"7a22ae5c-9569-468e-888c-4dc92e0c61e5\"], \"total_duration\": 449.0, \"total_sessions\": 5, \"mean_week_duration\": 3.805}}, {\"31207\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-28 07:26:59.000000+00:00\", \"2020-12-28 01:03:55.000000+00:00\", \"2019-06-22 07:46:42.000000+00:00\"], \"session_ids\": [\"31df8c6b-145d-45ce-9809-8fbd585295d9\", \"8de37bc1-dd21-4ec4-b5da-ebf9424ced0c\", \"2031f6a9-bad9-40dd-b8f9-606131b3b3e0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.75}}, {\"37323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-26 19:35:48.000000+00:00\", \"2022-11-05 04:49:12.000000+00:00\", \"2019-05-20 16:07:26.000000+00:00\"], \"session_ids\": [\"dc704995-5856-4cb2-a926-7dd8129fe44c\", \"61034df2-7834-4983-a9dd-3bc7cd8f7a72\", \"df528448-e5fc-4084-ae7b-a888085f0634\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.166}}]\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 4 users who have site usage time per week smaller than 4 additionaly implement sorting by count of sessions descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"50642\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-25 20:54:08.000000+00:00\", \"2020-02-02 10:29:06.000000+00:00\", \"2020-03-19 16:42:11.000000+00:00\", \"2020-02-18 09:16:11.000000+00:00\", \"2020-07-28 05:56:35.000000+00:00\", \"2021-02-08 04:02:55.000000+00:00\", \"2019-11-17 19:22:56.000000+00:00\", \"2022-11-30 09:20:05.000000+00:00\", \"2022-01-11 22:37:24.000000+00:00\", \"2023-06-19 01:48:36.000000+00:00\"], \"session_ids\": [\"638532d9-10bc-4f70-af4d-834766c2dab7\", \"b06a89c8-e4c2-40f0-9490-bb7c567e677a\", \"7a8c23f0-5b47-4653-8bdd-93bed4dde6d8\", \"8ecfda53-6b2f-44b4-95cd-400700f789b6\", \"605703f3-b1b9-42a5-8c69-7757e23b5f0b\", \"aed978fc-0ec5-4807-9677-bfd3c4df5520\", \"f4db41eb-320b-404e-aa41-205ae448498a\", \"3c1585d7-7162-4782-b184-0d88944fc87e\", \"4e7cefe9-1d1c-449d-ac83-8c436eb10cff\", \"1174a4ff-0544-46ed-a672-6cc689c81a66\"], \"total_duration\": 2527.0, \"total_sessions\": 10, \"mean_week_duration\": 13.513}, \"7813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-05-16 05:12:15.000000+00:00\", \"2021-03-13 06:33:46.000000+00:00\", \"2020-11-22 23:31:47.000000+00:00\", \"2022-12-08 12:30:15.000000+00:00\", \"2022-04-09 02:30:38.000000+00:00\", \"2020-02-08 18:51:11.000000+00:00\"], \"session_ids\": [\"fe3b1db0-ac5a-4c24-a1d7-38798abc2a8c\", \"eb1f2195-833f-4390-b2eb-13210bc7f2cb\", \"5c1b6bcb-5716-4b58-8e3e-7080f8d15e12\", \"f63ba662-fdbe-4479-b8f0-fb569923488e\", \"c22964f1-f065-4e01-b7cf-1d35bf260bbd\", \"52bc2a84-553a-475d-a4d8-14bab22eabb3\"], \"total_duration\": 1029.0, \"total_sessions\": 6, \"mean_week_duration\": 6.953}, \"73391\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-12 15:02:38.000000+00:00\", \"2020-08-09 20:03:27.000000+00:00\"], \"session_ids\": [\"60ab4abd-2e21-4372-a026-284d3b0d6560\", \"322a9dad-58fc-45ef-9a1a-8e499fa28f07\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 41.667}, \"64113\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-29 12:41:26.000000+00:00\", \"2021-05-31 18:32:49.000000+00:00\"], \"session_ids\": [\"b30d9534-52a6-4644-b2df-4d7d7cd8f355\", \"d9dbd8f7-0045-498a-8d87-4dd6d6887883\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}, \"24652\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-04 08:28:32.000000+00:00\", \"2021-10-15 02:42:56.000000+00:00\"], \"session_ids\": [\"505280ef-6f02-4a67-bd2c-1965b1acc404\", \"946786d2-a1b8-4ebe-b9eb-d66ccc5dece1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}, \"84601\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-14 17:44:09.000000+00:00\", \"2020-07-24 08:49:11.000000+00:00\", \"2022-09-30 11:46:52.000000+00:00\"], \"session_ids\": [\"48f1a7c8-3587-4426-9936-9c18079018b4\", \"aa280d5a-bc2f-406c-9a1c-a8a846bc8c07\", \"1651d239-a2e1-40da-9ed6-83be3f698cd1\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.754}, \"64717\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-12 08:40:27.000000+00:00\", \"2019-07-26 18:16:16.000000+00:00\"], \"session_ids\": [\"906467ce-788b-4c3b-bbc1-8160da534bce\", \"73d8210e-10d5-40a0-8caa-e8cf34167d76\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 6.891}, \"31067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-30 06:58:46.000000+00:00\", \"2020-10-16 03:05:36.000000+00:00\"], \"session_ids\": [\"2580a422-aa5e-4f6f-a359-40b75df55056\", \"684e0230-c467-4937-9974-1f02d2c4c0be\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 133.0}, \"63694\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-30 15:54:59.000000+00:00\", \"2021-03-15 14:08:05.000000+00:00\", \"2020-05-23 06:22:22.000000+00:00\", \"2021-12-02 18:29:08.000000+00:00\", \"2020-06-27 00:42:24.000000+00:00\"], \"session_ids\": [\"b448bfb8-98e1-496a-bb59-ca7047c760ce\", \"3ef3acf2-0a4c-4bf9-89fd-3e8e3b30468c\", \"c1487a49-95d7-40c0-b646-94ff045f5448\", \"e580d321-7d4d-425e-8333-a6eb3f8b116b\", \"3c518a62-37d8-4568-baea-1204591dd70f\"], \"total_duration\": 720.0, \"total_sessions\": 5, \"mean_week_duration\": 9.0}, \"21610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-02 00:07:50.000000+00:00\", \"2022-11-03 02:14:20.000000+00:00\"], \"session_ids\": [\"db0f2fb1-5fdc-439c-a152-0f9a2e26ae2f\", \"7cf3d1c2-c198-4cb8-9fbe-4f81dbe365eb\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose 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, 25]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"64113\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-29 12:41:26.000000+00:00\", \"2021-05-31 18:32:49.000000+00:00\"], \"session_ids\": [\"b30d9534-52a6-4644-b2df-4d7d7cd8f355\", \"d9dbd8f7-0045-498a-8d87-4dd6d6887883\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}, \"24652\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-04 08:28:32.000000+00:00\", \"2021-10-15 02:42:56.000000+00:00\"], \"session_ids\": [\"505280ef-6f02-4a67-bd2c-1965b1acc404\", \"946786d2-a1b8-4ebe-b9eb-d66ccc5dece1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}, \"84601\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-14 17:44:09.000000+00:00\", \"2020-07-24 08:49:11.000000+00:00\", \"2022-09-30 11:46:52.000000+00:00\"], \"session_ids\": [\"48f1a7c8-3587-4426-9936-9c18079018b4\", \"aa280d5a-bc2f-406c-9a1c-a8a846bc8c07\", \"1651d239-a2e1-40da-9ed6-83be3f698cd1\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.754}, \"21610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-02 00:07:50.000000+00:00\", \"2022-11-03 02:14:20.000000+00:00\"], \"session_ids\": [\"db0f2fb1-5fdc-439c-a152-0f9a2e26ae2f\", \"7cf3d1c2-c198-4cb8-9fbe-4f81dbe365eb\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"84601\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-14 17:44:09.000000+00:00\", \"2020-07-24 08:49:11.000000+00:00\", \"2022-09-30 11:46:52.000000+00:00\"], \"session_ids\": [\"48f1a7c8-3587-4426-9936-9c18079018b4\", \"aa280d5a-bc2f-406c-9a1c-a8a846bc8c07\", \"1651d239-a2e1-40da-9ed6-83be3f698cd1\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.754}}, {\"64113\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-29 12:41:26.000000+00:00\", \"2021-05-31 18:32:49.000000+00:00\"], \"session_ids\": [\"b30d9534-52a6-4644-b2df-4d7d7cd8f355\", \"d9dbd8f7-0045-498a-8d87-4dd6d6887883\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}}, {\"24652\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-04 08:28:32.000000+00:00\", \"2021-10-15 02:42:56.000000+00:00\"], \"session_ids\": [\"505280ef-6f02-4a67-bd2c-1965b1acc404\", \"946786d2-a1b8-4ebe-b9eb-d66ccc5dece1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}}, {\"21610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-02 00:07:50.000000+00:00\", \"2022-11-03 02:14:20.000000+00:00\"], \"session_ids\": [\"db0f2fb1-5fdc-439c-a152-0f9a2e26ae2f\", \"7cf3d1c2-c198-4cb8-9fbe-4f81dbe365eb\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}]\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[{\"84601\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-14 17:44:09.000000+00:00\", \"2020-07-24 08:49:11.000000+00:00\", \"2022-09-30 11:46:52.000000+00:00\"], \"session_ids\": [\"48f1a7c8-3587-4426-9936-9c18079018b4\", \"aa280d5a-bc2f-406c-9a1c-a8a846bc8c07\", \"1651d239-a2e1-40da-9ed6-83be3f698cd1\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.754}}, {\"64113\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-29 12:41:26.000000+00:00\", \"2021-05-31 18:32:49.000000+00:00\"], \"session_ids\": [\"b30d9534-52a6-4644-b2df-4d7d7cd8f355\", \"d9dbd8f7-0045-498a-8d87-4dd6d6887883\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}}, {\"24652\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-04 08:28:32.000000+00:00\", \"2021-10-15 02:42:56.000000+00:00\"], \"session_ids\": [\"505280ef-6f02-4a67-bd2c-1965b1acc404\", \"946786d2-a1b8-4ebe-b9eb-d66ccc5dece1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}}, {\"21610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-02 00:07:50.000000+00:00\", \"2022-11-03 02:14:20.000000+00:00\"], \"session_ids\": [\"db0f2fb1-5fdc-439c-a152-0f9a2e26ae2f\", \"7cf3d1c2-c198-4cb8-9fbe-4f81dbe365eb\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}]\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[{\"84601\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-14 17:44:09.000000+00:00\", \"2020-07-24 08:49:11.000000+00:00\", \"2022-09-30 11:46:52.000000+00:00\"], \"session_ids\": [\"48f1a7c8-3587-4426-9936-9c18079018b4\", \"aa280d5a-bc2f-406c-9a1c-a8a846bc8c07\", \"1651d239-a2e1-40da-9ed6-83be3f698cd1\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.754}}, {\"64113\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-29 12:41:26.000000+00:00\", \"2021-05-31 18:32:49.000000+00:00\"], \"session_ids\": [\"b30d9534-52a6-4644-b2df-4d7d7cd8f355\", \"d9dbd8f7-0045-498a-8d87-4dd6d6887883\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}}, {\"24652\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-04 08:28:32.000000+00:00\", \"2021-10-15 02:42:56.000000+00:00\"], \"session_ids\": [\"505280ef-6f02-4a67-bd2c-1965b1acc404\", \"946786d2-a1b8-4ebe-b9eb-d66ccc5dece1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.707}}, {\"21610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-02 00:07:50.000000+00:00\", \"2022-11-03 02:14:20.000000+00:00\"], \"session_ids\": [\"db0f2fb1-5fdc-439c-a152-0f9a2e26ae2f\", \"7cf3d1c2-c198-4cb8-9fbe-4f81dbe365eb\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}]\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 what you know about 2 users who have time in app per week less than 13 ( not including) also put to use sorting by time using the app 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{\"16570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-01 18:28:59.000000+00:00\", \"2020-04-15 09:23:37.000000+00:00\", \"2022-09-20 15:26:09.000000+00:00\", \"2019-10-25 15:00:04.000000+00:00\"], \"session_ids\": [\"43d78a0f-ad39-4c95-8a5e-0c17260a26e3\", \"d7567ab7-8868-42e5-97e5-643781fa5374\", \"af9889ff-d533-46d8-872a-20afb4462100\", \"5f8a5b1d-f091-4d51-9111-b4757c223a17\"], \"total_duration\": 214.0, \"total_sessions\": 4, \"mean_week_duration\": 1.408}, \"11658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-03 14:37:29.000000+00:00\", \"2021-01-21 08:23:20.000000+00:00\"], \"session_ids\": [\"05aa6c15-84f5-449f-b8c2-fc92c5f2b29d\", \"acaca9b1-0cdf-4902-86a0-20b56b9ba6f1\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 3.632}, \"97404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-12 18:42:31.000000+00:00\", \"2020-04-25 02:36:51.000000+00:00\", \"2019-12-05 11:30:01.000000+00:00\", \"2019-09-10 03:09:38.000000+00:00\"], \"session_ids\": [\"5eeb9916-b872-4c0e-8be2-af45ffa584fe\", \"c544e81a-6cc9-47e7-ab9a-f5c59020a744\", \"c4c114f5-6129-4c22-a30a-22c44b87c7c2\", \"f34a830a-02f6-4757-abcd-f794c6d89c19\"], \"total_duration\": 1185.0, \"total_sessions\": 4, \"mean_week_duration\": 29.625}, \"75202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-04 15:59:22.000000+00:00\", \"2019-02-27 05:26:24.000000+00:00\"], \"session_ids\": [\"c0ef3139-b962-462e-944e-af654ae96dd7\", \"eb155038-6254-4769-8678-dcdfe61eb6ff\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 3.25}, \"97098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-10-13 19:13:03.000000+00:00\", \"2023-04-15 00:21:47.000000+00:00\", \"2023-02-22 00:04:11.000000+00:00\", \"2019-01-15 09:11:25.000000+00:00\", \"2021-04-19 22:18:41.000000+00:00\", \"2020-02-24 11:39:42.000000+00:00\", \"2021-06-08 12:13:01.000000+00:00\", \"2023-05-07 17:06:47.000000+00:00\", \"2021-09-12 23:28:02.000000+00:00\"], \"session_ids\": [\"a78aa248-9717-403e-b24e-f9017f692013\", \"0c47c9ac-e80f-474e-b1cc-8bf29f1ac22e\", \"9aff501e-190e-493b-b6c2-a264b88708ee\", \"91b6760b-9abd-4760-9e8f-e5ae442dbe02\", \"be4eb88d-713f-497a-a20d-aa15652ba47d\", \"8a779901-ff5b-4c45-ade6-473fec1094c0\", \"257688ce-7341-43f9-a2de-febf22a40135\", \"544b2191-9269-4abd-bced-a0f457a87477\", \"b4b47ca9-d6bf-4ded-87d1-d9da9e0ff0ec\"], \"total_duration\": 9223.0, \"total_sessions\": 9, \"mean_week_duration\": 40.991}, \"29769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-05 23:12:51.000000+00:00\", \"2020-06-12 21:42:53.000000+00:00\", \"2021-08-09 08:11:24.000000+00:00\", \"2022-06-02 20:27:20.000000+00:00\", \"2020-12-11 17:51:22.000000+00:00\", \"2022-09-27 22:42:04.000000+00:00\"], \"session_ids\": [\"6147cb1d-2485-47ad-9d4a-947fd43a3a6d\", \"e7cb774f-0c5b-4240-baaf-1ee326a28186\", \"1e0f5a4e-9e8b-42be-849c-5e63678e4f2f\", \"62e6687d-bc75-40e4-b67a-cdff756e5487\", \"8a9f6482-0c92-4431-a273-0ebb957c76a4\", \"b3bae89d-1841-4a2d-b03c-f5c6089e7c71\"], \"total_duration\": 535.0, \"total_sessions\": 6, \"mean_week_duration\": 3.262}, \"74741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-21 18:30:35.000000+00:00\", \"2019-06-12 21:58:43.000000+00:00\"], \"session_ids\": [\"7e83066a-990a-46af-bc09-e0c64c38f9c5\", \"ba803292-d683-4836-a37b-11b7f6d65319\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 3.122}, \"52635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-10-16 18:12:59.000000+00:00\", \"2020-03-27 03:46:02.000000+00:00\"], \"session_ids\": [\"53a5431a-d404-4ba1-a352-ef7fbb51a8b1\", \"b6d6dc1f-36c6-4616-ab2b-d0604fff8dec\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.732}, \"72692\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 16:42:30.000000+00:00\", \"2020-03-15 06:51:49.000000+00:00\"], \"session_ids\": [\"86652a18-5f2d-49f5-8bf5-cbedb5ec1bfd\", \"14cc47fb-5545-4de8-9341-4cb31f94d280\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"18962\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-08 15:46:35.000000+00:00\", \"2023-05-10 19:36:44.000000+00:00\"], \"session_ids\": [\"1f7adb25-a865-49d1-b15c-23dae5dd9249\", \"7bd14868-ae85-4c1e-b36c-d61202eb54f0\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 1.469}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are less than 13"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 40]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-01 18:28:59.000000+00:00\", \"2020-04-15 09:23:37.000000+00:00\", \"2022-09-20 15:26:09.000000+00:00\", \"2019-10-25 15:00:04.000000+00:00\"], \"session_ids\": [\"43d78a0f-ad39-4c95-8a5e-0c17260a26e3\", \"d7567ab7-8868-42e5-97e5-643781fa5374\", \"af9889ff-d533-46d8-872a-20afb4462100\", \"5f8a5b1d-f091-4d51-9111-b4757c223a17\"], \"total_duration\": 214.0, \"total_sessions\": 4, \"mean_week_duration\": 1.408}, \"11658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-03 14:37:29.000000+00:00\", \"2021-01-21 08:23:20.000000+00:00\"], \"session_ids\": [\"05aa6c15-84f5-449f-b8c2-fc92c5f2b29d\", \"acaca9b1-0cdf-4902-86a0-20b56b9ba6f1\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 3.632}, \"75202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-04 15:59:22.000000+00:00\", \"2019-02-27 05:26:24.000000+00:00\"], \"session_ids\": [\"c0ef3139-b962-462e-944e-af654ae96dd7\", \"eb155038-6254-4769-8678-dcdfe61eb6ff\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 3.25}, \"29769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-05 23:12:51.000000+00:00\", \"2020-06-12 21:42:53.000000+00:00\", \"2021-08-09 08:11:24.000000+00:00\", \"2022-06-02 20:27:20.000000+00:00\", \"2020-12-11 17:51:22.000000+00:00\", \"2022-09-27 22:42:04.000000+00:00\"], \"session_ids\": [\"6147cb1d-2485-47ad-9d4a-947fd43a3a6d\", \"e7cb774f-0c5b-4240-baaf-1ee326a28186\", \"1e0f5a4e-9e8b-42be-849c-5e63678e4f2f\", \"62e6687d-bc75-40e4-b67a-cdff756e5487\", \"8a9f6482-0c92-4431-a273-0ebb957c76a4\", \"b3bae89d-1841-4a2d-b03c-f5c6089e7c71\"], \"total_duration\": 535.0, \"total_sessions\": 6, \"mean_week_duration\": 3.262}, \"74741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-21 18:30:35.000000+00:00\", \"2019-06-12 21:58:43.000000+00:00\"], \"session_ids\": [\"7e83066a-990a-46af-bc09-e0c64c38f9c5\", \"ba803292-d683-4836-a37b-11b7f6d65319\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 3.122}, \"52635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-10-16 18:12:59.000000+00:00\", \"2020-03-27 03:46:02.000000+00:00\"], \"session_ids\": [\"53a5431a-d404-4ba1-a352-ef7fbb51a8b1\", \"b6d6dc1f-36c6-4616-ab2b-d0604fff8dec\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.732}, \"72692\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 16:42:30.000000+00:00\", \"2020-03-15 06:51:49.000000+00:00\"], \"session_ids\": [\"86652a18-5f2d-49f5-8bf5-cbedb5ec1bfd\", \"14cc47fb-5545-4de8-9341-4cb31f94d280\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"18962\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-08 15:46:35.000000+00:00\", \"2023-05-10 19:36:44.000000+00:00\"], \"session_ids\": [\"1f7adb25-a865-49d1-b15c-23dae5dd9249\", \"7bd14868-ae85-4c1e-b36c-d61202eb54f0\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 1.469}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-05 23:12:51.000000+00:00\", \"2020-06-12 21:42:53.000000+00:00\", \"2021-08-09 08:11:24.000000+00:00\", \"2022-06-02 20:27:20.000000+00:00\", \"2020-12-11 17:51:22.000000+00:00\", \"2022-09-27 22:42:04.000000+00:00\"], \"session_ids\": [\"6147cb1d-2485-47ad-9d4a-947fd43a3a6d\", \"e7cb774f-0c5b-4240-baaf-1ee326a28186\", \"1e0f5a4e-9e8b-42be-849c-5e63678e4f2f\", \"62e6687d-bc75-40e4-b67a-cdff756e5487\", \"8a9f6482-0c92-4431-a273-0ebb957c76a4\", \"b3bae89d-1841-4a2d-b03c-f5c6089e7c71\"], \"total_duration\": 535.0, \"total_sessions\": 6, \"mean_week_duration\": 3.262}}, {\"75202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-04 15:59:22.000000+00:00\", \"2019-02-27 05:26:24.000000+00:00\"], \"session_ids\": [\"c0ef3139-b962-462e-944e-af654ae96dd7\", \"eb155038-6254-4769-8678-dcdfe61eb6ff\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 3.25}}, {\"18962\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-08 15:46:35.000000+00:00\", \"2023-05-10 19:36:44.000000+00:00\"], \"session_ids\": [\"1f7adb25-a865-49d1-b15c-23dae5dd9249\", \"7bd14868-ae85-4c1e-b36c-d61202eb54f0\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 1.469}}, {\"16570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-01 18:28:59.000000+00:00\", \"2020-04-15 09:23:37.000000+00:00\", \"2022-09-20 15:26:09.000000+00:00\", \"2019-10-25 15:00:04.000000+00:00\"], \"session_ids\": [\"43d78a0f-ad39-4c95-8a5e-0c17260a26e3\", \"d7567ab7-8868-42e5-97e5-643781fa5374\", \"af9889ff-d533-46d8-872a-20afb4462100\", \"5f8a5b1d-f091-4d51-9111-b4757c223a17\"], \"total_duration\": 214.0, \"total_sessions\": 4, \"mean_week_duration\": 1.408}}, {\"52635\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-10-16 18:12:59.000000+00:00\", \"2020-03-27 03:46:02.000000+00:00\"], \"session_ids\": [\"53a5431a-d404-4ba1-a352-ef7fbb51a8b1\", \"b6d6dc1f-36c6-4616-ab2b-d0604fff8dec\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.732}}, {\"11658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-03 14:37:29.000000+00:00\", \"2021-01-21 08:23:20.000000+00:00\"], \"session_ids\": [\"05aa6c15-84f5-449f-b8c2-fc92c5f2b29d\", \"acaca9b1-0cdf-4902-86a0-20b56b9ba6f1\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 3.632}}, {\"74741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-21 18:30:35.000000+00:00\", \"2019-06-12 21:58:43.000000+00:00\"], \"session_ids\": [\"7e83066a-990a-46af-bc09-e0c64c38f9c5\", \"ba803292-d683-4836-a37b-11b7f6d65319\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 3.122}}, {\"72692\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 16:42:30.000000+00:00\", \"2020-03-15 06:51:49.000000+00:00\"], \"session_ids\": [\"86652a18-5f2d-49f5-8bf5-cbedb5ec1bfd\", \"14cc47fb-5545-4de8-9341-4cb31f94d280\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 2 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-05 23:12:51.000000+00:00\", \"2020-06-12 21:42:53.000000+00:00\", \"2021-08-09 08:11:24.000000+00:00\", \"2022-06-02 20:27:20.000000+00:00\", \"2020-12-11 17:51:22.000000+00:00\", \"2022-09-27 22:42:04.000000+00:00\"], \"session_ids\": [\"6147cb1d-2485-47ad-9d4a-947fd43a3a6d\", \"e7cb774f-0c5b-4240-baaf-1ee326a28186\", \"1e0f5a4e-9e8b-42be-849c-5e63678e4f2f\", \"62e6687d-bc75-40e4-b67a-cdff756e5487\", \"8a9f6482-0c92-4431-a273-0ebb957c76a4\", \"b3bae89d-1841-4a2d-b03c-f5c6089e7c71\"], \"total_duration\": 535.0, \"total_sessions\": 6, \"mean_week_duration\": 3.262}}, {\"75202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-04 15:59:22.000000+00:00\", \"2019-02-27 05:26:24.000000+00:00\"], \"session_ids\": [\"c0ef3139-b962-462e-944e-af654ae96dd7\", \"eb155038-6254-4769-8678-dcdfe61eb6ff\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 3.25}}]\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[{\"29769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-05 23:12:51.000000+00:00\", \"2020-06-12 21:42:53.000000+00:00\", \"2021-08-09 08:11:24.000000+00:00\", \"2022-06-02 20:27:20.000000+00:00\", \"2020-12-11 17:51:22.000000+00:00\", \"2022-09-27 22:42:04.000000+00:00\"], \"session_ids\": [\"6147cb1d-2485-47ad-9d4a-947fd43a3a6d\", \"e7cb774f-0c5b-4240-baaf-1ee326a28186\", \"1e0f5a4e-9e8b-42be-849c-5e63678e4f2f\", \"62e6687d-bc75-40e4-b67a-cdff756e5487\", \"8a9f6482-0c92-4431-a273-0ebb957c76a4\", \"b3bae89d-1841-4a2d-b03c-f5c6089e7c71\"], \"total_duration\": 535.0, \"total_sessions\": 6, \"mean_week_duration\": 3.262}}, {\"75202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-04 15:59:22.000000+00:00\", \"2019-02-27 05:26:24.000000+00:00\"], \"session_ids\": [\"c0ef3139-b962-462e-944e-af654ae96dd7\", \"eb155038-6254-4769-8678-dcdfe61eb6ff\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 3.25}}]\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": "Tell me what you know about 2 users whose sum of sessions is bigger than 5 inclusive in addition put to use sorting by site usage time in desc and in addition save only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"85620\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-26 03:34:21.000000+00:00\", \"2020-11-16 23:14:37.000000+00:00\"], \"session_ids\": [\"dcd9604e-34e5-45e5-996a-3ba602153b07\", \"bf7e1603-97cf-4749-a154-473bde7417ac\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 137.0}, \"78390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-11 06:26:32.000000+00:00\", \"2019-11-05 11:57:52.000000+00:00\", \"2021-12-21 11:08:27.000000+00:00\"], \"session_ids\": [\"00c266d7-9d97-4ad4-aa83-fd65703a74fe\", \"17a1964d-850f-4dc8-9da6-b85bbfdee217\", \"68f6114b-11da-4477-b831-454d00569858\"], \"total_duration\": 816.0, \"total_sessions\": 3, \"mean_week_duration\": 6.425}, \"64095\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-08 21:09:20.000000+00:00\", \"2020-05-15 08:16:21.000000+00:00\", \"2022-02-20 17:00:57.000000+00:00\", \"2019-04-11 13:28:25.000000+00:00\", \"2021-07-25 15:53:43.000000+00:00\"], \"session_ids\": [\"7fe4092c-5ef5-4932-a4d8-347928dccc58\", \"ecb24d1e-0e3d-4464-b66b-6a0737c228ab\", \"7de8977d-741e-4148-b52b-14d5aa6bd707\", \"f2f4fc21-0a84-4f9b-ba7f-913617a1ae5a\", \"52974fab-7e3b-48a2-9417-a30543621e0a\"], \"total_duration\": 2677.0, \"total_sessions\": 5, \"mean_week_duration\": 17.847}, \"19991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-25 22:42:39.000000+00:00\", \"2023-01-31 01:05:40.000000+00:00\", \"2022-07-19 11:50:51.000000+00:00\", \"2023-02-05 21:25:04.000000+00:00\", \"2023-06-12 01:10:39.000000+00:00\", \"2020-06-21 18:11:10.000000+00:00\"], \"session_ids\": [\"4ce023b3-e44b-41fa-b36e-ee98672994f1\", \"8ada97d2-041c-4b74-ba64-a82765a8336a\", \"abf879de-b1e6-4af2-a0e2-ea0594d7a75f\", \"ac24c2e6-0675-408e-bdb2-b6b5c39a040c\", \"08710112-b0f5-427d-b9ea-e54d410dd8e4\", \"d1ed7699-0a05-4947-8795-d557de9f8ecd\"], \"total_duration\": 5317.0, \"total_sessions\": 6, \"mean_week_duration\": 34.303}, \"55398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-14 01:23:20.000000+00:00\", \"2023-01-21 22:27:18.000000+00:00\", \"2020-09-08 17:31:56.000000+00:00\", \"2022-08-10 08:53:24.000000+00:00\", \"2022-05-30 16:25:48.000000+00:00\", \"2019-02-10 22:46:35.000000+00:00\"], \"session_ids\": [\"36119efb-1f14-477f-b975-61e5f657c8f8\", \"5ca9f6a3-f526-428d-917d-b48cb482f220\", \"d5b9d0f7-ed09-4d80-bf81-e24f2c0991a5\", \"e285da90-00d4-49df-bd57-448bba101420\", \"865134ec-258f-476b-8f71-b19a28323ff2\", \"58834f24-2252-474f-be59-c0aaa6e0de0d\"], \"total_duration\": 2883.0, \"total_sessions\": 6, \"mean_week_duration\": 13.995}, \"94764\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-26 09:42:26.000000+00:00\", \"2022-07-19 08:55:56.000000+00:00\"], \"session_ids\": [\"27f7e11b-1573-4220-875d-44cce8f10ae2\", \"1fa21b32-bd5f-4bb6-b405-e8b10a45f9d8\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 6.633}, \"84813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-21 19:53:59.000000+00:00\", \"2022-08-03 22:16:52.000000+00:00\"], \"session_ids\": [\"7f6a5107-08f5-4216-ba81-5d039788fb79\", \"50e65fe3-633c-49b0-9338-50996d6bca62\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.767}, \"6819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-13 12:36:29.000000+00:00\", \"2021-03-06 02:06:50.000000+00:00\"], \"session_ids\": [\"8a738d4d-b671-47fe-850f-558aa714cbe3\", \"0ca47688-fdee-46bb-b236-d39e9694f30a\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 4.585}, \"43753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-02 14:49:05.000000+00:00\", \"2019-10-03 07:04:31.000000+00:00\"], \"session_ids\": [\"a845c18e-dd9b-43ee-8ad7-c1087e537dda\", \"8478c0e3-d591-490a-acfa-49a1892bd54d\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.512}, \"17169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-12 04:06:09.000000+00:00\", \"2021-06-16 02:11:37.000000+00:00\", \"2019-08-21 00:16:40.000000+00:00\", \"2020-11-07 10:25:29.000000+00:00\", \"2022-06-23 14:39:10.000000+00:00\"], \"session_ids\": [\"b5261f48-dab9-477d-b639-5bdc4912b821\", \"8dfb19e0-1089-4aa1-90dd-0f6882bf04a2\", \"fd13a5b9-fe39-4cd3-9e1a-ca3fec64adfa\", \"7dee6079-ec29-475c-8d07-6ecb3e6a68d5\", \"984c3ff5-80eb-441f-b3c2-874c9c7d560c\"], \"total_duration\": 687.0, \"total_sessions\": 5, \"mean_week_duration\": 3.452}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions 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\": [[5, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"64095\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-08 21:09:20.000000+00:00\", \"2020-05-15 08:16:21.000000+00:00\", \"2022-02-20 17:00:57.000000+00:00\", \"2019-04-11 13:28:25.000000+00:00\", \"2021-07-25 15:53:43.000000+00:00\"], \"session_ids\": [\"7fe4092c-5ef5-4932-a4d8-347928dccc58\", \"ecb24d1e-0e3d-4464-b66b-6a0737c228ab\", \"7de8977d-741e-4148-b52b-14d5aa6bd707\", \"f2f4fc21-0a84-4f9b-ba7f-913617a1ae5a\", \"52974fab-7e3b-48a2-9417-a30543621e0a\"], \"total_duration\": 2677.0, \"total_sessions\": 5, \"mean_week_duration\": 17.847}, \"19991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-25 22:42:39.000000+00:00\", \"2023-01-31 01:05:40.000000+00:00\", \"2022-07-19 11:50:51.000000+00:00\", \"2023-02-05 21:25:04.000000+00:00\", \"2023-06-12 01:10:39.000000+00:00\", \"2020-06-21 18:11:10.000000+00:00\"], \"session_ids\": [\"4ce023b3-e44b-41fa-b36e-ee98672994f1\", \"8ada97d2-041c-4b74-ba64-a82765a8336a\", \"abf879de-b1e6-4af2-a0e2-ea0594d7a75f\", \"ac24c2e6-0675-408e-bdb2-b6b5c39a040c\", \"08710112-b0f5-427d-b9ea-e54d410dd8e4\", \"d1ed7699-0a05-4947-8795-d557de9f8ecd\"], \"total_duration\": 5317.0, \"total_sessions\": 6, \"mean_week_duration\": 34.303}, \"55398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-14 01:23:20.000000+00:00\", \"2023-01-21 22:27:18.000000+00:00\", \"2020-09-08 17:31:56.000000+00:00\", \"2022-08-10 08:53:24.000000+00:00\", \"2022-05-30 16:25:48.000000+00:00\", \"2019-02-10 22:46:35.000000+00:00\"], \"session_ids\": [\"36119efb-1f14-477f-b975-61e5f657c8f8\", \"5ca9f6a3-f526-428d-917d-b48cb482f220\", \"d5b9d0f7-ed09-4d80-bf81-e24f2c0991a5\", \"e285da90-00d4-49df-bd57-448bba101420\", \"865134ec-258f-476b-8f71-b19a28323ff2\", \"58834f24-2252-474f-be59-c0aaa6e0de0d\"], \"total_duration\": 2883.0, \"total_sessions\": 6, \"mean_week_duration\": 13.995}, \"17169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-12 04:06:09.000000+00:00\", \"2021-06-16 02:11:37.000000+00:00\", \"2019-08-21 00:16:40.000000+00:00\", \"2020-11-07 10:25:29.000000+00:00\", \"2022-06-23 14:39:10.000000+00:00\"], \"session_ids\": [\"b5261f48-dab9-477d-b639-5bdc4912b821\", \"8dfb19e0-1089-4aa1-90dd-0f6882bf04a2\", \"fd13a5b9-fe39-4cd3-9e1a-ca3fec64adfa\", \"7dee6079-ec29-475c-8d07-6ecb3e6a68d5\", \"984c3ff5-80eb-441f-b3c2-874c9c7d560c\"], \"total_duration\": 687.0, \"total_sessions\": 5, \"mean_week_duration\": 3.452}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"19991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-25 22:42:39.000000+00:00\", \"2023-01-31 01:05:40.000000+00:00\", \"2022-07-19 11:50:51.000000+00:00\", \"2023-02-05 21:25:04.000000+00:00\", \"2023-06-12 01:10:39.000000+00:00\", \"2020-06-21 18:11:10.000000+00:00\"], \"session_ids\": [\"4ce023b3-e44b-41fa-b36e-ee98672994f1\", \"8ada97d2-041c-4b74-ba64-a82765a8336a\", \"abf879de-b1e6-4af2-a0e2-ea0594d7a75f\", \"ac24c2e6-0675-408e-bdb2-b6b5c39a040c\", \"08710112-b0f5-427d-b9ea-e54d410dd8e4\", \"d1ed7699-0a05-4947-8795-d557de9f8ecd\"], \"total_duration\": 5317.0, \"total_sessions\": 6, \"mean_week_duration\": 34.303}}, {\"55398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-14 01:23:20.000000+00:00\", \"2023-01-21 22:27:18.000000+00:00\", \"2020-09-08 17:31:56.000000+00:00\", \"2022-08-10 08:53:24.000000+00:00\", \"2022-05-30 16:25:48.000000+00:00\", \"2019-02-10 22:46:35.000000+00:00\"], \"session_ids\": [\"36119efb-1f14-477f-b975-61e5f657c8f8\", \"5ca9f6a3-f526-428d-917d-b48cb482f220\", \"d5b9d0f7-ed09-4d80-bf81-e24f2c0991a5\", \"e285da90-00d4-49df-bd57-448bba101420\", \"865134ec-258f-476b-8f71-b19a28323ff2\", \"58834f24-2252-474f-be59-c0aaa6e0de0d\"], \"total_duration\": 2883.0, \"total_sessions\": 6, \"mean_week_duration\": 13.995}}, {\"64095\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-08 21:09:20.000000+00:00\", \"2020-05-15 08:16:21.000000+00:00\", \"2022-02-20 17:00:57.000000+00:00\", \"2019-04-11 13:28:25.000000+00:00\", \"2021-07-25 15:53:43.000000+00:00\"], \"session_ids\": [\"7fe4092c-5ef5-4932-a4d8-347928dccc58\", \"ecb24d1e-0e3d-4464-b66b-6a0737c228ab\", \"7de8977d-741e-4148-b52b-14d5aa6bd707\", \"f2f4fc21-0a84-4f9b-ba7f-913617a1ae5a\", \"52974fab-7e3b-48a2-9417-a30543621e0a\"], \"total_duration\": 2677.0, \"total_sessions\": 5, \"mean_week_duration\": 17.847}}, {\"17169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-12 04:06:09.000000+00:00\", \"2021-06-16 02:11:37.000000+00:00\", \"2019-08-21 00:16:40.000000+00:00\", \"2020-11-07 10:25:29.000000+00:00\", \"2022-06-23 14:39:10.000000+00:00\"], \"session_ids\": [\"b5261f48-dab9-477d-b639-5bdc4912b821\", \"8dfb19e0-1089-4aa1-90dd-0f6882bf04a2\", \"fd13a5b9-fe39-4cd3-9e1a-ca3fec64adfa\", \"7dee6079-ec29-475c-8d07-6ecb3e6a68d5\", \"984c3ff5-80eb-441f-b3c2-874c9c7d560c\"], \"total_duration\": 687.0, \"total_sessions\": 5, \"mean_week_duration\": 3.452}}]\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[{\"19991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-25 22:42:39.000000+00:00\", \"2023-01-31 01:05:40.000000+00:00\", \"2022-07-19 11:50:51.000000+00:00\", \"2023-02-05 21:25:04.000000+00:00\", \"2023-06-12 01:10:39.000000+00:00\", \"2020-06-21 18:11:10.000000+00:00\"], \"session_ids\": [\"4ce023b3-e44b-41fa-b36e-ee98672994f1\", \"8ada97d2-041c-4b74-ba64-a82765a8336a\", \"abf879de-b1e6-4af2-a0e2-ea0594d7a75f\", \"ac24c2e6-0675-408e-bdb2-b6b5c39a040c\", \"08710112-b0f5-427d-b9ea-e54d410dd8e4\", \"d1ed7699-0a05-4947-8795-d557de9f8ecd\"], \"total_duration\": 5317.0, \"total_sessions\": 6, \"mean_week_duration\": 34.303}}, {\"55398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-14 01:23:20.000000+00:00\", \"2023-01-21 22:27:18.000000+00:00\", \"2020-09-08 17:31:56.000000+00:00\", \"2022-08-10 08:53:24.000000+00:00\", \"2022-05-30 16:25:48.000000+00:00\", \"2019-02-10 22:46:35.000000+00:00\"], \"session_ids\": [\"36119efb-1f14-477f-b975-61e5f657c8f8\", \"5ca9f6a3-f526-428d-917d-b48cb482f220\", \"d5b9d0f7-ed09-4d80-bf81-e24f2c0991a5\", \"e285da90-00d4-49df-bd57-448bba101420\", \"865134ec-258f-476b-8f71-b19a28323ff2\", \"58834f24-2252-474f-be59-c0aaa6e0de0d\"], \"total_duration\": 2883.0, \"total_sessions\": 6, \"mean_week_duration\": 13.995}}]\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[{\"19991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-25 22:42:39.000000+00:00\", \"2023-01-31 01:05:40.000000+00:00\", \"2022-07-19 11:50:51.000000+00:00\", \"2023-02-05 21:25:04.000000+00:00\", \"2023-06-12 01:10:39.000000+00:00\", \"2020-06-21 18:11:10.000000+00:00\"], \"session_ids\": [\"4ce023b3-e44b-41fa-b36e-ee98672994f1\", \"8ada97d2-041c-4b74-ba64-a82765a8336a\", \"abf879de-b1e6-4af2-a0e2-ea0594d7a75f\", \"ac24c2e6-0675-408e-bdb2-b6b5c39a040c\", \"08710112-b0f5-427d-b9ea-e54d410dd8e4\", \"d1ed7699-0a05-4947-8795-d557de9f8ecd\"], \"total_duration\": 5317.0, \"total_sessions\": 6, \"mean_week_duration\": 34.303}}, {\"55398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-14 01:23:20.000000+00:00\", \"2023-01-21 22:27:18.000000+00:00\", \"2020-09-08 17:31:56.000000+00:00\", \"2022-08-10 08:53:24.000000+00:00\", \"2022-05-30 16:25:48.000000+00:00\", \"2019-02-10 22:46:35.000000+00:00\"], \"session_ids\": [\"36119efb-1f14-477f-b975-61e5f657c8f8\", \"5ca9f6a3-f526-428d-917d-b48cb482f220\", \"d5b9d0f7-ed09-4d80-bf81-e24f2c0991a5\", \"e285da90-00d4-49df-bd57-448bba101420\", \"865134ec-258f-476b-8f71-b19a28323ff2\", \"58834f24-2252-474f-be59-c0aaa6e0de0d\"], \"total_duration\": 2883.0, \"total_sessions\": 6, \"mean_week_duration\": 13.995}}]\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 4 users whose total sessoins count is less than 10 and greater than 4 + put to use sorting by time using the app ascendingly also get rid of all entries, 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{\"28456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-12 02:49:00.000000+00:00\", \"2019-12-26 13:32:32.000000+00:00\", \"2021-11-30 06:27:46.000000+00:00\", \"2021-05-25 00:24:56.000000+00:00\", \"2022-07-01 22:05:34.000000+00:00\"], \"session_ids\": [\"258e0be6-55e5-4e8f-b946-30123ec53b15\", \"2d15d8b1-d7a7-4501-b87c-679261c4d018\", \"8b8858c6-16ff-4e0b-b0c3-1600ee3e5da1\", \"40b9a1e0-70fc-4c3a-8bb3-bff4dfebbd91\", \"552814c2-af61-4a49-8956-1ed06b1e0fdd\"], \"total_duration\": 408.0, \"total_sessions\": 5, \"mean_week_duration\": 2.305}, \"90038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-18 01:39:50.000000+00:00\", \"2020-08-16 12:43:42.000000+00:00\", \"2022-07-27 23:14:23.000000+00:00\", \"2022-06-10 00:07:30.000000+00:00\", \"2019-03-05 11:30:54.000000+00:00\", \"2019-04-04 06:59:03.000000+00:00\"], \"session_ids\": [\"1ec5f7dd-af09-491a-9d8b-f4e3c46f7dbb\", \"2a18c3bf-0ed2-4764-98d7-e02958a34583\", \"67a5e2c0-5ee3-4745-8a8f-3a3b98cd1e89\", \"edf3115f-5f6f-4639-9cef-bef759ea454b\", \"bce4610b-0685-4aa5-8b3e-0a5aefefde7d\", \"1025ccad-eb5a-44b5-adfd-64bd00738225\"], \"total_duration\": 326.0, \"total_sessions\": 6, \"mean_week_duration\": 1.831}, \"35968\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-25 19:17:42.000000+00:00\", \"2023-02-19 03:57:28.000000+00:00\"], \"session_ids\": [\"bd6641e2-ffa8-4583-8443-50dfc6a7c6dc\", \"e99b9a2e-1607-4734-910a-ef13269d1cd6\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 1.544}, \"24282\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-06-14 09:24:57.000000+00:00\", \"2019-10-27 09:31:53.000000+00:00\", \"2021-12-22 07:50:01.000000+00:00\", \"2023-03-08 16:00:07.000000+00:00\", \"2020-03-31 17:11:45.000000+00:00\", \"2022-08-05 05:44:16.000000+00:00\", \"2020-08-24 09:29:48.000000+00:00\"], \"session_ids\": [\"30d04f4a-407f-4562-b331-f141dee98cf3\", \"1b0eee1d-f6bc-48e0-8b3f-3783315eb881\", \"64acf19f-d5de-4002-a747-f8eba91e2c54\", \"2ad4834b-f860-44f5-9a8e-8a1827a7fce8\", \"c72e64d6-1a4c-43e0-86ee-db057355567a\", \"a73c82ed-a16b-474c-904b-3c1f977f4410\", \"a955b34b-57da-4e71-8b6a-928896e50ecd\"], \"total_duration\": 5290.0, \"total_sessions\": 7, \"mean_week_duration\": 27.842}, \"96528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-27 23:40:21.000000+00:00\", \"2021-04-03 19:11:18.000000+00:00\", \"2022-01-28 11:04:48.000000+00:00\"], \"session_ids\": [\"d752c999-acc8-4b22-8c54-6cb401c1fdf1\", \"6e255593-abcc-4747-9bde-3737530829d5\", \"79274f8f-47fd-48ca-99b6-132e2d8df11e\"], \"total_duration\": 439.0, \"total_sessions\": 3, \"mean_week_duration\": 5.932}, \"98663\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-20 03:23:28.000000+00:00\", \"2022-05-12 02:25:36.000000+00:00\", \"2021-01-29 17:12:56.000000+00:00\"], \"session_ids\": [\"2e50f85e-5eb0-49f1-8696-ff2c8c464921\", \"2be0744d-bc41-4a76-987b-241df311cad4\", \"2b511cd6-523c-4ec8-8e4c-06e0564e50a1\"], \"total_duration\": 537.0, \"total_sessions\": 3, \"mean_week_duration\": 3.274}, \"3493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-02 21:17:44.000000+00:00\", \"2022-08-24 22:22:21.000000+00:00\", \"2021-10-17 10:21:49.000000+00:00\", \"2022-05-13 18:50:24.000000+00:00\", \"2023-02-24 07:57:40.000000+00:00\", \"2020-04-20 07:41:38.000000+00:00\"], \"session_ids\": [\"4aff5eab-0dca-4a6f-a245-51e92d1b9b98\", \"6d1a7f33-6fa8-4f87-9fc2-c6eaa8ca7f60\", \"b72c2503-74ed-4b52-bf74-5689d7b8d5e2\", \"34b1e2c9-6da4-4fed-a655-20e6f363b997\", \"4a905df3-c075-41d9-8bba-6491ba62537f\", \"338dceb3-40f8-4fba-9755-1dfc67a2ce99\"], \"total_duration\": 2242.0, \"total_sessions\": 6, \"mean_week_duration\": 15.047}, \"64828\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-05 02:52:32.000000+00:00\", \"2021-09-14 03:48:26.000000+00:00\", \"2022-03-13 06:49:29.000000+00:00\"], \"session_ids\": [\"54cb7f0b-1f45-4258-ad90-b482c0336b11\", \"5408efce-6de9-4c6c-8ac8-5eaf7bb5a6c7\", \"cf288e9f-0167-420e-83b8-b222a5de247c\"], \"total_duration\": 574.0, \"total_sessions\": 3, \"mean_week_duration\": 12.756}, \"4383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-09 11:07:26.000000+00:00\", \"2023-03-13 11:00:06.000000+00:00\", \"2021-01-30 09:38:41.000000+00:00\", \"2020-12-08 00:38:41.000000+00:00\"], \"session_ids\": [\"6c0fe8cf-6fac-4764-949a-fa906ee3345f\", \"d49d862c-d5e3-4b60-afab-5ee70d727528\", \"b47a37fa-51e7-401d-b367-dd1654823a23\", \"de325b9c-567e-4705-8a79-c5fcbb685cc0\"], \"total_duration\": 919.0, \"total_sessions\": 4, \"mean_week_duration\": 7.788}, \"76120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-04-28 20:14:24.000000+00:00\", \"2022-03-21 03:16:52.000000+00:00\"], \"session_ids\": [\"b75210e7-5243-44d6-8831-778ead592f51\", \"fd04aab4-e42f-4d73-92a5-534f39651617\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 4 and are equal or less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"28456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-12 02:49:00.000000+00:00\", \"2019-12-26 13:32:32.000000+00:00\", \"2021-11-30 06:27:46.000000+00:00\", \"2021-05-25 00:24:56.000000+00:00\", \"2022-07-01 22:05:34.000000+00:00\"], \"session_ids\": [\"258e0be6-55e5-4e8f-b946-30123ec53b15\", \"2d15d8b1-d7a7-4501-b87c-679261c4d018\", \"8b8858c6-16ff-4e0b-b0c3-1600ee3e5da1\", \"40b9a1e0-70fc-4c3a-8bb3-bff4dfebbd91\", \"552814c2-af61-4a49-8956-1ed06b1e0fdd\"], \"total_duration\": 408.0, \"total_sessions\": 5, \"mean_week_duration\": 2.305}, \"90038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-18 01:39:50.000000+00:00\", \"2020-08-16 12:43:42.000000+00:00\", \"2022-07-27 23:14:23.000000+00:00\", \"2022-06-10 00:07:30.000000+00:00\", \"2019-03-05 11:30:54.000000+00:00\", \"2019-04-04 06:59:03.000000+00:00\"], \"session_ids\": [\"1ec5f7dd-af09-491a-9d8b-f4e3c46f7dbb\", \"2a18c3bf-0ed2-4764-98d7-e02958a34583\", \"67a5e2c0-5ee3-4745-8a8f-3a3b98cd1e89\", \"edf3115f-5f6f-4639-9cef-bef759ea454b\", \"bce4610b-0685-4aa5-8b3e-0a5aefefde7d\", \"1025ccad-eb5a-44b5-adfd-64bd00738225\"], \"total_duration\": 326.0, \"total_sessions\": 6, \"mean_week_duration\": 1.831}, \"24282\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-06-14 09:24:57.000000+00:00\", \"2019-10-27 09:31:53.000000+00:00\", \"2021-12-22 07:50:01.000000+00:00\", \"2023-03-08 16:00:07.000000+00:00\", \"2020-03-31 17:11:45.000000+00:00\", \"2022-08-05 05:44:16.000000+00:00\", \"2020-08-24 09:29:48.000000+00:00\"], \"session_ids\": [\"30d04f4a-407f-4562-b331-f141dee98cf3\", \"1b0eee1d-f6bc-48e0-8b3f-3783315eb881\", \"64acf19f-d5de-4002-a747-f8eba91e2c54\", \"2ad4834b-f860-44f5-9a8e-8a1827a7fce8\", \"c72e64d6-1a4c-43e0-86ee-db057355567a\", \"a73c82ed-a16b-474c-904b-3c1f977f4410\", \"a955b34b-57da-4e71-8b6a-928896e50ecd\"], \"total_duration\": 5290.0, \"total_sessions\": 7, \"mean_week_duration\": 27.842}, \"3493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-02 21:17:44.000000+00:00\", \"2022-08-24 22:22:21.000000+00:00\", \"2021-10-17 10:21:49.000000+00:00\", \"2022-05-13 18:50:24.000000+00:00\", \"2023-02-24 07:57:40.000000+00:00\", \"2020-04-20 07:41:38.000000+00:00\"], \"session_ids\": [\"4aff5eab-0dca-4a6f-a245-51e92d1b9b98\", \"6d1a7f33-6fa8-4f87-9fc2-c6eaa8ca7f60\", \"b72c2503-74ed-4b52-bf74-5689d7b8d5e2\", \"34b1e2c9-6da4-4fed-a655-20e6f363b997\", \"4a905df3-c075-41d9-8bba-6491ba62537f\", \"338dceb3-40f8-4fba-9755-1dfc67a2ce99\"], \"total_duration\": 2242.0, \"total_sessions\": 6, \"mean_week_duration\": 15.047}, \"4383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-09 11:07:26.000000+00:00\", \"2023-03-13 11:00:06.000000+00:00\", \"2021-01-30 09:38:41.000000+00:00\", \"2020-12-08 00:38:41.000000+00:00\"], \"session_ids\": [\"6c0fe8cf-6fac-4764-949a-fa906ee3345f\", \"d49d862c-d5e3-4b60-afab-5ee70d727528\", \"b47a37fa-51e7-401d-b367-dd1654823a23\", \"de325b9c-567e-4705-8a79-c5fcbb685cc0\"], \"total_duration\": 919.0, \"total_sessions\": 4, \"mean_week_duration\": 7.788}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-18 01:39:50.000000+00:00\", \"2020-08-16 12:43:42.000000+00:00\", \"2022-07-27 23:14:23.000000+00:00\", \"2022-06-10 00:07:30.000000+00:00\", \"2019-03-05 11:30:54.000000+00:00\", \"2019-04-04 06:59:03.000000+00:00\"], \"session_ids\": [\"1ec5f7dd-af09-491a-9d8b-f4e3c46f7dbb\", \"2a18c3bf-0ed2-4764-98d7-e02958a34583\", \"67a5e2c0-5ee3-4745-8a8f-3a3b98cd1e89\", \"edf3115f-5f6f-4639-9cef-bef759ea454b\", \"bce4610b-0685-4aa5-8b3e-0a5aefefde7d\", \"1025ccad-eb5a-44b5-adfd-64bd00738225\"], \"total_duration\": 326.0, \"total_sessions\": 6, \"mean_week_duration\": 1.831}}, {\"28456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-12 02:49:00.000000+00:00\", \"2019-12-26 13:32:32.000000+00:00\", \"2021-11-30 06:27:46.000000+00:00\", \"2021-05-25 00:24:56.000000+00:00\", \"2022-07-01 22:05:34.000000+00:00\"], \"session_ids\": [\"258e0be6-55e5-4e8f-b946-30123ec53b15\", \"2d15d8b1-d7a7-4501-b87c-679261c4d018\", \"8b8858c6-16ff-4e0b-b0c3-1600ee3e5da1\", \"40b9a1e0-70fc-4c3a-8bb3-bff4dfebbd91\", \"552814c2-af61-4a49-8956-1ed06b1e0fdd\"], \"total_duration\": 408.0, \"total_sessions\": 5, \"mean_week_duration\": 2.305}}, {\"4383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-09 11:07:26.000000+00:00\", \"2023-03-13 11:00:06.000000+00:00\", \"2021-01-30 09:38:41.000000+00:00\", \"2020-12-08 00:38:41.000000+00:00\"], \"session_ids\": [\"6c0fe8cf-6fac-4764-949a-fa906ee3345f\", \"d49d862c-d5e3-4b60-afab-5ee70d727528\", \"b47a37fa-51e7-401d-b367-dd1654823a23\", \"de325b9c-567e-4705-8a79-c5fcbb685cc0\"], \"total_duration\": 919.0, \"total_sessions\": 4, \"mean_week_duration\": 7.788}}, {\"3493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-02 21:17:44.000000+00:00\", \"2022-08-24 22:22:21.000000+00:00\", \"2021-10-17 10:21:49.000000+00:00\", \"2022-05-13 18:50:24.000000+00:00\", \"2023-02-24 07:57:40.000000+00:00\", \"2020-04-20 07:41:38.000000+00:00\"], \"session_ids\": [\"4aff5eab-0dca-4a6f-a245-51e92d1b9b98\", \"6d1a7f33-6fa8-4f87-9fc2-c6eaa8ca7f60\", \"b72c2503-74ed-4b52-bf74-5689d7b8d5e2\", \"34b1e2c9-6da4-4fed-a655-20e6f363b997\", \"4a905df3-c075-41d9-8bba-6491ba62537f\", \"338dceb3-40f8-4fba-9755-1dfc67a2ce99\"], \"total_duration\": 2242.0, \"total_sessions\": 6, \"mean_week_duration\": 15.047}}, {\"24282\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-06-14 09:24:57.000000+00:00\", \"2019-10-27 09:31:53.000000+00:00\", \"2021-12-22 07:50:01.000000+00:00\", \"2023-03-08 16:00:07.000000+00:00\", \"2020-03-31 17:11:45.000000+00:00\", \"2022-08-05 05:44:16.000000+00:00\", \"2020-08-24 09:29:48.000000+00:00\"], \"session_ids\": [\"30d04f4a-407f-4562-b331-f141dee98cf3\", \"1b0eee1d-f6bc-48e0-8b3f-3783315eb881\", \"64acf19f-d5de-4002-a747-f8eba91e2c54\", \"2ad4834b-f860-44f5-9a8e-8a1827a7fce8\", \"c72e64d6-1a4c-43e0-86ee-db057355567a\", \"a73c82ed-a16b-474c-904b-3c1f977f4410\", \"a955b34b-57da-4e71-8b6a-928896e50ecd\"], \"total_duration\": 5290.0, \"total_sessions\": 7, \"mean_week_duration\": 27.842}}]\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[{\"90038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-18 01:39:50.000000+00:00\", \"2020-08-16 12:43:42.000000+00:00\", \"2022-07-27 23:14:23.000000+00:00\", \"2022-06-10 00:07:30.000000+00:00\", \"2019-03-05 11:30:54.000000+00:00\", \"2019-04-04 06:59:03.000000+00:00\"], \"session_ids\": [\"1ec5f7dd-af09-491a-9d8b-f4e3c46f7dbb\", \"2a18c3bf-0ed2-4764-98d7-e02958a34583\", \"67a5e2c0-5ee3-4745-8a8f-3a3b98cd1e89\", \"edf3115f-5f6f-4639-9cef-bef759ea454b\", \"bce4610b-0685-4aa5-8b3e-0a5aefefde7d\", \"1025ccad-eb5a-44b5-adfd-64bd00738225\"], \"total_duration\": 326.0, \"total_sessions\": 6, \"mean_week_duration\": 1.831}}, {\"28456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-12 02:49:00.000000+00:00\", \"2019-12-26 13:32:32.000000+00:00\", \"2021-11-30 06:27:46.000000+00:00\", \"2021-05-25 00:24:56.000000+00:00\", \"2022-07-01 22:05:34.000000+00:00\"], \"session_ids\": [\"258e0be6-55e5-4e8f-b946-30123ec53b15\", \"2d15d8b1-d7a7-4501-b87c-679261c4d018\", \"8b8858c6-16ff-4e0b-b0c3-1600ee3e5da1\", \"40b9a1e0-70fc-4c3a-8bb3-bff4dfebbd91\", \"552814c2-af61-4a49-8956-1ed06b1e0fdd\"], \"total_duration\": 408.0, \"total_sessions\": 5, \"mean_week_duration\": 2.305}}, {\"4383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-09 11:07:26.000000+00:00\", \"2023-03-13 11:00:06.000000+00:00\", \"2021-01-30 09:38:41.000000+00:00\", \"2020-12-08 00:38:41.000000+00:00\"], \"session_ids\": [\"6c0fe8cf-6fac-4764-949a-fa906ee3345f\", \"d49d862c-d5e3-4b60-afab-5ee70d727528\", \"b47a37fa-51e7-401d-b367-dd1654823a23\", \"de325b9c-567e-4705-8a79-c5fcbb685cc0\"], \"total_duration\": 919.0, \"total_sessions\": 4, \"mean_week_duration\": 7.788}}, {\"3493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-02 21:17:44.000000+00:00\", \"2022-08-24 22:22:21.000000+00:00\", \"2021-10-17 10:21:49.000000+00:00\", \"2022-05-13 18:50:24.000000+00:00\", \"2023-02-24 07:57:40.000000+00:00\", \"2020-04-20 07:41:38.000000+00:00\"], \"session_ids\": [\"4aff5eab-0dca-4a6f-a245-51e92d1b9b98\", \"6d1a7f33-6fa8-4f87-9fc2-c6eaa8ca7f60\", \"b72c2503-74ed-4b52-bf74-5689d7b8d5e2\", \"34b1e2c9-6da4-4fed-a655-20e6f363b997\", \"4a905df3-c075-41d9-8bba-6491ba62537f\", \"338dceb3-40f8-4fba-9755-1dfc67a2ce99\"], \"total_duration\": 2242.0, \"total_sessions\": 6, \"mean_week_duration\": 15.047}}]\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[{\"90038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-18 01:39:50.000000+00:00\", \"2020-08-16 12:43:42.000000+00:00\", \"2022-07-27 23:14:23.000000+00:00\", \"2022-06-10 00:07:30.000000+00:00\", \"2019-03-05 11:30:54.000000+00:00\", \"2019-04-04 06:59:03.000000+00:00\"], \"session_ids\": [\"1ec5f7dd-af09-491a-9d8b-f4e3c46f7dbb\", \"2a18c3bf-0ed2-4764-98d7-e02958a34583\", \"67a5e2c0-5ee3-4745-8a8f-3a3b98cd1e89\", \"edf3115f-5f6f-4639-9cef-bef759ea454b\", \"bce4610b-0685-4aa5-8b3e-0a5aefefde7d\", \"1025ccad-eb5a-44b5-adfd-64bd00738225\"], \"total_duration\": 326.0, \"total_sessions\": 6, \"mean_week_duration\": 1.831}}, {\"28456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-12 02:49:00.000000+00:00\", \"2019-12-26 13:32:32.000000+00:00\", \"2021-11-30 06:27:46.000000+00:00\", \"2021-05-25 00:24:56.000000+00:00\", \"2022-07-01 22:05:34.000000+00:00\"], \"session_ids\": [\"258e0be6-55e5-4e8f-b946-30123ec53b15\", \"2d15d8b1-d7a7-4501-b87c-679261c4d018\", \"8b8858c6-16ff-4e0b-b0c3-1600ee3e5da1\", \"40b9a1e0-70fc-4c3a-8bb3-bff4dfebbd91\", \"552814c2-af61-4a49-8956-1ed06b1e0fdd\"], \"total_duration\": 408.0, \"total_sessions\": 5, \"mean_week_duration\": 2.305}}, {\"4383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-09 11:07:26.000000+00:00\", \"2023-03-13 11:00:06.000000+00:00\", \"2021-01-30 09:38:41.000000+00:00\", \"2020-12-08 00:38:41.000000+00:00\"], \"session_ids\": [\"6c0fe8cf-6fac-4764-949a-fa906ee3345f\", \"d49d862c-d5e3-4b60-afab-5ee70d727528\", \"b47a37fa-51e7-401d-b367-dd1654823a23\", \"de325b9c-567e-4705-8a79-c5fcbb685cc0\"], \"total_duration\": 919.0, \"total_sessions\": 4, \"mean_week_duration\": 7.788}}, {\"3493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-02 21:17:44.000000+00:00\", \"2022-08-24 22:22:21.000000+00:00\", \"2021-10-17 10:21:49.000000+00:00\", \"2022-05-13 18:50:24.000000+00:00\", \"2023-02-24 07:57:40.000000+00:00\", \"2020-04-20 07:41:38.000000+00:00\"], \"session_ids\": [\"4aff5eab-0dca-4a6f-a245-51e92d1b9b98\", \"6d1a7f33-6fa8-4f87-9fc2-c6eaa8ca7f60\", \"b72c2503-74ed-4b52-bf74-5689d7b8d5e2\", \"34b1e2c9-6da4-4fed-a655-20e6f363b997\", \"4a905df3-c075-41d9-8bba-6491ba62537f\", \"338dceb3-40f8-4fba-9755-1dfc67a2ce99\"], \"total_duration\": 2242.0, \"total_sessions\": 6, \"mean_week_duration\": 15.047}}]\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 users with a sessions summation that is above 5 and below 7, exclusive 5 and execute sorting by time using the app per week from the largest to the smallest plus provide me only with 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"92879\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-29 14:01:47.000000+00:00\", \"2022-02-10 06:19:16.000000+00:00\"], \"session_ids\": [\"b5dea4de-9e07-4c59-8477-e4f78365b27d\", \"b03bbb9c-132e-4db4-9163-41df2623eb80\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}, \"7430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-01-14 07:37:58.000000+00:00\", \"2019-11-04 03:20:22.000000+00:00\", \"2020-06-17 10:10:35.000000+00:00\"], \"session_ids\": [\"90a4aad5-4fbf-469c-85e0-b04f187b2819\", \"eb7b63df-53ab-462c-9f78-071e95efcdfc\", \"ae29a437-e443-453f-a5c4-44483eb25e7f\"], \"total_duration\": 187.0, \"total_sessions\": 3, \"mean_week_duration\": 1.626}, \"25801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-13 14:40:41.000000+00:00\", \"2023-02-21 07:48:07.000000+00:00\", \"2020-03-07 03:32:56.000000+00:00\"], \"session_ids\": [\"d86f740e-aca3-42f8-b80c-bbaecb944058\", \"7cab2e2b-eabc-45c2-8ad4-7446ba48bfd9\", \"ab075931-b742-48fb-88f7-86c0d4a5b520\"], \"total_duration\": 993.0, \"total_sessions\": 3, \"mean_week_duration\": 6.406}, \"4847\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-11 13:18:04.000000+00:00\", \"2021-11-10 08:25:04.000000+00:00\", \"2021-10-15 22:42:56.000000+00:00\"], \"session_ids\": [\"d4992e79-e907-469f-9e0a-3f8ca1414394\", \"d5815338-4caf-40ae-bfd3-8c6b8cc8e9ad\", \"b0e8eeb7-b6b4-4fa3-a0f8-e884a585cadc\"], \"total_duration\": 268.0, \"total_sessions\": 3, \"mean_week_duration\": 4.123}, \"11358\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-05 04:54:01.000000+00:00\", \"2023-06-01 05:58:07.000000+00:00\", \"2021-11-09 01:38:16.000000+00:00\"], \"session_ids\": [\"2e222816-5505-446e-813f-8f37d57a2b5e\", \"eac2d729-18f8-434c-837c-e65f34fe8f87\", \"41615ae9-6386-4666-a638-cf00a93a7698\"], \"total_duration\": 204.0, \"total_sessions\": 3, \"mean_week_duration\": 1.962}, \"66881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-06 01:28:36.000000+00:00\", \"2020-09-28 05:26:48.000000+00:00\", \"2019-03-30 17:10:17.000000+00:00\"], \"session_ids\": [\"24383593-7dd1-4454-b312-1ef1ca62b5e7\", \"ff33877c-8a2d-4106-a5d1-e747770e5864\", \"d56f3c58-b731-4d35-b109-6d7e5be86191\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 2.569}, \"9796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2022-03-27 10:35:32.000000+00:00\", \"2021-06-27 16:23:58.000000+00:00\", \"2021-04-12 14:17:51.000000+00:00\"], \"session_ids\": [\"755c3ee2-ca95-4e32-933c-eec50c4d7af3\", \"2629db0f-1ccd-4267-b131-034a1528595e\", \"36a4a812-589d-421b-98b0-ae84478bc23d\"], \"total_duration\": 206.0, \"total_sessions\": 3, \"mean_week_duration\": 4.12}, \"84275\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-15 23:03:30.000000+00:00\", \"2021-11-03 08:45:15.000000+00:00\"], \"session_ids\": [\"c82ed3af-c5a6-440f-a443-e23a8d1f7641\", \"03f1c717-9c18-438d-a276-ef3850784570\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}, \"87671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-09-22 23:39:12.000000+00:00\", \"2022-03-27 17:01:39.000000+00:00\", \"2020-03-05 05:36:32.000000+00:00\", \"2020-05-11 18:15:26.000000+00:00\", \"2021-04-29 16:16:12.000000+00:00\", \"2022-11-17 20:09:33.000000+00:00\"], \"session_ids\": [\"49a66dc3-bcc9-468a-aa4f-3a8fe9ca93b1\", \"1d89b701-62d6-419b-a278-9ad2fe60037c\", \"f0d227eb-8298-45c2-bfde-a123d5e0a2b5\", \"a2200701-5241-415a-b697-3482d9d14f50\", \"5defe666-e208-4fd9-a959-c114e228d5f5\", \"78221886-2ae3-498a-b7d1-f85c5566fe66\"], \"total_duration\": 1780.0, \"total_sessions\": 6, \"mean_week_duration\": 12.624}, \"59852\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-02-06 23:39:25.000000+00:00\", \"2023-04-25 09:55:36.000000+00:00\"], \"session_ids\": [\"f20e45b7-6d14-4d21-a399-9eb78cae1962\", \"44faa73f-6609-46cc-b263-bd10abcb05c9\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are greater than 5 and are equal or less than 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"87671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-09-22 23:39:12.000000+00:00\", \"2022-03-27 17:01:39.000000+00:00\", \"2020-03-05 05:36:32.000000+00:00\", \"2020-05-11 18:15:26.000000+00:00\", \"2021-04-29 16:16:12.000000+00:00\", \"2022-11-17 20:09:33.000000+00:00\"], \"session_ids\": [\"49a66dc3-bcc9-468a-aa4f-3a8fe9ca93b1\", \"1d89b701-62d6-419b-a278-9ad2fe60037c\", \"f0d227eb-8298-45c2-bfde-a123d5e0a2b5\", \"a2200701-5241-415a-b697-3482d9d14f50\", \"5defe666-e208-4fd9-a959-c114e228d5f5\", \"78221886-2ae3-498a-b7d1-f85c5566fe66\"], \"total_duration\": 1780.0, \"total_sessions\": 6, \"mean_week_duration\": 12.624}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"87671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-09-22 23:39:12.000000+00:00\", \"2022-03-27 17:01:39.000000+00:00\", \"2020-03-05 05:36:32.000000+00:00\", \"2020-05-11 18:15:26.000000+00:00\", \"2021-04-29 16:16:12.000000+00:00\", \"2022-11-17 20:09:33.000000+00:00\"], \"session_ids\": [\"49a66dc3-bcc9-468a-aa4f-3a8fe9ca93b1\", \"1d89b701-62d6-419b-a278-9ad2fe60037c\", \"f0d227eb-8298-45c2-bfde-a123d5e0a2b5\", \"a2200701-5241-415a-b697-3482d9d14f50\", \"5defe666-e208-4fd9-a959-c114e228d5f5\", \"78221886-2ae3-498a-b7d1-f85c5566fe66\"], \"total_duration\": 1780.0, \"total_sessions\": 6, \"mean_week_duration\": 12.624}}]\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[{\"87671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-09-22 23:39:12.000000+00:00\", \"2022-03-27 17:01:39.000000+00:00\", \"2020-03-05 05:36:32.000000+00:00\", \"2020-05-11 18:15:26.000000+00:00\", \"2021-04-29 16:16:12.000000+00:00\", \"2022-11-17 20:09:33.000000+00:00\"], \"session_ids\": [\"49a66dc3-bcc9-468a-aa4f-3a8fe9ca93b1\", \"1d89b701-62d6-419b-a278-9ad2fe60037c\", \"f0d227eb-8298-45c2-bfde-a123d5e0a2b5\", \"a2200701-5241-415a-b697-3482d9d14f50\", \"5defe666-e208-4fd9-a959-c114e228d5f5\", \"78221886-2ae3-498a-b7d1-f85c5566fe66\"], \"total_duration\": 1780.0, \"total_sessions\": 6, \"mean_week_duration\": 12.624}}]\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[{\"87671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-09-22 23:39:12.000000+00:00\", \"2022-03-27 17:01:39.000000+00:00\", \"2020-03-05 05:36:32.000000+00:00\", \"2020-05-11 18:15:26.000000+00:00\", \"2021-04-29 16:16:12.000000+00:00\", \"2022-11-17 20:09:33.000000+00:00\"], \"session_ids\": [\"49a66dc3-bcc9-468a-aa4f-3a8fe9ca93b1\", \"1d89b701-62d6-419b-a278-9ad2fe60037c\", \"f0d227eb-8298-45c2-bfde-a123d5e0a2b5\", \"a2200701-5241-415a-b697-3482d9d14f50\", \"5defe666-e208-4fd9-a959-c114e228d5f5\", \"78221886-2ae3-498a-b7d1-f85c5566fe66\"], \"total_duration\": 1780.0, \"total_sessions\": 6, \"mean_week_duration\": 12.624}}]\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 3 users who have quantity of sessions greater than 6 and strictly less than 4 additionaly carry out sorting by overall quantity of sessions in desc order."
}
] |
[
{
"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{\"99304\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-06 21:59:16.000000+00:00\", \"2021-01-08 20:16:53.000000+00:00\"], \"session_ids\": [\"acb96034-5752-4bb7-b6af-73ef2aaf1d65\", \"427f9a87-d641-4476-b48f-bd43a6b0b643\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 3.673}, \"73790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-17 11:05:05.000000+00:00\", \"2023-06-25 18:57:17.000000+00:00\", \"2020-09-24 22:03:24.000000+00:00\"], \"session_ids\": [\"912d8423-da7f-45cd-bd36-698c732c4001\", \"5fff0c2c-a916-4ef3-a201-71d2b4c85f2d\", \"17d680bd-d15a-450c-814b-f4f626ceacb8\"], \"total_duration\": 847.0, \"total_sessions\": 3, \"mean_week_duration\": 5.882}, \"4774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-25 14:31:43.000000+00:00\", \"2021-08-26 16:23:46.000000+00:00\", \"2021-02-05 23:57:33.000000+00:00\", \"2019-06-07 01:13:44.000000+00:00\", \"2020-02-06 01:18:14.000000+00:00\", \"2021-01-06 02:58:20.000000+00:00\"], \"session_ids\": [\"3260d037-cef7-4cb7-995c-8b714dc7f00a\", \"81a58f32-44d5-41cc-bfbe-5ca12c9f0e62\", \"6ba9a305-5be9-425a-b15b-ed33cc760dd9\", \"421dc34a-b574-4cad-a574-9caad963dbe0\", \"1ae75685-65cb-4c84-a756-59440fc40aa5\", \"151d5ba2-35a3-456a-bb40-342ddddf36cb\"], \"total_duration\": 6094.0, \"total_sessions\": 6, \"mean_week_duration\": 52.534}, \"13322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-28 03:58:37.000000+00:00\", \"2022-02-10 09:57:52.000000+00:00\", \"2021-07-22 13:11:47.000000+00:00\"], \"session_ids\": [\"6c8ae6ef-3dbc-4be0-89f9-ff05c1c95796\", \"92ba3e40-e36b-4e67-91d8-c291eac8226c\", \"4794601c-e0d4-4a50-9018-becbcf1d5045\"], \"total_duration\": 591.0, \"total_sessions\": 3, \"mean_week_duration\": 7.036}, \"58180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-06 12:38:11.000000+00:00\", \"2022-05-02 10:33:32.000000+00:00\", \"2019-05-24 04:42:45.000000+00:00\", \"2021-08-07 01:30:22.000000+00:00\", \"2021-04-14 10:32:21.000000+00:00\", \"2021-10-12 03:59:24.000000+00:00\", \"2020-06-16 01:11:32.000000+00:00\", \"2021-02-10 22:12:29.000000+00:00\"], \"session_ids\": [\"e462f40e-05d0-4950-9d9b-3be6b4d5b303\", \"e1d04310-ed9f-4aa8-9d7d-5d5d2ea7d1ad\", \"7aec6285-b84b-4380-a95b-a102ebb9b749\", \"6809eab4-a547-4aab-b011-501e66e20fa7\", \"f1dab727-6aa0-4417-8316-ccd5b93b765b\", \"7be9467c-00b8-4bc5-9c6e-3711f9570354\", \"2fd7eb7f-bb99-4fd9-9c7b-ce4346acda43\", \"67cd056a-768d-4288-890e-a8f1b9474785\"], \"total_duration\": 1748.0, \"total_sessions\": 8, \"mean_week_duration\": 11.351}, \"41884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-13 08:57:32.000000+00:00\", \"2023-03-02 22:46:40.000000+00:00\", \"2019-03-04 17:46:09.000000+00:00\", \"2019-04-30 05:35:21.000000+00:00\"], \"session_ids\": [\"39c8e960-3c32-4ca0-8b91-49f9155e35b4\", \"7a1d0422-725e-4290-bf83-e70475c9fd85\", \"e3fc5f7f-241a-4988-a695-b8f68794e9be\", \"85b64fc5-a4de-468e-9a42-33a3347effd4\"], \"total_duration\": 1867.0, \"total_sessions\": 4, \"mean_week_duration\": 8.933}, \"85534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-27 15:42:37.000000+00:00\", \"2022-09-18 12:27:27.000000+00:00\"], \"session_ids\": [\"60b634b2-95d2-4e36-8271-c0d599eaa768\", \"c970641e-b35f-413a-afae-e91ca129536f\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}, \"53750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-07 06:59:29.000000+00:00\", \"2021-04-23 22:52:14.000000+00:00\", \"2019-12-21 15:17:33.000000+00:00\", \"2020-10-24 08:07:23.000000+00:00\", \"2019-10-22 07:02:14.000000+00:00\", \"2021-02-09 12:08:35.000000+00:00\", \"2022-06-11 21:37:16.000000+00:00\", \"2023-03-23 07:04:05.000000+00:00\"], \"session_ids\": [\"7635d986-c9e8-4ec5-962b-20b3a4e289c5\", \"f5e414d8-ae7f-4e34-8e75-f0fa24118672\", \"cc1cf68e-125e-4cd9-9741-ddf22f5db0f8\", \"3bfaec24-05c3-4d0d-857c-cc8c8c7ee82c\", \"722c05d7-0c6f-4f5a-9ea6-c96df9129a16\", \"bf39dc30-a9d7-4554-84d4-3cded33bd369\", \"f92e8f35-e89e-4bfe-9c46-63b3ad0141f1\", \"180ccf46-49ab-4012-b0a1-3e476931c2b5\"], \"total_duration\": 4427.0, \"total_sessions\": 8, \"mean_week_duration\": 24.732}, \"25046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-17 12:49:03.000000+00:00\", \"2020-04-24 07:08:14.000000+00:00\", \"2019-09-20 10:28:08.000000+00:00\", \"2019-02-01 11:52:41.000000+00:00\", \"2021-04-12 17:52:59.000000+00:00\", \"2020-06-18 00:06:58.000000+00:00\"], \"session_ids\": [\"e0a6d60a-b562-4cda-accc-0965e7e24aca\", \"8306f585-b7ce-4dcc-a968-f80bdf07cc43\", \"db4063ee-bfd3-4856-9f70-6be27fd86e40\", \"484f0a0d-7fc8-4376-b666-de7522ed79ec\", \"e17ad3fb-bccb-412e-bcc3-d477869f49a2\", \"4b82ec42-a22e-4e79-8556-6dedbde1b9fe\"], \"total_duration\": 236.0, \"total_sessions\": 6, \"mean_week_duration\": 1.216}, \"32333\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-02 09:06:53.000000+00:00\", \"2019-08-21 10:55:07.000000+00:00\"], \"session_ids\": [\"08f6a688-3972-463c-8833-a1f7dc08651f\", \"49c97b05-9b10-49fd-8c16-d5b23f3080cf\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are less than 4 and are equal or greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"99304\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-06 21:59:16.000000+00:00\", \"2021-01-08 20:16:53.000000+00:00\"], \"session_ids\": [\"acb96034-5752-4bb7-b6af-73ef2aaf1d65\", \"427f9a87-d641-4476-b48f-bd43a6b0b643\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 3.673}, \"73790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-17 11:05:05.000000+00:00\", \"2023-06-25 18:57:17.000000+00:00\", \"2020-09-24 22:03:24.000000+00:00\"], \"session_ids\": [\"912d8423-da7f-45cd-bd36-698c732c4001\", \"5fff0c2c-a916-4ef3-a201-71d2b4c85f2d\", \"17d680bd-d15a-450c-814b-f4f626ceacb8\"], \"total_duration\": 847.0, \"total_sessions\": 3, \"mean_week_duration\": 5.882}, \"13322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-28 03:58:37.000000+00:00\", \"2022-02-10 09:57:52.000000+00:00\", \"2021-07-22 13:11:47.000000+00:00\"], \"session_ids\": [\"6c8ae6ef-3dbc-4be0-89f9-ff05c1c95796\", \"92ba3e40-e36b-4e67-91d8-c291eac8226c\", \"4794601c-e0d4-4a50-9018-becbcf1d5045\"], \"total_duration\": 591.0, \"total_sessions\": 3, \"mean_week_duration\": 7.036}, \"85534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-27 15:42:37.000000+00:00\", \"2022-09-18 12:27:27.000000+00:00\"], \"session_ids\": [\"60b634b2-95d2-4e36-8271-c0d599eaa768\", \"c970641e-b35f-413a-afae-e91ca129536f\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}, \"32333\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-02 09:06:53.000000+00:00\", \"2019-08-21 10:55:07.000000+00:00\"], \"session_ids\": [\"08f6a688-3972-463c-8833-a1f7dc08651f\", \"49c97b05-9b10-49fd-8c16-d5b23f3080cf\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}, \"4774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-25 14:31:43.000000+00:00\", \"2021-08-26 16:23:46.000000+00:00\", \"2021-02-05 23:57:33.000000+00:00\", \"2019-06-07 01:13:44.000000+00:00\", \"2020-02-06 01:18:14.000000+00:00\", \"2021-01-06 02:58:20.000000+00:00\"], \"session_ids\": [\"3260d037-cef7-4cb7-995c-8b714dc7f00a\", \"81a58f32-44d5-41cc-bfbe-5ca12c9f0e62\", \"6ba9a305-5be9-425a-b15b-ed33cc760dd9\", \"421dc34a-b574-4cad-a574-9caad963dbe0\", \"1ae75685-65cb-4c84-a756-59440fc40aa5\", \"151d5ba2-35a3-456a-bb40-342ddddf36cb\"], \"total_duration\": 6094.0, \"total_sessions\": 6, \"mean_week_duration\": 52.534}, \"58180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-06 12:38:11.000000+00:00\", \"2022-05-02 10:33:32.000000+00:00\", \"2019-05-24 04:42:45.000000+00:00\", \"2021-08-07 01:30:22.000000+00:00\", \"2021-04-14 10:32:21.000000+00:00\", \"2021-10-12 03:59:24.000000+00:00\", \"2020-06-16 01:11:32.000000+00:00\", \"2021-02-10 22:12:29.000000+00:00\"], \"session_ids\": [\"e462f40e-05d0-4950-9d9b-3be6b4d5b303\", \"e1d04310-ed9f-4aa8-9d7d-5d5d2ea7d1ad\", \"7aec6285-b84b-4380-a95b-a102ebb9b749\", \"6809eab4-a547-4aab-b011-501e66e20fa7\", \"f1dab727-6aa0-4417-8316-ccd5b93b765b\", \"7be9467c-00b8-4bc5-9c6e-3711f9570354\", \"2fd7eb7f-bb99-4fd9-9c7b-ce4346acda43\", \"67cd056a-768d-4288-890e-a8f1b9474785\"], \"total_duration\": 1748.0, \"total_sessions\": 8, \"mean_week_duration\": 11.351}, \"53750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-07 06:59:29.000000+00:00\", \"2021-04-23 22:52:14.000000+00:00\", \"2019-12-21 15:17:33.000000+00:00\", \"2020-10-24 08:07:23.000000+00:00\", \"2019-10-22 07:02:14.000000+00:00\", \"2021-02-09 12:08:35.000000+00:00\", \"2022-06-11 21:37:16.000000+00:00\", \"2023-03-23 07:04:05.000000+00:00\"], \"session_ids\": [\"7635d986-c9e8-4ec5-962b-20b3a4e289c5\", \"f5e414d8-ae7f-4e34-8e75-f0fa24118672\", \"cc1cf68e-125e-4cd9-9741-ddf22f5db0f8\", \"3bfaec24-05c3-4d0d-857c-cc8c8c7ee82c\", \"722c05d7-0c6f-4f5a-9ea6-c96df9129a16\", \"bf39dc30-a9d7-4554-84d4-3cded33bd369\", \"f92e8f35-e89e-4bfe-9c46-63b3ad0141f1\", \"180ccf46-49ab-4012-b0a1-3e476931c2b5\"], \"total_duration\": 4427.0, \"total_sessions\": 8, \"mean_week_duration\": 24.732}, \"25046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-17 12:49:03.000000+00:00\", \"2020-04-24 07:08:14.000000+00:00\", \"2019-09-20 10:28:08.000000+00:00\", \"2019-02-01 11:52:41.000000+00:00\", \"2021-04-12 17:52:59.000000+00:00\", \"2020-06-18 00:06:58.000000+00:00\"], \"session_ids\": [\"e0a6d60a-b562-4cda-accc-0965e7e24aca\", \"8306f585-b7ce-4dcc-a968-f80bdf07cc43\", \"db4063ee-bfd3-4856-9f70-6be27fd86e40\", \"484f0a0d-7fc8-4376-b666-de7522ed79ec\", \"e17ad3fb-bccb-412e-bcc3-d477869f49a2\", \"4b82ec42-a22e-4e79-8556-6dedbde1b9fe\"], \"total_duration\": 236.0, \"total_sessions\": 6, \"mean_week_duration\": 1.216}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"58180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-06 12:38:11.000000+00:00\", \"2022-05-02 10:33:32.000000+00:00\", \"2019-05-24 04:42:45.000000+00:00\", \"2021-08-07 01:30:22.000000+00:00\", \"2021-04-14 10:32:21.000000+00:00\", \"2021-10-12 03:59:24.000000+00:00\", \"2020-06-16 01:11:32.000000+00:00\", \"2021-02-10 22:12:29.000000+00:00\"], \"session_ids\": [\"e462f40e-05d0-4950-9d9b-3be6b4d5b303\", \"e1d04310-ed9f-4aa8-9d7d-5d5d2ea7d1ad\", \"7aec6285-b84b-4380-a95b-a102ebb9b749\", \"6809eab4-a547-4aab-b011-501e66e20fa7\", \"f1dab727-6aa0-4417-8316-ccd5b93b765b\", \"7be9467c-00b8-4bc5-9c6e-3711f9570354\", \"2fd7eb7f-bb99-4fd9-9c7b-ce4346acda43\", \"67cd056a-768d-4288-890e-a8f1b9474785\"], \"total_duration\": 1748.0, \"total_sessions\": 8, \"mean_week_duration\": 11.351}}, {\"53750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-07 06:59:29.000000+00:00\", \"2021-04-23 22:52:14.000000+00:00\", \"2019-12-21 15:17:33.000000+00:00\", \"2020-10-24 08:07:23.000000+00:00\", \"2019-10-22 07:02:14.000000+00:00\", \"2021-02-09 12:08:35.000000+00:00\", \"2022-06-11 21:37:16.000000+00:00\", \"2023-03-23 07:04:05.000000+00:00\"], \"session_ids\": [\"7635d986-c9e8-4ec5-962b-20b3a4e289c5\", \"f5e414d8-ae7f-4e34-8e75-f0fa24118672\", \"cc1cf68e-125e-4cd9-9741-ddf22f5db0f8\", \"3bfaec24-05c3-4d0d-857c-cc8c8c7ee82c\", \"722c05d7-0c6f-4f5a-9ea6-c96df9129a16\", \"bf39dc30-a9d7-4554-84d4-3cded33bd369\", \"f92e8f35-e89e-4bfe-9c46-63b3ad0141f1\", \"180ccf46-49ab-4012-b0a1-3e476931c2b5\"], \"total_duration\": 4427.0, \"total_sessions\": 8, \"mean_week_duration\": 24.732}}, {\"4774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-25 14:31:43.000000+00:00\", \"2021-08-26 16:23:46.000000+00:00\", \"2021-02-05 23:57:33.000000+00:00\", \"2019-06-07 01:13:44.000000+00:00\", \"2020-02-06 01:18:14.000000+00:00\", \"2021-01-06 02:58:20.000000+00:00\"], \"session_ids\": [\"3260d037-cef7-4cb7-995c-8b714dc7f00a\", \"81a58f32-44d5-41cc-bfbe-5ca12c9f0e62\", \"6ba9a305-5be9-425a-b15b-ed33cc760dd9\", \"421dc34a-b574-4cad-a574-9caad963dbe0\", \"1ae75685-65cb-4c84-a756-59440fc40aa5\", \"151d5ba2-35a3-456a-bb40-342ddddf36cb\"], \"total_duration\": 6094.0, \"total_sessions\": 6, \"mean_week_duration\": 52.534}}, {\"25046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-17 12:49:03.000000+00:00\", \"2020-04-24 07:08:14.000000+00:00\", \"2019-09-20 10:28:08.000000+00:00\", \"2019-02-01 11:52:41.000000+00:00\", \"2021-04-12 17:52:59.000000+00:00\", \"2020-06-18 00:06:58.000000+00:00\"], \"session_ids\": [\"e0a6d60a-b562-4cda-accc-0965e7e24aca\", \"8306f585-b7ce-4dcc-a968-f80bdf07cc43\", \"db4063ee-bfd3-4856-9f70-6be27fd86e40\", \"484f0a0d-7fc8-4376-b666-de7522ed79ec\", \"e17ad3fb-bccb-412e-bcc3-d477869f49a2\", \"4b82ec42-a22e-4e79-8556-6dedbde1b9fe\"], \"total_duration\": 236.0, \"total_sessions\": 6, \"mean_week_duration\": 1.216}}, {\"73790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-17 11:05:05.000000+00:00\", \"2023-06-25 18:57:17.000000+00:00\", \"2020-09-24 22:03:24.000000+00:00\"], \"session_ids\": [\"912d8423-da7f-45cd-bd36-698c732c4001\", \"5fff0c2c-a916-4ef3-a201-71d2b4c85f2d\", \"17d680bd-d15a-450c-814b-f4f626ceacb8\"], \"total_duration\": 847.0, \"total_sessions\": 3, \"mean_week_duration\": 5.882}}, {\"13322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-28 03:58:37.000000+00:00\", \"2022-02-10 09:57:52.000000+00:00\", \"2021-07-22 13:11:47.000000+00:00\"], \"session_ids\": [\"6c8ae6ef-3dbc-4be0-89f9-ff05c1c95796\", \"92ba3e40-e36b-4e67-91d8-c291eac8226c\", \"4794601c-e0d4-4a50-9018-becbcf1d5045\"], \"total_duration\": 591.0, \"total_sessions\": 3, \"mean_week_duration\": 7.036}}, {\"99304\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-06 21:59:16.000000+00:00\", \"2021-01-08 20:16:53.000000+00:00\"], \"session_ids\": [\"acb96034-5752-4bb7-b6af-73ef2aaf1d65\", \"427f9a87-d641-4476-b48f-bd43a6b0b643\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 3.673}}, {\"85534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-27 15:42:37.000000+00:00\", \"2022-09-18 12:27:27.000000+00:00\"], \"session_ids\": [\"60b634b2-95d2-4e36-8271-c0d599eaa768\", \"c970641e-b35f-413a-afae-e91ca129536f\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}}, {\"32333\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-02 09:06:53.000000+00:00\", \"2019-08-21 10:55:07.000000+00:00\"], \"session_ids\": [\"08f6a688-3972-463c-8833-a1f7dc08651f\", \"49c97b05-9b10-49fd-8c16-d5b23f3080cf\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"58180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-06 12:38:11.000000+00:00\", \"2022-05-02 10:33:32.000000+00:00\", \"2019-05-24 04:42:45.000000+00:00\", \"2021-08-07 01:30:22.000000+00:00\", \"2021-04-14 10:32:21.000000+00:00\", \"2021-10-12 03:59:24.000000+00:00\", \"2020-06-16 01:11:32.000000+00:00\", \"2021-02-10 22:12:29.000000+00:00\"], \"session_ids\": [\"e462f40e-05d0-4950-9d9b-3be6b4d5b303\", \"e1d04310-ed9f-4aa8-9d7d-5d5d2ea7d1ad\", \"7aec6285-b84b-4380-a95b-a102ebb9b749\", \"6809eab4-a547-4aab-b011-501e66e20fa7\", \"f1dab727-6aa0-4417-8316-ccd5b93b765b\", \"7be9467c-00b8-4bc5-9c6e-3711f9570354\", \"2fd7eb7f-bb99-4fd9-9c7b-ce4346acda43\", \"67cd056a-768d-4288-890e-a8f1b9474785\"], \"total_duration\": 1748.0, \"total_sessions\": 8, \"mean_week_duration\": 11.351}}, {\"53750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-07 06:59:29.000000+00:00\", \"2021-04-23 22:52:14.000000+00:00\", \"2019-12-21 15:17:33.000000+00:00\", \"2020-10-24 08:07:23.000000+00:00\", \"2019-10-22 07:02:14.000000+00:00\", \"2021-02-09 12:08:35.000000+00:00\", \"2022-06-11 21:37:16.000000+00:00\", \"2023-03-23 07:04:05.000000+00:00\"], \"session_ids\": [\"7635d986-c9e8-4ec5-962b-20b3a4e289c5\", \"f5e414d8-ae7f-4e34-8e75-f0fa24118672\", \"cc1cf68e-125e-4cd9-9741-ddf22f5db0f8\", \"3bfaec24-05c3-4d0d-857c-cc8c8c7ee82c\", \"722c05d7-0c6f-4f5a-9ea6-c96df9129a16\", \"bf39dc30-a9d7-4554-84d4-3cded33bd369\", \"f92e8f35-e89e-4bfe-9c46-63b3ad0141f1\", \"180ccf46-49ab-4012-b0a1-3e476931c2b5\"], \"total_duration\": 4427.0, \"total_sessions\": 8, \"mean_week_duration\": 24.732}}, {\"4774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-25 14:31:43.000000+00:00\", \"2021-08-26 16:23:46.000000+00:00\", \"2021-02-05 23:57:33.000000+00:00\", \"2019-06-07 01:13:44.000000+00:00\", \"2020-02-06 01:18:14.000000+00:00\", \"2021-01-06 02:58:20.000000+00:00\"], \"session_ids\": [\"3260d037-cef7-4cb7-995c-8b714dc7f00a\", \"81a58f32-44d5-41cc-bfbe-5ca12c9f0e62\", \"6ba9a305-5be9-425a-b15b-ed33cc760dd9\", \"421dc34a-b574-4cad-a574-9caad963dbe0\", \"1ae75685-65cb-4c84-a756-59440fc40aa5\", \"151d5ba2-35a3-456a-bb40-342ddddf36cb\"], \"total_duration\": 6094.0, \"total_sessions\": 6, \"mean_week_duration\": 52.534}}]\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[{\"58180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-06 12:38:11.000000+00:00\", \"2022-05-02 10:33:32.000000+00:00\", \"2019-05-24 04:42:45.000000+00:00\", \"2021-08-07 01:30:22.000000+00:00\", \"2021-04-14 10:32:21.000000+00:00\", \"2021-10-12 03:59:24.000000+00:00\", \"2020-06-16 01:11:32.000000+00:00\", \"2021-02-10 22:12:29.000000+00:00\"], \"session_ids\": [\"e462f40e-05d0-4950-9d9b-3be6b4d5b303\", \"e1d04310-ed9f-4aa8-9d7d-5d5d2ea7d1ad\", \"7aec6285-b84b-4380-a95b-a102ebb9b749\", \"6809eab4-a547-4aab-b011-501e66e20fa7\", \"f1dab727-6aa0-4417-8316-ccd5b93b765b\", \"7be9467c-00b8-4bc5-9c6e-3711f9570354\", \"2fd7eb7f-bb99-4fd9-9c7b-ce4346acda43\", \"67cd056a-768d-4288-890e-a8f1b9474785\"], \"total_duration\": 1748.0, \"total_sessions\": 8, \"mean_week_duration\": 11.351}}, {\"53750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-07 06:59:29.000000+00:00\", \"2021-04-23 22:52:14.000000+00:00\", \"2019-12-21 15:17:33.000000+00:00\", \"2020-10-24 08:07:23.000000+00:00\", \"2019-10-22 07:02:14.000000+00:00\", \"2021-02-09 12:08:35.000000+00:00\", \"2022-06-11 21:37:16.000000+00:00\", \"2023-03-23 07:04:05.000000+00:00\"], \"session_ids\": [\"7635d986-c9e8-4ec5-962b-20b3a4e289c5\", \"f5e414d8-ae7f-4e34-8e75-f0fa24118672\", \"cc1cf68e-125e-4cd9-9741-ddf22f5db0f8\", \"3bfaec24-05c3-4d0d-857c-cc8c8c7ee82c\", \"722c05d7-0c6f-4f5a-9ea6-c96df9129a16\", \"bf39dc30-a9d7-4554-84d4-3cded33bd369\", \"f92e8f35-e89e-4bfe-9c46-63b3ad0141f1\", \"180ccf46-49ab-4012-b0a1-3e476931c2b5\"], \"total_duration\": 4427.0, \"total_sessions\": 8, \"mean_week_duration\": 24.732}}, {\"4774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-25 14:31:43.000000+00:00\", \"2021-08-26 16:23:46.000000+00:00\", \"2021-02-05 23:57:33.000000+00:00\", \"2019-06-07 01:13:44.000000+00:00\", \"2020-02-06 01:18:14.000000+00:00\", \"2021-01-06 02:58:20.000000+00:00\"], \"session_ids\": [\"3260d037-cef7-4cb7-995c-8b714dc7f00a\", \"81a58f32-44d5-41cc-bfbe-5ca12c9f0e62\", \"6ba9a305-5be9-425a-b15b-ed33cc760dd9\", \"421dc34a-b574-4cad-a574-9caad963dbe0\", \"1ae75685-65cb-4c84-a756-59440fc40aa5\", \"151d5ba2-35a3-456a-bb40-342ddddf36cb\"], \"total_duration\": 6094.0, \"total_sessions\": 6, \"mean_week_duration\": 52.534}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 3 users who are bottom users based on average_week_duration , put to use sorting by duration summation of sessions per week desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"64526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-08 02:01:26.000000+00:00\", \"2023-01-25 19:02:02.000000+00:00\", \"2019-07-04 00:17:54.000000+00:00\"], \"session_ids\": [\"7968cd67-52f4-4ae8-8b7a-20141998db0b\", \"c9a7fd73-c2e3-4b16-9dc7-b9a5ba3704f8\", \"c0ec120a-be76-429a-9224-5a3ded37c941\"], \"total_duration\": 1021.0, \"total_sessions\": 3, \"mean_week_duration\": 5.489}, \"34336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-04-08 08:01:13.000000+00:00\", \"2020-05-25 07:37:40.000000+00:00\", \"2020-04-23 16:25:58.000000+00:00\", \"2021-11-15 16:30:55.000000+00:00\", \"2023-05-31 02:17:31.000000+00:00\", \"2019-07-31 01:41:37.000000+00:00\", \"2021-01-06 19:35:33.000000+00:00\"], \"session_ids\": [\"8abdd519-57c2-49a2-99e7-4c2eefcc188a\", \"e61c87a6-4e8b-46a9-ae90-f1b0d524b678\", \"bcf40286-f132-4adc-9962-9002158c27fb\", \"80ec69bb-b7cc-4cc7-acef-1c5eb8dfb826\", \"fbd0e0cf-8a99-4bf5-897a-0c92ab214edc\", \"36768ef6-c37e-4cd4-a74f-e758ee7d6eff\", \"bfe3c0e2-2cf3-4ee0-975b-05a1883ca347\"], \"total_duration\": 549.0, \"total_sessions\": 7, \"mean_week_duration\": 2.745}, \"47544\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-16 23:22:11.000000+00:00\", \"2022-01-07 08:03:41.000000+00:00\"], \"session_ids\": [\"7d33afca-1f02-4e6d-985b-793610a0412f\", \"eb3f798a-18df-425c-8761-02b818731228\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 7.969}, \"33292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-26 13:52:50.000000+00:00\", \"2019-10-16 16:15:08.000000+00:00\", \"2019-07-04 02:50:17.000000+00:00\", \"2020-08-23 23:02:37.000000+00:00\", \"2022-03-30 02:38:59.000000+00:00\", \"2020-02-24 20:07:24.000000+00:00\", \"2021-12-03 13:29:18.000000+00:00\", \"2021-11-03 21:33:03.000000+00:00\", \"2019-05-17 11:23:09.000000+00:00\", \"2019-12-11 20:37:27.000000+00:00\"], \"session_ids\": [\"912fd99f-0c74-4102-adc7-5762fe3bd5dc\", \"b0e152e3-dc98-4190-ae93-331c5ca56ed4\", \"ef7e91ab-fc91-4443-910d-4f6c30c3b29d\", \"999b2dea-c086-4918-8abe-38c5613f9c91\", \"795c4f91-2c43-4c8d-b5ca-cf88a1d0331b\", \"495441eb-213e-4634-a462-4fc6857c989f\", \"66d06d15-6184-4501-ba7e-491a99b334b8\", \"50737398-f334-4a22-a21d-d97f4053ce60\", \"35c1e2f3-3e6f-479f-b119-f84d87349722\", \"68d9dd24-39de-465f-8bba-3112888f71fe\"], \"total_duration\": 18567.0, \"total_sessions\": 10, \"mean_week_duration\": 123.78}, \"47298\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-06-25 19:57:01.000000+00:00\", \"2022-03-10 05:10:20.000000+00:00\", \"2020-02-05 22:04:23.000000+00:00\", \"2021-07-04 17:13:49.000000+00:00\"], \"session_ids\": [\"1465c964-2c49-49a4-9d79-74b31b0d14d2\", \"bcd9750b-eab9-4ad6-be52-56deb78e78b8\", \"dd212ae7-3c5c-45d6-b7c9-91b300927dff\", \"e9f20bcc-3bf4-4662-ae73-0298d83cf139\"], \"total_duration\": 1392.0, \"total_sessions\": 4, \"mean_week_duration\": 12.771}, \"40813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-28 15:06:17.000000+00:00\", \"2020-05-08 11:56:20.000000+00:00\"], \"session_ids\": [\"d920e31f-01b2-4008-91c3-d376f5fad4c1\", \"d97ac739-c20f-4a7a-9bc2-3599ce76ffe3\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"20763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-03 01:14:08.000000+00:00\", \"2023-05-10 18:39:28.000000+00:00\"], \"session_ids\": [\"bfd0c386-dfb4-49b0-be23-8037444b4169\", \"e5614742-a2ce-431e-ba6d-b9eb806a1d0d\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 7.531}, \"8640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-30 03:32:32.000000+00:00\", \"2022-11-24 01:41:09.000000+00:00\", \"2019-03-12 20:57:31.000000+00:00\"], \"session_ids\": [\"08cfa779-a57f-4a5f-ada1-bcff2d9453bb\", \"722bf7c0-0195-4ff7-ae44-2c51ef3c2de0\", \"b3e549e3-7391-4ce8-9d03-92696f840156\"], \"total_duration\": 485.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}, \"96339\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-26 14:00:27.000000+00:00\", \"2020-10-18 05:15:59.000000+00:00\"], \"session_ids\": [\"dd0f6801-1cad-463c-b3c6-dd7941e23bc0\", \"ffb52360-7b03-41cb-a317-a26e723c7431\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 3.206}, \"87627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-19 22:28:26.000000+00:00\", \"2019-04-19 08:20:53.000000+00:00\", \"2023-05-17 02:58:38.000000+00:00\", \"2019-05-05 09:18:12.000000+00:00\", \"2023-05-17 01:55:28.000000+00:00\", \"2022-07-21 07:44:48.000000+00:00\", \"2022-02-25 08:13:13.000000+00:00\"], \"session_ids\": [\"0534c06d-65e5-4a0c-bd78-f2d7b1221562\", \"823d1534-b88b-4999-af7d-0995ed58bd27\", \"a02b6d34-24ce-419d-9cdd-b7a81122cbf7\", \"204529d3-acd9-4f81-b88d-d083de1764e3\", \"ca2108c2-94fb-414b-afba-c1726f787e89\", \"797c1c7f-9a50-4e82-bff4-f7c9e10ac44f\", \"12284b6c-0590-462f-856e-e444ebff4d03\"], \"total_duration\": 62.0, \"total_sessions\": 7, \"mean_week_duration\": 0.291}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 3 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 3}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"87627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-19 22:28:26.000000+00:00\", \"2019-04-19 08:20:53.000000+00:00\", \"2023-05-17 02:58:38.000000+00:00\", \"2019-05-05 09:18:12.000000+00:00\", \"2023-05-17 01:55:28.000000+00:00\", \"2022-07-21 07:44:48.000000+00:00\", \"2022-02-25 08:13:13.000000+00:00\"], \"session_ids\": [\"0534c06d-65e5-4a0c-bd78-f2d7b1221562\", \"823d1534-b88b-4999-af7d-0995ed58bd27\", \"a02b6d34-24ce-419d-9cdd-b7a81122cbf7\", \"204529d3-acd9-4f81-b88d-d083de1764e3\", \"ca2108c2-94fb-414b-afba-c1726f787e89\", \"797c1c7f-9a50-4e82-bff4-f7c9e10ac44f\", \"12284b6c-0590-462f-856e-e444ebff4d03\"], \"total_duration\": 62.0, \"total_sessions\": 7, \"mean_week_duration\": 0.291}}, {\"40813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-28 15:06:17.000000+00:00\", \"2020-05-08 11:56:20.000000+00:00\"], \"session_ids\": [\"d920e31f-01b2-4008-91c3-d376f5fad4c1\", \"d97ac739-c20f-4a7a-9bc2-3599ce76ffe3\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"8640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-30 03:32:32.000000+00:00\", \"2022-11-24 01:41:09.000000+00:00\", \"2019-03-12 20:57:31.000000+00:00\"], \"session_ids\": [\"08cfa779-a57f-4a5f-ada1-bcff2d9453bb\", \"722bf7c0-0195-4ff7-ae44-2c51ef3c2de0\", \"b3e549e3-7391-4ce8-9d03-92696f840156\"], \"total_duration\": 485.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}]\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[{\"8640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-30 03:32:32.000000+00:00\", \"2022-11-24 01:41:09.000000+00:00\", \"2019-03-12 20:57:31.000000+00:00\"], \"session_ids\": [\"08cfa779-a57f-4a5f-ada1-bcff2d9453bb\", \"722bf7c0-0195-4ff7-ae44-2c51ef3c2de0\", \"b3e549e3-7391-4ce8-9d03-92696f840156\"], \"total_duration\": 485.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}, {\"40813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-28 15:06:17.000000+00:00\", \"2020-05-08 11:56:20.000000+00:00\"], \"session_ids\": [\"d920e31f-01b2-4008-91c3-d376f5fad4c1\", \"d97ac739-c20f-4a7a-9bc2-3599ce76ffe3\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"87627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-19 22:28:26.000000+00:00\", \"2019-04-19 08:20:53.000000+00:00\", \"2023-05-17 02:58:38.000000+00:00\", \"2019-05-05 09:18:12.000000+00:00\", \"2023-05-17 01:55:28.000000+00:00\", \"2022-07-21 07:44:48.000000+00:00\", \"2022-02-25 08:13:13.000000+00:00\"], \"session_ids\": [\"0534c06d-65e5-4a0c-bd78-f2d7b1221562\", \"823d1534-b88b-4999-af7d-0995ed58bd27\", \"a02b6d34-24ce-419d-9cdd-b7a81122cbf7\", \"204529d3-acd9-4f81-b88d-d083de1764e3\", \"ca2108c2-94fb-414b-afba-c1726f787e89\", \"797c1c7f-9a50-4e82-bff4-f7c9e10ac44f\", \"12284b6c-0590-462f-856e-e444ebff4d03\"], \"total_duration\": 62.0, \"total_sessions\": 7, \"mean_week_duration\": 0.291}}]\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[{\"8640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-30 03:32:32.000000+00:00\", \"2022-11-24 01:41:09.000000+00:00\", \"2019-03-12 20:57:31.000000+00:00\"], \"session_ids\": [\"08cfa779-a57f-4a5f-ada1-bcff2d9453bb\", \"722bf7c0-0195-4ff7-ae44-2c51ef3c2de0\", \"b3e549e3-7391-4ce8-9d03-92696f840156\"], \"total_duration\": 485.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}, {\"40813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-28 15:06:17.000000+00:00\", \"2020-05-08 11:56:20.000000+00:00\"], \"session_ids\": [\"d920e31f-01b2-4008-91c3-d376f5fad4c1\", \"d97ac739-c20f-4a7a-9bc2-3599ce76ffe3\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"87627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-19 22:28:26.000000+00:00\", \"2019-04-19 08:20:53.000000+00:00\", \"2023-05-17 02:58:38.000000+00:00\", \"2019-05-05 09:18:12.000000+00:00\", \"2023-05-17 01:55:28.000000+00:00\", \"2022-07-21 07:44:48.000000+00:00\", \"2022-02-25 08:13:13.000000+00:00\"], \"session_ids\": [\"0534c06d-65e5-4a0c-bd78-f2d7b1221562\", \"823d1534-b88b-4999-af7d-0995ed58bd27\", \"a02b6d34-24ce-419d-9cdd-b7a81122cbf7\", \"204529d3-acd9-4f81-b88d-d083de1764e3\", \"ca2108c2-94fb-414b-afba-c1726f787e89\", \"797c1c7f-9a50-4e82-bff4-f7c9e10ac44f\", \"12284b6c-0590-462f-856e-e444ebff4d03\"], \"total_duration\": 62.0, \"total_sessions\": 7, \"mean_week_duration\": 0.291}}]\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[{\"8640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-30 03:32:32.000000+00:00\", \"2022-11-24 01:41:09.000000+00:00\", \"2019-03-12 20:57:31.000000+00:00\"], \"session_ids\": [\"08cfa779-a57f-4a5f-ada1-bcff2d9453bb\", \"722bf7c0-0195-4ff7-ae44-2c51ef3c2de0\", \"b3e549e3-7391-4ce8-9d03-92696f840156\"], \"total_duration\": 485.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}, {\"40813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-28 15:06:17.000000+00:00\", \"2020-05-08 11:56:20.000000+00:00\"], \"session_ids\": [\"d920e31f-01b2-4008-91c3-d376f5fad4c1\", \"d97ac739-c20f-4a7a-9bc2-3599ce76ffe3\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"87627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-19 22:28:26.000000+00:00\", \"2019-04-19 08:20:53.000000+00:00\", \"2023-05-17 02:58:38.000000+00:00\", \"2019-05-05 09:18:12.000000+00:00\", \"2023-05-17 01:55:28.000000+00:00\", \"2022-07-21 07:44:48.000000+00:00\", \"2022-02-25 08:13:13.000000+00:00\"], \"session_ids\": [\"0534c06d-65e5-4a0c-bd78-f2d7b1221562\", \"823d1534-b88b-4999-af7d-0995ed58bd27\", \"a02b6d34-24ce-419d-9cdd-b7a81122cbf7\", \"204529d3-acd9-4f81-b88d-d083de1764e3\", \"ca2108c2-94fb-414b-afba-c1726f787e89\", \"797c1c7f-9a50-4e82-bff4-f7c9e10ac44f\", \"12284b6c-0590-462f-856e-e444ebff4d03\"], \"total_duration\": 62.0, \"total_sessions\": 7, \"mean_week_duration\": 0.291}}]\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 5 users who have the largest value of mean week duration , and sort by time in app per week from the smallest to the largest plus save only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"50058\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-01 23:31:24.000000+00:00\", \"2020-12-27 06:51:50.000000+00:00\", \"2021-08-15 05:42:38.000000+00:00\", \"2020-09-29 06:57:33.000000+00:00\", \"2019-05-23 19:16:59.000000+00:00\"], \"session_ids\": [\"755f8ce1-2d08-4bf1-96d3-e07e894f2955\", \"9041f5a5-bba8-4d94-9e89-2497f2bc2f97\", \"f44add6a-5f9a-4ce9-9cfc-e7d7e03ede64\", \"807c45e3-9165-488b-8598-3961d285492e\", \"6abbe22c-5c59-4728-b437-625c7376893e\"], \"total_duration\": 199.0, \"total_sessions\": 5, \"mean_week_duration\": 1.701}, \"6546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-28 18:43:20.000000+00:00\", \"2022-06-22 15:18:07.000000+00:00\", \"2020-05-28 00:31:44.000000+00:00\"], \"session_ids\": [\"d60f492c-dca2-459b-9696-d053a63166a0\", \"8a7a9b74-db5e-45c8-ac35-4ab99aee86a3\", \"cfc73dab-9d2f-4f91-965f-07d26764eba5\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}, \"34491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-06-28 05:39:52.000000+00:00\", \"2022-11-02 17:15:04.000000+00:00\"], \"session_ids\": [\"7859a1e0-7b60-4e5d-af55-fe174cde0585\", \"f1546737-3a80-41a4-b661-d085131a6eaf\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}, \"65116\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-16 14:11:34.000000+00:00\", \"2023-06-20 20:27:20.000000+00:00\", \"2021-07-27 08:55:45.000000+00:00\"], \"session_ids\": [\"d1c25818-c7d2-4d7d-b97b-935b59529a58\", \"bb1113bf-9c48-424e-88d2-b2cd2a9e1200\", \"3a5abe05-e1fc-4278-97ce-6e576f587fa2\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}, \"85763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-25 14:18:34.000000+00:00\", \"2022-10-10 11:44:08.000000+00:00\", \"2019-07-30 11:50:35.000000+00:00\"], \"session_ids\": [\"9d798be5-57ad-47dd-a352-395303d5ee1a\", \"1b98f49f-96cf-47f8-936e-2e89e17b567c\", \"9d2652e5-d21a-47f5-9e8a-66c6864567b1\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.293}, \"80175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-07-26 17:57:52.000000+00:00\", \"2019-01-20 10:33:14.000000+00:00\", \"2019-07-28 22:37:21.000000+00:00\"], \"session_ids\": [\"62bf4619-bf03-4183-ae72-42c1995822cb\", \"2c271968-0271-4b90-924b-1517349c7435\", \"16a167c8-6cb4-41a1-af09-b3014f809e2a\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 14.037}, \"83733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 12:24:47.000000+00:00\", \"2021-02-21 14:07:44.000000+00:00\"], \"session_ids\": [\"0084ff5c-44a9-4fa7-b372-d7d2c137e715\", \"94d97117-734a-4ca2-9b59-3ba5e2dd27b6\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 4.054}, \"11456\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-19 18:18:55.000000+00:00\", \"2021-05-31 20:05:18.000000+00:00\", \"2020-05-24 12:40:57.000000+00:00\"], \"session_ids\": [\"e0434c9c-378c-4a77-945c-fac7f310949d\", \"1be73a61-d49e-460f-ae4a-1ece3c5e2ddb\", \"8591d1da-b2d9-4bfe-a1b0-a41d7f6a6627\"], \"total_duration\": 214.0, \"total_sessions\": 3, \"mean_week_duration\": 1.861}, \"20790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-07 06:29:52.000000+00:00\", \"2022-09-27 00:32:34.000000+00:00\", \"2019-10-22 09:38:03.000000+00:00\"], \"session_ids\": [\"bb469c6d-e9f2-4ae3-8ed6-2ec893713363\", \"fa17b735-8ac4-40d5-88aa-7f231846f83c\", \"24c8c95f-c3b3-44a6-a457-8bbba7c22a9a\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 0.985}, \"82993\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-02 16:16:29.000000+00:00\", \"2020-04-11 20:01:59.000000+00:00\", \"2021-03-27 03:11:20.000000+00:00\"], \"session_ids\": [\"01995710-ab4e-4b42-a19f-ddd7ba205993\", \"f6955f78-26d2-43ee-ab7a-411686b121db\", \"796b513a-bf9e-4681-8cec-9cd131f1425d\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 1.308}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the highest 5 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 5}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"80175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-07-26 17:57:52.000000+00:00\", \"2019-01-20 10:33:14.000000+00:00\", \"2019-07-28 22:37:21.000000+00:00\"], \"session_ids\": [\"62bf4619-bf03-4183-ae72-42c1995822cb\", \"2c271968-0271-4b90-924b-1517349c7435\", \"16a167c8-6cb4-41a1-af09-b3014f809e2a\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 14.037}}, {\"34491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-06-28 05:39:52.000000+00:00\", \"2022-11-02 17:15:04.000000+00:00\"], \"session_ids\": [\"7859a1e0-7b60-4e5d-af55-fe174cde0585\", \"f1546737-3a80-41a4-b661-d085131a6eaf\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}}, {\"6546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-28 18:43:20.000000+00:00\", \"2022-06-22 15:18:07.000000+00:00\", \"2020-05-28 00:31:44.000000+00:00\"], \"session_ids\": [\"d60f492c-dca2-459b-9696-d053a63166a0\", \"8a7a9b74-db5e-45c8-ac35-4ab99aee86a3\", \"cfc73dab-9d2f-4f91-965f-07d26764eba5\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}}, {\"83733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 12:24:47.000000+00:00\", \"2021-02-21 14:07:44.000000+00:00\"], \"session_ids\": [\"0084ff5c-44a9-4fa7-b372-d7d2c137e715\", \"94d97117-734a-4ca2-9b59-3ba5e2dd27b6\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 4.054}}, {\"65116\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-16 14:11:34.000000+00:00\", \"2023-06-20 20:27:20.000000+00:00\", \"2021-07-27 08:55:45.000000+00:00\"], \"session_ids\": [\"d1c25818-c7d2-4d7d-b97b-935b59529a58\", \"bb1113bf-9c48-424e-88d2-b2cd2a9e1200\", \"3a5abe05-e1fc-4278-97ce-6e576f587fa2\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65116\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-16 14:11:34.000000+00:00\", \"2023-06-20 20:27:20.000000+00:00\", \"2021-07-27 08:55:45.000000+00:00\"], \"session_ids\": [\"d1c25818-c7d2-4d7d-b97b-935b59529a58\", \"bb1113bf-9c48-424e-88d2-b2cd2a9e1200\", \"3a5abe05-e1fc-4278-97ce-6e576f587fa2\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}, {\"83733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 12:24:47.000000+00:00\", \"2021-02-21 14:07:44.000000+00:00\"], \"session_ids\": [\"0084ff5c-44a9-4fa7-b372-d7d2c137e715\", \"94d97117-734a-4ca2-9b59-3ba5e2dd27b6\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 4.054}}, {\"6546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-28 18:43:20.000000+00:00\", \"2022-06-22 15:18:07.000000+00:00\", \"2020-05-28 00:31:44.000000+00:00\"], \"session_ids\": [\"d60f492c-dca2-459b-9696-d053a63166a0\", \"8a7a9b74-db5e-45c8-ac35-4ab99aee86a3\", \"cfc73dab-9d2f-4f91-965f-07d26764eba5\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}}, {\"34491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-06-28 05:39:52.000000+00:00\", \"2022-11-02 17:15:04.000000+00:00\"], \"session_ids\": [\"7859a1e0-7b60-4e5d-af55-fe174cde0585\", \"f1546737-3a80-41a4-b661-d085131a6eaf\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}}, {\"80175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-07-26 17:57:52.000000+00:00\", \"2019-01-20 10:33:14.000000+00:00\", \"2019-07-28 22:37:21.000000+00:00\"], \"session_ids\": [\"62bf4619-bf03-4183-ae72-42c1995822cb\", \"2c271968-0271-4b90-924b-1517349c7435\", \"16a167c8-6cb4-41a1-af09-b3014f809e2a\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 14.037}}]\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[{\"65116\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-16 14:11:34.000000+00:00\", \"2023-06-20 20:27:20.000000+00:00\", \"2021-07-27 08:55:45.000000+00:00\"], \"session_ids\": [\"d1c25818-c7d2-4d7d-b97b-935b59529a58\", \"bb1113bf-9c48-424e-88d2-b2cd2a9e1200\", \"3a5abe05-e1fc-4278-97ce-6e576f587fa2\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}, {\"83733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 12:24:47.000000+00:00\", \"2021-02-21 14:07:44.000000+00:00\"], \"session_ids\": [\"0084ff5c-44a9-4fa7-b372-d7d2c137e715\", \"94d97117-734a-4ca2-9b59-3ba5e2dd27b6\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 4.054}}, {\"6546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-28 18:43:20.000000+00:00\", \"2022-06-22 15:18:07.000000+00:00\", \"2020-05-28 00:31:44.000000+00:00\"], \"session_ids\": [\"d60f492c-dca2-459b-9696-d053a63166a0\", \"8a7a9b74-db5e-45c8-ac35-4ab99aee86a3\", \"cfc73dab-9d2f-4f91-965f-07d26764eba5\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}}, {\"34491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-06-28 05:39:52.000000+00:00\", \"2022-11-02 17:15:04.000000+00:00\"], \"session_ids\": [\"7859a1e0-7b60-4e5d-af55-fe174cde0585\", \"f1546737-3a80-41a4-b661-d085131a6eaf\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}}]\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[{\"65116\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-16 14:11:34.000000+00:00\", \"2023-06-20 20:27:20.000000+00:00\", \"2021-07-27 08:55:45.000000+00:00\"], \"session_ids\": [\"d1c25818-c7d2-4d7d-b97b-935b59529a58\", \"bb1113bf-9c48-424e-88d2-b2cd2a9e1200\", \"3a5abe05-e1fc-4278-97ce-6e576f587fa2\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}, {\"83733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 12:24:47.000000+00:00\", \"2021-02-21 14:07:44.000000+00:00\"], \"session_ids\": [\"0084ff5c-44a9-4fa7-b372-d7d2c137e715\", \"94d97117-734a-4ca2-9b59-3ba5e2dd27b6\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 4.054}}, {\"6546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-28 18:43:20.000000+00:00\", \"2022-06-22 15:18:07.000000+00:00\", \"2020-05-28 00:31:44.000000+00:00\"], \"session_ids\": [\"d60f492c-dca2-459b-9696-d053a63166a0\", \"8a7a9b74-db5e-45c8-ac35-4ab99aee86a3\", \"cfc73dab-9d2f-4f91-965f-07d26764eba5\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}}, {\"34491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-06-28 05:39:52.000000+00:00\", \"2022-11-02 17:15:04.000000+00:00\"], \"session_ids\": [\"7859a1e0-7b60-4e5d-af55-fe174cde0585\", \"f1546737-3a80-41a4-b661-d085131a6eaf\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}}]\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 users with a sum of duration is precisely 741 and in addition put to use sorting by time in app descendingly as well as remain only 3 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{\"87361\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-07 01:20:19.000000+00:00\", \"2020-01-30 08:16:52.000000+00:00\"], \"session_ids\": [\"6001e154-a5ad-4423-b7fe-cb1a54923faf\", \"cd70da87-a0f6-4199-a054-6fc9e30c59b1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 1.269}, \"29291\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-07 14:36:11.000000+00:00\", \"2019-08-30 22:15:15.000000+00:00\"], \"session_ids\": [\"4adeac49-d35a-4402-9051-7b7e46aaa9a6\", \"0fcdea9f-7bd2-4753-9531-976293ac4a8f\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 3.125}, \"84970\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-30 02:52:25.000000+00:00\", \"2021-06-26 21:17:42.000000+00:00\"], \"session_ids\": [\"e6ec5a36-4f1d-4621-9966-0293f760c061\", \"629796b4-02d4-48b7-83f4-805123e2a222\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"3986\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-21 02:16:38.000000+00:00\", \"2021-10-22 23:10:04.000000+00:00\"], \"session_ids\": [\"c5901469-845f-4cc3-81a9-dd21421209c1\", \"e319cf49-e85e-4135-891b-dad0e8f5aef4\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 2.921}, \"27916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 11:32:50.000000+00:00\", \"2020-01-17 11:35:20.000000+00:00\", \"2022-05-27 02:10:36.000000+00:00\", \"2022-08-13 04:09:53.000000+00:00\", \"2019-05-11 00:58:50.000000+00:00\", \"2022-06-23 05:00:36.000000+00:00\", \"2019-11-04 08:52:46.000000+00:00\", \"2022-11-16 11:41:24.000000+00:00\"], \"session_ids\": [\"0fc00265-5bc0-404e-99f2-ff6210737f98\", \"b6af4370-02d0-491e-b0b3-fe2385baaa39\", \"27d620d4-d968-4aeb-b1f2-4f76413e4fa1\", \"c0f9a422-08a3-438d-9139-5ec6edb071e8\", \"b60de32d-b2ee-4837-a9e8-7dbdfec9b0ed\", \"e613bd52-1c74-442e-9423-6856e66f18a3\", \"b6f540da-9887-4e4d-b38a-d82031f24a4d\", \"e68a0a0f-ef99-4804-968c-a63f7a52dd20\"], \"total_duration\": 14446.0, \"total_sessions\": 8, \"mean_week_duration\": 78.511}, \"4433\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-08 20:05:15.000000+00:00\", \"2019-09-04 00:23:00.000000+00:00\", \"2021-08-09 08:12:44.000000+00:00\", \"2021-06-26 13:41:56.000000+00:00\", \"2021-01-20 17:44:09.000000+00:00\"], \"session_ids\": [\"5cfdffdd-66a6-4dd9-ba61-8169e8806208\", \"2ed5480d-dfb8-4a33-b1af-40c601179a07\", \"16174027-7d8a-4d69-b35b-577c73d5b03d\", \"01cea13d-7e11-4462-9916-7222cff239ec\", \"5c5869a9-a7ec-4c95-b689-278184579000\"], \"total_duration\": 1173.0, \"total_sessions\": 5, \"mean_week_duration\": 6.239}, \"29994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-10-08 18:17:47.000000+00:00\", \"2019-07-20 05:07:28.000000+00:00\"], \"session_ids\": [\"49e24b3e-dd3a-4565-beae-1ec4c7cc58dd\", \"d7f441d5-ffa7-4ee7-ae1c-fdc1fb4404aa\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.594}, \"88383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-06 11:03:31.000000+00:00\", \"2022-10-23 16:32:24.000000+00:00\", \"2021-08-25 11:48:30.000000+00:00\"], \"session_ids\": [\"b3d45e8d-edab-4100-b434-c700061e2b06\", \"eadf8817-cbc0-402f-9647-4fb73f906782\", \"11addf27-1a57-497b-bd30-7bf23067a8e1\"], \"total_duration\": 434.0, \"total_sessions\": 3, \"mean_week_duration\": 4.056}, \"75928\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-06-06 13:35:19.000000+00:00\", \"2021-08-05 05:03:37.000000+00:00\"], \"session_ids\": [\"c23c026f-c08a-415f-8fb2-53b00d4df875\", \"1a2b403e-66b7-43e0-bf1f-9141f859125e\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"5687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-19 01:05:58.000000+00:00\", \"2021-02-08 03:31:53.000000+00:00\", \"2021-03-16 07:37:23.000000+00:00\"], \"session_ids\": [\"96191a84-f1e3-4618-b345-536e59a0479f\", \"737e3aca-baed-4296-b091-073c666b5d40\", \"499b85f1-86a6-42de-ba31-d3a131d33569\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 1.1}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 741"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[741, 2647]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding user whose average of total time spent in the app per week is strictly greater than 8 and less than 29 additionaly perform sorting by time spent on the site per week from the largest value to the smallest value + 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{\"21181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-16 02:39:10.000000+00:00\", \"2023-02-06 12:46:18.000000+00:00\", \"2021-01-17 14:51:41.000000+00:00\"], \"session_ids\": [\"91d61b08-620e-4da8-8a4f-b09596ce0820\", \"78d40013-c297-4b32-add8-006c817cca27\", \"a243854a-3463-4782-bcf6-f431024d1423\"], \"total_duration\": 951.0, \"total_sessions\": 3, \"mean_week_duration\": 8.888}, \"28655\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-10 10:51:04.000000+00:00\", \"2019-01-02 23:56:17.000000+00:00\"], \"session_ids\": [\"1f919b4c-9c70-4354-993d-c18693b7c764\", \"36f8b027-b829-48a8-b0ee-b2ce512c6c5a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 4.188}, \"92791\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-14 14:38:04.000000+00:00\", \"2019-04-01 13:49:33.000000+00:00\", \"2019-02-16 00:11:49.000000+00:00\"], \"session_ids\": [\"2f609bea-0465-4027-a067-d7a9089ee7e3\", \"b95acdb2-86dd-4843-b699-3f5d6c69780d\", \"00f92cd6-f303-4c09-b6a2-e4ca87e66220\"], \"total_duration\": 298.0, \"total_sessions\": 3, \"mean_week_duration\": 7.641}, \"54001\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-22 18:45:24.000000+00:00\", \"2022-11-06 19:05:12.000000+00:00\", \"2021-12-09 22:01:17.000000+00:00\", \"2019-10-14 11:27:27.000000+00:00\"], \"session_ids\": [\"0e43c67b-fc1b-41d8-9e82-fc114504b749\", \"1fa74c5a-d550-4f01-9453-c5c2fc79341e\", \"4d16887f-3410-4a7b-80bc-dbf523a74e0c\", \"a8492182-4f1f-4671-8e6e-b6912a7a5518\"], \"total_duration\": 186.0, \"total_sessions\": 4, \"mean_week_duration\": 1.163}, \"27547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-03-05 15:52:10.000000+00:00\", \"2023-05-20 17:38:13.000000+00:00\"], \"session_ids\": [\"cb699515-deb7-4e69-bb18-9876cad60342\", \"bb93239f-1309-4000-94b8-e822aeeb8efa\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 24.818}, \"84574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-26 13:39:33.000000+00:00\", \"2020-06-03 23:01:06.000000+00:00\", \"2019-05-27 22:18:01.000000+00:00\"], \"session_ids\": [\"a7fbf6a5-8148-4283-b1c1-09c7ce8f36dd\", \"7f4102d6-0a97-4c8c-8bb1-a5b85e371e66\", \"95bf8b17-55f1-4966-9813-f93279e772a6\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 12.148}, \"67378\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-18 07:07:46.000000+00:00\", \"2021-06-06 19:19:37.000000+00:00\"], \"session_ids\": [\"786c5a7f-d4fd-4c9d-aa6b-e996e46f9930\", \"cef76a43-471e-4702-997f-81850509dab1\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 2.364}, \"75671\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-07 10:30:18.000000+00:00\", \"2022-01-20 05:53:50.000000+00:00\", \"2020-04-05 13:53:01.000000+00:00\", \"2023-01-19 05:24:11.000000+00:00\"], \"session_ids\": [\"d16331a2-68db-44a3-82fd-2311cab50120\", \"8687cb41-18ba-4e81-8c93-1fd447f4e5e8\", \"dd3c0195-1977-4a9a-baff-2dd02a4aae35\", \"46ccdda5-c403-4e24-9d7e-919e611f9358\"], \"total_duration\": 841.0, \"total_sessions\": 4, \"mean_week_duration\": 5.76}, \"83437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-08-19 11:01:37.000000+00:00\", \"2021-03-27 16:03:49.000000+00:00\"], \"session_ids\": [\"2bb54faf-d487-44f3-8158-6ba8efb56da9\", \"d89f1b26-fd2c-4fbc-9ed9-499939a204c3\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.986}, \"48975\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-02 11:49:24.000000+00:00\", \"2019-01-13 11:23:55.000000+00:00\"], \"session_ids\": [\"9e92cf16-28c5-412e-9ab4-386bb4dceaa7\", \"1f15990a-dc96-444f-9a67-7f2ee87a5df0\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 0.964}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 8 and are equal or less than 29"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 29]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"21181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-16 02:39:10.000000+00:00\", \"2023-02-06 12:46:18.000000+00:00\", \"2021-01-17 14:51:41.000000+00:00\"], \"session_ids\": [\"91d61b08-620e-4da8-8a4f-b09596ce0820\", \"78d40013-c297-4b32-add8-006c817cca27\", \"a243854a-3463-4782-bcf6-f431024d1423\"], \"total_duration\": 951.0, \"total_sessions\": 3, \"mean_week_duration\": 8.888}, \"27547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-03-05 15:52:10.000000+00:00\", \"2023-05-20 17:38:13.000000+00:00\"], \"session_ids\": [\"cb699515-deb7-4e69-bb18-9876cad60342\", \"bb93239f-1309-4000-94b8-e822aeeb8efa\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 24.818}, \"84574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-26 13:39:33.000000+00:00\", \"2020-06-03 23:01:06.000000+00:00\", \"2019-05-27 22:18:01.000000+00:00\"], \"session_ids\": [\"a7fbf6a5-8148-4283-b1c1-09c7ce8f36dd\", \"7f4102d6-0a97-4c8c-8bb1-a5b85e371e66\", \"95bf8b17-55f1-4966-9813-f93279e772a6\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 12.148}}\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[{\"27547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-03-05 15:52:10.000000+00:00\", \"2023-05-20 17:38:13.000000+00:00\"], \"session_ids\": [\"cb699515-deb7-4e69-bb18-9876cad60342\", \"bb93239f-1309-4000-94b8-e822aeeb8efa\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 24.818}}, {\"84574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-26 13:39:33.000000+00:00\", \"2020-06-03 23:01:06.000000+00:00\", \"2019-05-27 22:18:01.000000+00:00\"], \"session_ids\": [\"a7fbf6a5-8148-4283-b1c1-09c7ce8f36dd\", \"7f4102d6-0a97-4c8c-8bb1-a5b85e371e66\", \"95bf8b17-55f1-4966-9813-f93279e772a6\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 12.148}}, {\"21181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-16 02:39:10.000000+00:00\", \"2023-02-06 12:46:18.000000+00:00\", \"2021-01-17 14:51:41.000000+00:00\"], \"session_ids\": [\"91d61b08-620e-4da8-8a4f-b09596ce0820\", \"78d40013-c297-4b32-add8-006c817cca27\", \"a243854a-3463-4782-bcf6-f431024d1423\"], \"total_duration\": 951.0, \"total_sessions\": 3, \"mean_week_duration\": 8.888}}]\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[{\"27547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-03-05 15:52:10.000000+00:00\", \"2023-05-20 17:38:13.000000+00:00\"], \"session_ids\": [\"cb699515-deb7-4e69-bb18-9876cad60342\", \"bb93239f-1309-4000-94b8-e822aeeb8efa\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 24.818}}, {\"84574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-26 13:39:33.000000+00:00\", \"2020-06-03 23:01:06.000000+00:00\", \"2019-05-27 22:18:01.000000+00:00\"], \"session_ids\": [\"a7fbf6a5-8148-4283-b1c1-09c7ce8f36dd\", \"7f4102d6-0a97-4c8c-8bb1-a5b85e371e66\", \"95bf8b17-55f1-4966-9813-f93279e772a6\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 12.148}}, {\"21181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-16 02:39:10.000000+00:00\", \"2023-02-06 12:46:18.000000+00:00\", \"2021-01-17 14:51:41.000000+00:00\"], \"session_ids\": [\"91d61b08-620e-4da8-8a4f-b09596ce0820\", \"78d40013-c297-4b32-add8-006c817cca27\", \"a243854a-3463-4782-bcf6-f431024d1423\"], \"total_duration\": 951.0, \"total_sessions\": 3, \"mean_week_duration\": 8.888}}]\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[{\"27547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-03-05 15:52:10.000000+00:00\", \"2023-05-20 17:38:13.000000+00:00\"], \"session_ids\": [\"cb699515-deb7-4e69-bb18-9876cad60342\", \"bb93239f-1309-4000-94b8-e822aeeb8efa\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 24.818}}, {\"84574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-26 13:39:33.000000+00:00\", \"2020-06-03 23:01:06.000000+00:00\", \"2019-05-27 22:18:01.000000+00:00\"], \"session_ids\": [\"a7fbf6a5-8148-4283-b1c1-09c7ce8f36dd\", \"7f4102d6-0a97-4c8c-8bb1-a5b85e371e66\", \"95bf8b17-55f1-4966-9813-f93279e772a6\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 12.148}}, {\"21181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-16 02:39:10.000000+00:00\", \"2023-02-06 12:46:18.000000+00:00\", \"2021-01-17 14:51:41.000000+00:00\"], \"session_ids\": [\"91d61b08-620e-4da8-8a4f-b09596ce0820\", \"78d40013-c297-4b32-add8-006c817cca27\", \"a243854a-3463-4782-bcf6-f431024d1423\"], \"total_duration\": 951.0, \"total_sessions\": 3, \"mean_week_duration\": 8.888}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 6 users whose city isn't Moscow plus apply sorting by total_sessions in descending order , and display only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-21 20:34:56.000000+00:00\", \"2022-03-21 17:05:40.000000+00:00\"], \"session_ids\": [\"a9bd3d58-7077-4e84-9510-299c6a93424d\", \"339cd902-5089-4d04-9e81-1c1f16638bb6\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 11.259}, \"37209\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-06-14 09:45:08.000000+00:00\", \"2022-01-14 19:17:00.000000+00:00\", \"2022-12-14 09:16:56.000000+00:00\"], \"session_ids\": [\"2118b066-d5e6-4953-899d-0f6230d7b61e\", \"8a2e6e2d-a7a1-415d-aa62-10ea46654e11\", \"c85eff13-e8f6-4f00-b565-b08e142636e3\"], \"total_duration\": 321.0, \"total_sessions\": 3, \"mean_week_duration\": 4.063}, \"83871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-13 18:20:53.000000+00:00\", \"2021-02-20 16:02:32.000000+00:00\", \"2021-09-07 16:14:28.000000+00:00\"], \"session_ids\": [\"976b02e7-cf25-43ac-8e50-364c7fef6ef4\", \"573e8a70-327c-4a81-82c5-afcb44143c6e\", \"9b532148-f7c2-4907-9228-e49cc4d21ae4\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 17.184}, \"63587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-10-20 09:03:37.000000+00:00\", \"2022-02-23 16:15:43.000000+00:00\"], \"session_ids\": [\"af35a7da-dd2b-4f36-b36f-8e38505f1d2e\", \"c05f3bd1-b8e5-4feb-b9e1-4abeff283aba\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.648}, \"49730\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-09-22 18:12:24.000000+00:00\", \"2021-04-13 09:59:08.000000+00:00\"], \"session_ids\": [\"aebd16c4-1aea-4fc9-8033-de0d5f8fbff0\", \"2fec2df0-9e0a-4fd7-8331-7a68c2daf37a\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 6.355}, \"23866\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-03 19:55:01.000000+00:00\", \"2019-11-22 16:04:15.000000+00:00\", \"2021-08-28 18:11:16.000000+00:00\"], \"session_ids\": [\"0cbba1e2-e25b-4cf4-a55f-9949e3a6079e\", \"9c6845b5-e9de-4062-82e0-fd10c7b9ecb3\", \"e3953ac0-330d-411c-8fc8-e7f3d2ea42de\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.925}, \"36048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-24 06:18:24.000000+00:00\", \"2019-10-22 19:44:08.000000+00:00\", \"2019-04-10 11:37:35.000000+00:00\", \"2020-12-28 18:30:47.000000+00:00\"], \"session_ids\": [\"d9aae16b-0fef-4c88-ba60-39c3c286f6af\", \"520701f8-7d5a-40cb-840a-6263c25e21c7\", \"fde36ae7-72b5-4b26-9599-91674b06a71f\", \"c672bb79-8a13-4625-bc71-5767eba60a5d\"], \"total_duration\": 1147.0, \"total_sessions\": 4, \"mean_week_duration\": 11.356}, \"76114\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-01-10 06:24:31.000000+00:00\", \"2021-07-27 14:08:24.000000+00:00\"], \"session_ids\": [\"6616a227-6a3b-49e4-a861-1050b5e51e38\", \"d407562a-47e9-4880-bfb9-40410a1e4678\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 4.737}, \"80326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-12 02:07:18.000000+00:00\", \"2020-11-23 02:49:16.000000+00:00\"], \"session_ids\": [\"da4b0290-5b8c-40bf-9ed8-792ce25004dd\", \"e1b0246d-b972-4283-bec2-54e1e2b8a45f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 7.091}, \"58392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-16 13:17:59.000000+00:00\", \"2022-10-06 20:02:17.000000+00:00\", \"2019-06-25 14:03:37.000000+00:00\", \"2022-01-23 16:59:07.000000+00:00\", \"2019-04-21 11:29:56.000000+00:00\", \"2020-02-29 18:11:38.000000+00:00\"], \"session_ids\": [\"503bf371-ffd7-44d8-ac27-dbe4a52d5408\", \"84b86c01-08b6-4cfe-a29c-f7933727e4f2\", \"6b8a77c7-6bc9-45e7-bc47-0a8598368659\", \"e4ab793b-8389-4db1-b7be-47171985d532\", \"1b8190c6-a5c2-4497-94ef-efb8c30e9b8e\", \"8475a6d4-ff29-492a-b7c4-d7d946aa1f7b\"], \"total_duration\": 3068.0, \"total_sessions\": 6, \"mean_week_duration\": 16.95}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Moscow"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Moscow\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-21 20:34:56.000000+00:00\", \"2022-03-21 17:05:40.000000+00:00\"], \"session_ids\": [\"a9bd3d58-7077-4e84-9510-299c6a93424d\", \"339cd902-5089-4d04-9e81-1c1f16638bb6\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 11.259}, \"37209\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-06-14 09:45:08.000000+00:00\", \"2022-01-14 19:17:00.000000+00:00\", \"2022-12-14 09:16:56.000000+00:00\"], \"session_ids\": [\"2118b066-d5e6-4953-899d-0f6230d7b61e\", \"8a2e6e2d-a7a1-415d-aa62-10ea46654e11\", \"c85eff13-e8f6-4f00-b565-b08e142636e3\"], \"total_duration\": 321.0, \"total_sessions\": 3, \"mean_week_duration\": 4.063}, \"83871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-13 18:20:53.000000+00:00\", \"2021-02-20 16:02:32.000000+00:00\", \"2021-09-07 16:14:28.000000+00:00\"], \"session_ids\": [\"976b02e7-cf25-43ac-8e50-364c7fef6ef4\", \"573e8a70-327c-4a81-82c5-afcb44143c6e\", \"9b532148-f7c2-4907-9228-e49cc4d21ae4\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 17.184}, \"63587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-10-20 09:03:37.000000+00:00\", \"2022-02-23 16:15:43.000000+00:00\"], \"session_ids\": [\"af35a7da-dd2b-4f36-b36f-8e38505f1d2e\", \"c05f3bd1-b8e5-4feb-b9e1-4abeff283aba\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.648}, \"49730\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-09-22 18:12:24.000000+00:00\", \"2021-04-13 09:59:08.000000+00:00\"], \"session_ids\": [\"aebd16c4-1aea-4fc9-8033-de0d5f8fbff0\", \"2fec2df0-9e0a-4fd7-8331-7a68c2daf37a\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 6.355}, \"23866\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-03 19:55:01.000000+00:00\", \"2019-11-22 16:04:15.000000+00:00\", \"2021-08-28 18:11:16.000000+00:00\"], \"session_ids\": [\"0cbba1e2-e25b-4cf4-a55f-9949e3a6079e\", \"9c6845b5-e9de-4062-82e0-fd10c7b9ecb3\", \"e3953ac0-330d-411c-8fc8-e7f3d2ea42de\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.925}, \"36048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-24 06:18:24.000000+00:00\", \"2019-10-22 19:44:08.000000+00:00\", \"2019-04-10 11:37:35.000000+00:00\", \"2020-12-28 18:30:47.000000+00:00\"], \"session_ids\": [\"d9aae16b-0fef-4c88-ba60-39c3c286f6af\", \"520701f8-7d5a-40cb-840a-6263c25e21c7\", \"fde36ae7-72b5-4b26-9599-91674b06a71f\", \"c672bb79-8a13-4625-bc71-5767eba60a5d\"], \"total_duration\": 1147.0, \"total_sessions\": 4, \"mean_week_duration\": 11.356}, \"76114\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-01-10 06:24:31.000000+00:00\", \"2021-07-27 14:08:24.000000+00:00\"], \"session_ids\": [\"6616a227-6a3b-49e4-a861-1050b5e51e38\", \"d407562a-47e9-4880-bfb9-40410a1e4678\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 4.737}, \"80326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-12 02:07:18.000000+00:00\", \"2020-11-23 02:49:16.000000+00:00\"], \"session_ids\": [\"da4b0290-5b8c-40bf-9ed8-792ce25004dd\", \"e1b0246d-b972-4283-bec2-54e1e2b8a45f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 7.091}, \"58392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-16 13:17:59.000000+00:00\", \"2022-10-06 20:02:17.000000+00:00\", \"2019-06-25 14:03:37.000000+00:00\", \"2022-01-23 16:59:07.000000+00:00\", \"2019-04-21 11:29:56.000000+00:00\", \"2020-02-29 18:11:38.000000+00:00\"], \"session_ids\": [\"503bf371-ffd7-44d8-ac27-dbe4a52d5408\", \"84b86c01-08b6-4cfe-a29c-f7933727e4f2\", \"6b8a77c7-6bc9-45e7-bc47-0a8598368659\", \"e4ab793b-8389-4db1-b7be-47171985d532\", \"1b8190c6-a5c2-4497-94ef-efb8c30e9b8e\", \"8475a6d4-ff29-492a-b7c4-d7d946aa1f7b\"], \"total_duration\": 3068.0, \"total_sessions\": 6, \"mean_week_duration\": 16.95}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"58392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-16 13:17:59.000000+00:00\", \"2022-10-06 20:02:17.000000+00:00\", \"2019-06-25 14:03:37.000000+00:00\", \"2022-01-23 16:59:07.000000+00:00\", \"2019-04-21 11:29:56.000000+00:00\", \"2020-02-29 18:11:38.000000+00:00\"], \"session_ids\": [\"503bf371-ffd7-44d8-ac27-dbe4a52d5408\", \"84b86c01-08b6-4cfe-a29c-f7933727e4f2\", \"6b8a77c7-6bc9-45e7-bc47-0a8598368659\", \"e4ab793b-8389-4db1-b7be-47171985d532\", \"1b8190c6-a5c2-4497-94ef-efb8c30e9b8e\", \"8475a6d4-ff29-492a-b7c4-d7d946aa1f7b\"], \"total_duration\": 3068.0, \"total_sessions\": 6, \"mean_week_duration\": 16.95}}, {\"36048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-24 06:18:24.000000+00:00\", \"2019-10-22 19:44:08.000000+00:00\", \"2019-04-10 11:37:35.000000+00:00\", \"2020-12-28 18:30:47.000000+00:00\"], \"session_ids\": [\"d9aae16b-0fef-4c88-ba60-39c3c286f6af\", \"520701f8-7d5a-40cb-840a-6263c25e21c7\", \"fde36ae7-72b5-4b26-9599-91674b06a71f\", \"c672bb79-8a13-4625-bc71-5767eba60a5d\"], \"total_duration\": 1147.0, \"total_sessions\": 4, \"mean_week_duration\": 11.356}}, {\"37209\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-06-14 09:45:08.000000+00:00\", \"2022-01-14 19:17:00.000000+00:00\", \"2022-12-14 09:16:56.000000+00:00\"], \"session_ids\": [\"2118b066-d5e6-4953-899d-0f6230d7b61e\", \"8a2e6e2d-a7a1-415d-aa62-10ea46654e11\", \"c85eff13-e8f6-4f00-b565-b08e142636e3\"], \"total_duration\": 321.0, \"total_sessions\": 3, \"mean_week_duration\": 4.063}}, {\"83871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-13 18:20:53.000000+00:00\", \"2021-02-20 16:02:32.000000+00:00\", \"2021-09-07 16:14:28.000000+00:00\"], \"session_ids\": [\"976b02e7-cf25-43ac-8e50-364c7fef6ef4\", \"573e8a70-327c-4a81-82c5-afcb44143c6e\", \"9b532148-f7c2-4907-9228-e49cc4d21ae4\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 17.184}}, {\"23866\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-03 19:55:01.000000+00:00\", \"2019-11-22 16:04:15.000000+00:00\", \"2021-08-28 18:11:16.000000+00:00\"], \"session_ids\": [\"0cbba1e2-e25b-4cf4-a55f-9949e3a6079e\", \"9c6845b5-e9de-4062-82e0-fd10c7b9ecb3\", \"e3953ac0-330d-411c-8fc8-e7f3d2ea42de\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.925}}, {\"17671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-21 20:34:56.000000+00:00\", \"2022-03-21 17:05:40.000000+00:00\"], \"session_ids\": [\"a9bd3d58-7077-4e84-9510-299c6a93424d\", \"339cd902-5089-4d04-9e81-1c1f16638bb6\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 11.259}}, {\"63587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-10-20 09:03:37.000000+00:00\", \"2022-02-23 16:15:43.000000+00:00\"], \"session_ids\": [\"af35a7da-dd2b-4f36-b36f-8e38505f1d2e\", \"c05f3bd1-b8e5-4feb-b9e1-4abeff283aba\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.648}}, {\"49730\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-09-22 18:12:24.000000+00:00\", \"2021-04-13 09:59:08.000000+00:00\"], \"session_ids\": [\"aebd16c4-1aea-4fc9-8033-de0d5f8fbff0\", \"2fec2df0-9e0a-4fd7-8331-7a68c2daf37a\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 6.355}}, {\"76114\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-01-10 06:24:31.000000+00:00\", \"2021-07-27 14:08:24.000000+00:00\"], \"session_ids\": [\"6616a227-6a3b-49e4-a861-1050b5e51e38\", \"d407562a-47e9-4880-bfb9-40410a1e4678\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 4.737}}, {\"80326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-12 02:07:18.000000+00:00\", \"2020-11-23 02:49:16.000000+00:00\"], \"session_ids\": [\"da4b0290-5b8c-40bf-9ed8-792ce25004dd\", \"e1b0246d-b972-4283-bec2-54e1e2b8a45f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 7.091}}]\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[{\"58392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-16 13:17:59.000000+00:00\", \"2022-10-06 20:02:17.000000+00:00\", \"2019-06-25 14:03:37.000000+00:00\", \"2022-01-23 16:59:07.000000+00:00\", \"2019-04-21 11:29:56.000000+00:00\", \"2020-02-29 18:11:38.000000+00:00\"], \"session_ids\": [\"503bf371-ffd7-44d8-ac27-dbe4a52d5408\", \"84b86c01-08b6-4cfe-a29c-f7933727e4f2\", \"6b8a77c7-6bc9-45e7-bc47-0a8598368659\", \"e4ab793b-8389-4db1-b7be-47171985d532\", \"1b8190c6-a5c2-4497-94ef-efb8c30e9b8e\", \"8475a6d4-ff29-492a-b7c4-d7d946aa1f7b\"], \"total_duration\": 3068.0, \"total_sessions\": 6, \"mean_week_duration\": 16.95}}, {\"36048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-24 06:18:24.000000+00:00\", \"2019-10-22 19:44:08.000000+00:00\", \"2019-04-10 11:37:35.000000+00:00\", \"2020-12-28 18:30:47.000000+00:00\"], \"session_ids\": [\"d9aae16b-0fef-4c88-ba60-39c3c286f6af\", \"520701f8-7d5a-40cb-840a-6263c25e21c7\", \"fde36ae7-72b5-4b26-9599-91674b06a71f\", \"c672bb79-8a13-4625-bc71-5767eba60a5d\"], \"total_duration\": 1147.0, \"total_sessions\": 4, \"mean_week_duration\": 11.356}}, {\"37209\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-06-14 09:45:08.000000+00:00\", \"2022-01-14 19:17:00.000000+00:00\", \"2022-12-14 09:16:56.000000+00:00\"], \"session_ids\": [\"2118b066-d5e6-4953-899d-0f6230d7b61e\", \"8a2e6e2d-a7a1-415d-aa62-10ea46654e11\", \"c85eff13-e8f6-4f00-b565-b08e142636e3\"], \"total_duration\": 321.0, \"total_sessions\": 3, \"mean_week_duration\": 4.063}}, {\"83871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-13 18:20:53.000000+00:00\", \"2021-02-20 16:02:32.000000+00:00\", \"2021-09-07 16:14:28.000000+00:00\"], \"session_ids\": [\"976b02e7-cf25-43ac-8e50-364c7fef6ef4\", \"573e8a70-327c-4a81-82c5-afcb44143c6e\", \"9b532148-f7c2-4907-9228-e49cc4d21ae4\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 17.184}}]\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[{\"58392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-16 13:17:59.000000+00:00\", \"2022-10-06 20:02:17.000000+00:00\", \"2019-06-25 14:03:37.000000+00:00\", \"2022-01-23 16:59:07.000000+00:00\", \"2019-04-21 11:29:56.000000+00:00\", \"2020-02-29 18:11:38.000000+00:00\"], \"session_ids\": [\"503bf371-ffd7-44d8-ac27-dbe4a52d5408\", \"84b86c01-08b6-4cfe-a29c-f7933727e4f2\", \"6b8a77c7-6bc9-45e7-bc47-0a8598368659\", \"e4ab793b-8389-4db1-b7be-47171985d532\", \"1b8190c6-a5c2-4497-94ef-efb8c30e9b8e\", \"8475a6d4-ff29-492a-b7c4-d7d946aa1f7b\"], \"total_duration\": 3068.0, \"total_sessions\": 6, \"mean_week_duration\": 16.95}}, {\"36048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-24 06:18:24.000000+00:00\", \"2019-10-22 19:44:08.000000+00:00\", \"2019-04-10 11:37:35.000000+00:00\", \"2020-12-28 18:30:47.000000+00:00\"], \"session_ids\": [\"d9aae16b-0fef-4c88-ba60-39c3c286f6af\", \"520701f8-7d5a-40cb-840a-6263c25e21c7\", \"fde36ae7-72b5-4b26-9599-91674b06a71f\", \"c672bb79-8a13-4625-bc71-5767eba60a5d\"], \"total_duration\": 1147.0, \"total_sessions\": 4, \"mean_week_duration\": 11.356}}, {\"37209\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-06-14 09:45:08.000000+00:00\", \"2022-01-14 19:17:00.000000+00:00\", \"2022-12-14 09:16:56.000000+00:00\"], \"session_ids\": [\"2118b066-d5e6-4953-899d-0f6230d7b61e\", \"8a2e6e2d-a7a1-415d-aa62-10ea46654e11\", \"c85eff13-e8f6-4f00-b565-b08e142636e3\"], \"total_duration\": 321.0, \"total_sessions\": 3, \"mean_week_duration\": 4.063}}, {\"83871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-13 18:20:53.000000+00:00\", \"2021-02-20 16:02:32.000000+00:00\", \"2021-09-07 16:14:28.000000+00:00\"], \"session_ids\": [\"976b02e7-cf25-43ac-8e50-364c7fef6ef4\", \"573e8a70-327c-4a81-82c5-afcb44143c6e\", \"9b532148-f7c2-4907-9228-e49cc4d21ae4\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 17.184}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about 4 users who have total_sessions less than 2 inclusive additionaly execute sorting by average week duration from the smallest to the largest , save only 4 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{\"35488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-06 15:02:10.000000+00:00\", \"2022-12-19 02:26:26.000000+00:00\"], \"session_ids\": [\"5988b4f9-c864-4cfb-9e33-a0e47be98f46\", \"3cc8d19d-924d-4a7b-9775-fbbd465a904c\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 12.622}, \"23153\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-08-30 15:19:34.000000+00:00\", \"2023-02-26 22:09:58.000000+00:00\"], \"session_ids\": [\"8aa2449a-e57f-43c4-8e29-5e7c820316f8\", \"3de93af9-ed38-40c4-a006-28f63d512adc\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.623}, \"11487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-27 04:27:10.000000+00:00\", \"2021-01-21 08:01:24.000000+00:00\"], \"session_ids\": [\"970570a7-ca6c-4bf0-ab57-98d6e8f3e63a\", \"fae6a2ae-3b84-4b8f-b537-b46999e27a9c\"], \"total_duration\": 489.0, \"total_sessions\": 2, \"mean_week_duration\": 6.608}, \"25162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-08-22 16:32:16.000000+00:00\", \"2022-10-04 01:22:21.000000+00:00\", \"2020-12-14 23:07:35.000000+00:00\", \"2019-10-09 12:11:23.000000+00:00\", \"2019-11-07 04:47:33.000000+00:00\", \"2020-04-27 22:47:10.000000+00:00\", \"2023-01-15 02:02:22.000000+00:00\", \"2022-01-13 18:56:26.000000+00:00\"], \"session_ids\": [\"823ff89c-56b9-49b2-a5a8-3284d7e0732f\", \"e29dc5b7-9b5a-45ae-8b5a-411b11abbcd9\", \"08fc48d2-c7cd-4e40-9091-f068ef99e00d\", \"8bc1d212-2243-468a-958a-00610b141516\", \"17817f97-a601-444c-b2f8-31e9ba25df98\", \"da1c4b11-f319-4330-8b97-64e9d2ca1908\", \"bb8db8e4-becf-457f-b043-c6c51e04756e\", \"897a7218-1c96-47cf-9976-0ac00e113157\"], \"total_duration\": 645.0, \"total_sessions\": 8, \"mean_week_duration\": 3.772}, \"44484\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-03 19:05:34.000000+00:00\", \"2021-11-03 18:15:59.000000+00:00\"], \"session_ids\": [\"310ed157-ffd7-4d3e-8faf-eda062b560e6\", \"430a0012-618a-453e-90aa-8f98c347faf4\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 2.046}, \"24637\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-27 12:19:37.000000+00:00\", \"2019-07-22 19:22:44.000000+00:00\", \"2022-05-04 00:51:32.000000+00:00\"], \"session_ids\": [\"f0632d94-2305-486b-af8d-e34d95e7c29d\", \"9e703b72-9ecc-4def-a3b4-797752e300af\", \"d796a9c5-20ec-4af8-b16d-2e68244ddb20\"], \"total_duration\": 1055.0, \"total_sessions\": 3, \"mean_week_duration\": 7.226}, \"7504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2020-02-08 08:06:23.000000+00:00\", \"2020-08-16 08:59:19.000000+00:00\"], \"session_ids\": [\"b1a17f1b-0e23-49b0-8efd-55e825570e94\", \"1a408ab0-ee21-49c8-baab-5b5d08aed80a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 8.357}, \"97323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-27 20:43:44.000000+00:00\", \"2019-08-20 02:05:19.000000+00:00\"], \"session_ids\": [\"6650b5b9-db35-4c89-be52-60ad2daa40a2\", \"e8bc3da1-c03d-4ca8-8c3c-15dfec1c781e\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}, \"25983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-02-02 08:31:27.000000+00:00\", \"2020-05-07 11:40:49.000000+00:00\", \"2020-12-14 02:30:25.000000+00:00\", \"2021-11-20 02:55:00.000000+00:00\"], \"session_ids\": [\"9dd38276-65f7-4e3e-817d-08714f180765\", \"2b3d14a3-5f9f-434e-aa20-5a41633abe47\", \"a49dd1a7-d1b8-4de4-8a06-09cf490f29c1\", \"d02c019a-85f8-4bc0-a1ce-826f8787a266\"], \"total_duration\": 1219.0, \"total_sessions\": 4, \"mean_week_duration\": 8.349}, \"61613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-20 05:31:44.000000+00:00\", \"2021-07-15 07:15:44.000000+00:00\"], \"session_ids\": [\"94dd2216-c483-42bf-9f55-e82b635173f3\", \"153d03fe-dbc0-405a-97df-bdfba2516d69\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.741}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"35488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-06 15:02:10.000000+00:00\", \"2022-12-19 02:26:26.000000+00:00\"], \"session_ids\": [\"5988b4f9-c864-4cfb-9e33-a0e47be98f46\", \"3cc8d19d-924d-4a7b-9775-fbbd465a904c\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 12.622}, \"23153\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-08-30 15:19:34.000000+00:00\", \"2023-02-26 22:09:58.000000+00:00\"], \"session_ids\": [\"8aa2449a-e57f-43c4-8e29-5e7c820316f8\", \"3de93af9-ed38-40c4-a006-28f63d512adc\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.623}, \"11487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-27 04:27:10.000000+00:00\", \"2021-01-21 08:01:24.000000+00:00\"], \"session_ids\": [\"970570a7-ca6c-4bf0-ab57-98d6e8f3e63a\", \"fae6a2ae-3b84-4b8f-b537-b46999e27a9c\"], \"total_duration\": 489.0, \"total_sessions\": 2, \"mean_week_duration\": 6.608}, \"44484\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-03 19:05:34.000000+00:00\", \"2021-11-03 18:15:59.000000+00:00\"], \"session_ids\": [\"310ed157-ffd7-4d3e-8faf-eda062b560e6\", \"430a0012-618a-453e-90aa-8f98c347faf4\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 2.046}, \"7504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2020-02-08 08:06:23.000000+00:00\", \"2020-08-16 08:59:19.000000+00:00\"], \"session_ids\": [\"b1a17f1b-0e23-49b0-8efd-55e825570e94\", \"1a408ab0-ee21-49c8-baab-5b5d08aed80a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 8.357}, \"97323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-27 20:43:44.000000+00:00\", \"2019-08-20 02:05:19.000000+00:00\"], \"session_ids\": [\"6650b5b9-db35-4c89-be52-60ad2daa40a2\", \"e8bc3da1-c03d-4ca8-8c3c-15dfec1c781e\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}, \"61613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-20 05:31:44.000000+00:00\", \"2021-07-15 07:15:44.000000+00:00\"], \"session_ids\": [\"94dd2216-c483-42bf-9f55-e82b635173f3\", \"153d03fe-dbc0-405a-97df-bdfba2516d69\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.741}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"97323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-27 20:43:44.000000+00:00\", \"2019-08-20 02:05:19.000000+00:00\"], \"session_ids\": [\"6650b5b9-db35-4c89-be52-60ad2daa40a2\", \"e8bc3da1-c03d-4ca8-8c3c-15dfec1c781e\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}}, {\"44484\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-03 19:05:34.000000+00:00\", \"2021-11-03 18:15:59.000000+00:00\"], \"session_ids\": [\"310ed157-ffd7-4d3e-8faf-eda062b560e6\", \"430a0012-618a-453e-90aa-8f98c347faf4\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 2.046}}, {\"23153\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-08-30 15:19:34.000000+00:00\", \"2023-02-26 22:09:58.000000+00:00\"], \"session_ids\": [\"8aa2449a-e57f-43c4-8e29-5e7c820316f8\", \"3de93af9-ed38-40c4-a006-28f63d512adc\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.623}}, {\"61613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-20 05:31:44.000000+00:00\", \"2021-07-15 07:15:44.000000+00:00\"], \"session_ids\": [\"94dd2216-c483-42bf-9f55-e82b635173f3\", \"153d03fe-dbc0-405a-97df-bdfba2516d69\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.741}}, {\"11487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-27 04:27:10.000000+00:00\", \"2021-01-21 08:01:24.000000+00:00\"], \"session_ids\": [\"970570a7-ca6c-4bf0-ab57-98d6e8f3e63a\", \"fae6a2ae-3b84-4b8f-b537-b46999e27a9c\"], \"total_duration\": 489.0, \"total_sessions\": 2, \"mean_week_duration\": 6.608}}, {\"7504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2020-02-08 08:06:23.000000+00:00\", \"2020-08-16 08:59:19.000000+00:00\"], \"session_ids\": [\"b1a17f1b-0e23-49b0-8efd-55e825570e94\", \"1a408ab0-ee21-49c8-baab-5b5d08aed80a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 8.357}}, {\"35488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-06 15:02:10.000000+00:00\", \"2022-12-19 02:26:26.000000+00:00\"], \"session_ids\": [\"5988b4f9-c864-4cfb-9e33-a0e47be98f46\", \"3cc8d19d-924d-4a7b-9775-fbbd465a904c\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 12.622}}]\n```\n"
}
] |
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