conversations
list
[ { "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{\"58278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-19 08:10:17.000000+00:00\", \"2022-05-14 13:47:21.000000+00:00\", \"2019-01-31 19:21:13.000000+00:00\", \"2020-04-08 20:50:03.000000+00:00\", \"2020-05-24 20:08:13.000000+00:00\"], \"session_ids\": [\"ec8c843f-ae4e-4e74-ba55-a9456e48f42e\", \"2582fd7b-8908-4c64-9b19-0fe4a55500dd\", \"f3afae73-709b-4038-99f3-766d4c00d37d\", \"83128894-6d38-4a89-96f2-de39bbdfc2f9\", \"e36613b2-7b22-4330-a88f-940c85fe24c2\"], \"total_duration\": 125.0, \"total_sessions\": 5, \"mean_week_duration\": 0.727}, \"89272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-05-20 19:46:34.000000+00:00\", \"2019-03-30 10:12:53.000000+00:00\", \"2020-12-03 07:40:24.000000+00:00\", \"2021-08-25 03:24:39.000000+00:00\"], \"session_ids\": [\"70f95641-a43f-49b9-aeae-3d4f0761f111\", \"b9a78552-c8a1-4ec7-a35a-53466a02c6e4\", \"9b675ffc-1a26-428a-b9ed-e4411504633b\", \"976abf74-354a-4761-859c-55eea5155d91\"], \"total_duration\": 1103.0, \"total_sessions\": 4, \"mean_week_duration\": 8.754}, \"63144\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-10-07 11:07:27.000000+00:00\", \"2023-03-12 20:32:39.000000+00:00\", \"2022-08-07 12:28:41.000000+00:00\", \"2021-12-04 05:57:12.000000+00:00\", \"2022-05-15 07:19:15.000000+00:00\", \"2020-12-21 10:54:30.000000+00:00\", \"2020-03-16 18:26:31.000000+00:00\"], \"session_ids\": [\"afb77915-2e38-4f0b-9216-a20a574411c0\", \"63a099c4-6931-456b-80f6-11b90c53507f\", \"ecdc7fb2-00d8-4207-b70c-aab365289b2f\", \"132dc24d-1201-4427-bcd4-eb74f5a91d5f\", \"aa294a25-6d22-4e19-9064-445f01459480\", \"98eae5bd-75ae-43ee-9b85-03453d9f6cf5\", \"88f270a6-18b0-4e5a-9d27-96b9c006eda5\"], \"total_duration\": 10373.0, \"total_sessions\": 7, \"mean_week_duration\": 66.494}, \"5037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-30 03:10:46.000000+00:00\", \"2021-04-02 19:37:45.000000+00:00\"], \"session_ids\": [\"23639ee6-3e38-4281-b8d5-7f8f1e59f577\", \"c39b4951-4b19-48af-b5bf-4409cbf974f7\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 4.412}, \"25914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-04 00:44:18.000000+00:00\", \"2022-12-02 15:54:52.000000+00:00\", \"2023-03-10 19:06:03.000000+00:00\"], \"session_ids\": [\"2433d229-76bf-4877-a4b7-f644941db06a\", \"accb6c3b-cee8-4381-9f1f-58d81914d6df\", \"32e8d66d-b2bc-4182-a166-684553a279f3\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.482}, \"40979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 06:07:27.000000+00:00\", \"2021-10-15 15:46:18.000000+00:00\"], \"session_ids\": [\"00c668e1-840b-4681-9348-a7098854e5c9\", \"fdb98524-7c1f-428b-b274-03222429d569\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}, \"27829\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 19:37:22.000000+00:00\", \"2021-07-29 17:37:06.000000+00:00\", \"2023-04-09 03:00:15.000000+00:00\", \"2019-10-10 10:23:13.000000+00:00\", \"2021-03-23 07:54:25.000000+00:00\"], \"session_ids\": [\"74c05aa9-8340-4b3e-a708-8a12fddee6c6\", \"b1f7711f-1f1d-4fc2-84bc-fe4e35aa9b52\", \"9ae733c5-e892-4396-98ff-c8b1b48cb89f\", \"e24b4970-6e86-4afb-8421-b32d0fc3aa33\", \"25111e0e-0fc2-4a0c-8b27-6418c33af223\"], \"total_duration\": 1111.0, \"total_sessions\": 5, \"mean_week_duration\": 5.192}, \"98493\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-09-01 01:03:14.000000+00:00\", \"2019-11-27 12:29:11.000000+00:00\", \"2021-10-31 09:08:35.000000+00:00\", \"2020-08-30 12:56:04.000000+00:00\", \"2022-08-01 23:18:47.000000+00:00\"], \"session_ids\": [\"5e820808-e7aa-4cb1-9d97-35f2d7e140e4\", \"8e2bf066-52f6-4e72-9f6b-8180f2a10469\", \"d061adbd-a475-4eba-b2b1-206cdb10e21f\", \"01ea5a7f-c60e-47a0-a251-3d4757d8ae87\", \"61623e6f-bcb3-4dc8-bd23-ea5829de6e86\"], \"total_duration\": 1601.0, \"total_sessions\": 5, \"mean_week_duration\": 11.436}, \"63558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-12 13:29:46.000000+00:00\", \"2019-06-28 07:11:47.000000+00:00\", \"2020-08-20 18:33:16.000000+00:00\"], \"session_ids\": [\"1d1fb0a1-e73e-47fe-b733-0f70db885fd5\", \"3ca4bbac-b74b-48b5-b4aa-f45dd6b18d2d\", \"f8264ad2-942a-450e-9ca7-b7678eb5bbc2\"], \"total_duration\": 702.0, \"total_sessions\": 3, \"mean_week_duration\": 8.775}, \"48534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-03-21 05:18:30.000000+00:00\", \"2019-07-10 09:37:37.000000+00:00\"], \"session_ids\": [\"b730777a-c57a-4611-8915-327287efe348\", \"ee425e10-db8f-4333-96e7-4ba898794977\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 25.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 9 and are greater than 46" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-19 08:10:17.000000+00:00\", \"2022-05-14 13:47:21.000000+00:00\", \"2019-01-31 19:21:13.000000+00:00\", \"2020-04-08 20:50:03.000000+00:00\", \"2020-05-24 20:08:13.000000+00:00\"], \"session_ids\": [\"ec8c843f-ae4e-4e74-ba55-a9456e48f42e\", \"2582fd7b-8908-4c64-9b19-0fe4a55500dd\", \"f3afae73-709b-4038-99f3-766d4c00d37d\", \"83128894-6d38-4a89-96f2-de39bbdfc2f9\", \"e36613b2-7b22-4330-a88f-940c85fe24c2\"], \"total_duration\": 125.0, \"total_sessions\": 5, \"mean_week_duration\": 0.727}, \"89272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-05-20 19:46:34.000000+00:00\", \"2019-03-30 10:12:53.000000+00:00\", \"2020-12-03 07:40:24.000000+00:00\", \"2021-08-25 03:24:39.000000+00:00\"], \"session_ids\": [\"70f95641-a43f-49b9-aeae-3d4f0761f111\", \"b9a78552-c8a1-4ec7-a35a-53466a02c6e4\", \"9b675ffc-1a26-428a-b9ed-e4411504633b\", \"976abf74-354a-4761-859c-55eea5155d91\"], \"total_duration\": 1103.0, \"total_sessions\": 4, \"mean_week_duration\": 8.754}, \"5037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-30 03:10:46.000000+00:00\", \"2021-04-02 19:37:45.000000+00:00\"], \"session_ids\": [\"23639ee6-3e38-4281-b8d5-7f8f1e59f577\", \"c39b4951-4b19-48af-b5bf-4409cbf974f7\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 4.412}, \"25914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-04 00:44:18.000000+00:00\", \"2022-12-02 15:54:52.000000+00:00\", \"2023-03-10 19:06:03.000000+00:00\"], \"session_ids\": [\"2433d229-76bf-4877-a4b7-f644941db06a\", \"accb6c3b-cee8-4381-9f1f-58d81914d6df\", \"32e8d66d-b2bc-4182-a166-684553a279f3\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.482}, \"40979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 06:07:27.000000+00:00\", \"2021-10-15 15:46:18.000000+00:00\"], \"session_ids\": [\"00c668e1-840b-4681-9348-a7098854e5c9\", \"fdb98524-7c1f-428b-b274-03222429d569\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}, \"27829\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 19:37:22.000000+00:00\", \"2021-07-29 17:37:06.000000+00:00\", \"2023-04-09 03:00:15.000000+00:00\", \"2019-10-10 10:23:13.000000+00:00\", \"2021-03-23 07:54:25.000000+00:00\"], \"session_ids\": [\"74c05aa9-8340-4b3e-a708-8a12fddee6c6\", \"b1f7711f-1f1d-4fc2-84bc-fe4e35aa9b52\", \"9ae733c5-e892-4396-98ff-c8b1b48cb89f\", \"e24b4970-6e86-4afb-8421-b32d0fc3aa33\", \"25111e0e-0fc2-4a0c-8b27-6418c33af223\"], \"total_duration\": 1111.0, \"total_sessions\": 5, \"mean_week_duration\": 5.192}, \"63558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-12 13:29:46.000000+00:00\", \"2019-06-28 07:11:47.000000+00:00\", \"2020-08-20 18:33:16.000000+00:00\"], \"session_ids\": [\"1d1fb0a1-e73e-47fe-b733-0f70db885fd5\", \"3ca4bbac-b74b-48b5-b4aa-f45dd6b18d2d\", \"f8264ad2-942a-450e-9ca7-b7678eb5bbc2\"], \"total_duration\": 702.0, \"total_sessions\": 3, \"mean_week_duration\": 8.775}, \"63144\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-10-07 11:07:27.000000+00:00\", \"2023-03-12 20:32:39.000000+00:00\", \"2022-08-07 12:28:41.000000+00:00\", \"2021-12-04 05:57:12.000000+00:00\", \"2022-05-15 07:19:15.000000+00:00\", \"2020-12-21 10:54:30.000000+00:00\", \"2020-03-16 18:26:31.000000+00:00\"], \"session_ids\": [\"afb77915-2e38-4f0b-9216-a20a574411c0\", \"63a099c4-6931-456b-80f6-11b90c53507f\", \"ecdc7fb2-00d8-4207-b70c-aab365289b2f\", \"132dc24d-1201-4427-bcd4-eb74f5a91d5f\", \"aa294a25-6d22-4e19-9064-445f01459480\", \"98eae5bd-75ae-43ee-9b85-03453d9f6cf5\", \"88f270a6-18b0-4e5a-9d27-96b9c006eda5\"], \"total_duration\": 10373.0, \"total_sessions\": 7, \"mean_week_duration\": 66.494}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"25914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-04 00:44:18.000000+00:00\", \"2022-12-02 15:54:52.000000+00:00\", \"2023-03-10 19:06:03.000000+00:00\"], \"session_ids\": [\"2433d229-76bf-4877-a4b7-f644941db06a\", \"accb6c3b-cee8-4381-9f1f-58d81914d6df\", \"32e8d66d-b2bc-4182-a166-684553a279f3\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.482}}, {\"27829\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 19:37:22.000000+00:00\", \"2021-07-29 17:37:06.000000+00:00\", \"2023-04-09 03:00:15.000000+00:00\", \"2019-10-10 10:23:13.000000+00:00\", \"2021-03-23 07:54:25.000000+00:00\"], \"session_ids\": [\"74c05aa9-8340-4b3e-a708-8a12fddee6c6\", \"b1f7711f-1f1d-4fc2-84bc-fe4e35aa9b52\", \"9ae733c5-e892-4396-98ff-c8b1b48cb89f\", \"e24b4970-6e86-4afb-8421-b32d0fc3aa33\", \"25111e0e-0fc2-4a0c-8b27-6418c33af223\"], \"total_duration\": 1111.0, \"total_sessions\": 5, \"mean_week_duration\": 5.192}}, {\"40979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 06:07:27.000000+00:00\", \"2021-10-15 15:46:18.000000+00:00\"], \"session_ids\": [\"00c668e1-840b-4681-9348-a7098854e5c9\", \"fdb98524-7c1f-428b-b274-03222429d569\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}}, {\"63558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-12 13:29:46.000000+00:00\", \"2019-06-28 07:11:47.000000+00:00\", \"2020-08-20 18:33:16.000000+00:00\"], \"session_ids\": [\"1d1fb0a1-e73e-47fe-b733-0f70db885fd5\", \"3ca4bbac-b74b-48b5-b4aa-f45dd6b18d2d\", \"f8264ad2-942a-450e-9ca7-b7678eb5bbc2\"], \"total_duration\": 702.0, \"total_sessions\": 3, \"mean_week_duration\": 8.775}}, {\"89272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-05-20 19:46:34.000000+00:00\", \"2019-03-30 10:12:53.000000+00:00\", \"2020-12-03 07:40:24.000000+00:00\", \"2021-08-25 03:24:39.000000+00:00\"], \"session_ids\": [\"70f95641-a43f-49b9-aeae-3d4f0761f111\", \"b9a78552-c8a1-4ec7-a35a-53466a02c6e4\", \"9b675ffc-1a26-428a-b9ed-e4411504633b\", \"976abf74-354a-4761-859c-55eea5155d91\"], \"total_duration\": 1103.0, \"total_sessions\": 4, \"mean_week_duration\": 8.754}}, {\"5037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-30 03:10:46.000000+00:00\", \"2021-04-02 19:37:45.000000+00:00\"], \"session_ids\": [\"23639ee6-3e38-4281-b8d5-7f8f1e59f577\", \"c39b4951-4b19-48af-b5bf-4409cbf974f7\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 4.412}}, {\"58278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-19 08:10:17.000000+00:00\", \"2022-05-14 13:47:21.000000+00:00\", \"2019-01-31 19:21:13.000000+00:00\", \"2020-04-08 20:50:03.000000+00:00\", \"2020-05-24 20:08:13.000000+00:00\"], \"session_ids\": [\"ec8c843f-ae4e-4e74-ba55-a9456e48f42e\", \"2582fd7b-8908-4c64-9b19-0fe4a55500dd\", \"f3afae73-709b-4038-99f3-766d4c00d37d\", \"83128894-6d38-4a89-96f2-de39bbdfc2f9\", \"e36613b2-7b22-4330-a88f-940c85fe24c2\"], \"total_duration\": 125.0, \"total_sessions\": 5, \"mean_week_duration\": 0.727}}, {\"63144\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-10-07 11:07:27.000000+00:00\", \"2023-03-12 20:32:39.000000+00:00\", \"2022-08-07 12:28:41.000000+00:00\", \"2021-12-04 05:57:12.000000+00:00\", \"2022-05-15 07:19:15.000000+00:00\", \"2020-12-21 10:54:30.000000+00:00\", \"2020-03-16 18:26:31.000000+00:00\"], \"session_ids\": [\"afb77915-2e38-4f0b-9216-a20a574411c0\", \"63a099c4-6931-456b-80f6-11b90c53507f\", \"ecdc7fb2-00d8-4207-b70c-aab365289b2f\", \"132dc24d-1201-4427-bcd4-eb74f5a91d5f\", \"aa294a25-6d22-4e19-9064-445f01459480\", \"98eae5bd-75ae-43ee-9b85-03453d9f6cf5\", \"88f270a6-18b0-4e5a-9d27-96b9c006eda5\"], \"total_duration\": 10373.0, \"total_sessions\": 7, \"mean_week_duration\": 66.494}}]\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[{\"25914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-04 00:44:18.000000+00:00\", \"2022-12-02 15:54:52.000000+00:00\", \"2023-03-10 19:06:03.000000+00:00\"], \"session_ids\": [\"2433d229-76bf-4877-a4b7-f644941db06a\", \"accb6c3b-cee8-4381-9f1f-58d81914d6df\", \"32e8d66d-b2bc-4182-a166-684553a279f3\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.482}}, {\"27829\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 19:37:22.000000+00:00\", \"2021-07-29 17:37:06.000000+00:00\", \"2023-04-09 03:00:15.000000+00:00\", \"2019-10-10 10:23:13.000000+00:00\", \"2021-03-23 07:54:25.000000+00:00\"], \"session_ids\": [\"74c05aa9-8340-4b3e-a708-8a12fddee6c6\", \"b1f7711f-1f1d-4fc2-84bc-fe4e35aa9b52\", \"9ae733c5-e892-4396-98ff-c8b1b48cb89f\", \"e24b4970-6e86-4afb-8421-b32d0fc3aa33\", \"25111e0e-0fc2-4a0c-8b27-6418c33af223\"], \"total_duration\": 1111.0, \"total_sessions\": 5, \"mean_week_duration\": 5.192}}, {\"40979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 06:07:27.000000+00:00\", \"2021-10-15 15:46:18.000000+00:00\"], \"session_ids\": [\"00c668e1-840b-4681-9348-a7098854e5c9\", \"fdb98524-7c1f-428b-b274-03222429d569\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}}]\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[{\"25914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-04 00:44:18.000000+00:00\", \"2022-12-02 15:54:52.000000+00:00\", \"2023-03-10 19:06:03.000000+00:00\"], \"session_ids\": [\"2433d229-76bf-4877-a4b7-f644941db06a\", \"accb6c3b-cee8-4381-9f1f-58d81914d6df\", \"32e8d66d-b2bc-4182-a166-684553a279f3\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.482}}, {\"27829\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 19:37:22.000000+00:00\", \"2021-07-29 17:37:06.000000+00:00\", \"2023-04-09 03:00:15.000000+00:00\", \"2019-10-10 10:23:13.000000+00:00\", \"2021-03-23 07:54:25.000000+00:00\"], \"session_ids\": [\"74c05aa9-8340-4b3e-a708-8a12fddee6c6\", \"b1f7711f-1f1d-4fc2-84bc-fe4e35aa9b52\", \"9ae733c5-e892-4396-98ff-c8b1b48cb89f\", \"e24b4970-6e86-4afb-8421-b32d0fc3aa33\", \"25111e0e-0fc2-4a0c-8b27-6418c33af223\"], \"total_duration\": 1111.0, \"total_sessions\": 5, \"mean_week_duration\": 5.192}}, {\"40979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 06:07:27.000000+00:00\", \"2021-10-15 15:46:18.000000+00:00\"], \"session_ids\": [\"00c668e1-840b-4681-9348-a7098854e5c9\", \"fdb98524-7c1f-428b-b274-03222429d569\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 6 users who have total sessoins count bigger than 6 and smaller than 2 (not including) , moreover perform sorting by app usage time desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-04 07:09:27.000000+00:00\", \"2020-12-29 05:55:40.000000+00:00\"], \"session_ids\": [\"c154744a-423e-4adf-876a-bd0be4525d31\", \"a99efc33-ec0c-4474-a517-ce5a7a1daaf5\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.565}, \"98280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-21 16:07:30.000000+00:00\", \"2020-10-04 02:53:11.000000+00:00\", \"2019-11-09 19:39:47.000000+00:00\"], \"session_ids\": [\"48c39f5c-4e68-4384-9dbc-f61e9621820f\", \"792d6a31-e4ed-463a-970a-656c1e155d77\", \"e94eb38b-a77a-41e8-b2c8-46bca0e56fba\"], \"total_duration\": 628.0, \"total_sessions\": 3, \"mean_week_duration\": 5.233}, \"79766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-17 07:16:18.000000+00:00\", \"2022-08-10 07:59:21.000000+00:00\"], \"session_ids\": [\"d4c47e23-c5bd-4158-923c-3361966cdf88\", \"a1b05c2d-e43e-4344-9b75-a64bbccf1e31\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.92}, \"33197\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-29 00:49:16.000000+00:00\", \"2023-01-10 04:01:09.000000+00:00\"], \"session_ids\": [\"200974a6-2be2-4afd-afdf-21169e734529\", \"7cd56c3c-c7bd-4ee3-a465-c3aa4a35c41b\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 13.893}, \"99359\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-31 07:01:56.000000+00:00\", \"2019-06-09 14:05:59.000000+00:00\"], \"session_ids\": [\"f2e32d82-fd3f-4f40-868f-c73a4831fce6\", \"fbd4cbde-61e7-495d-b347-462df7b92bf2\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 1.717}, \"80214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-07 14:19:30.000000+00:00\", \"2021-05-09 08:24:14.000000+00:00\", \"2019-01-17 11:08:50.000000+00:00\", \"2021-09-17 04:03:02.000000+00:00\", \"2021-12-24 02:08:56.000000+00:00\", \"2020-04-29 02:38:30.000000+00:00\"], \"session_ids\": [\"a98ea956-7db8-4fd3-8871-3fd0d9619e08\", \"e0f753e2-a2ac-4b4d-b34a-cedea3f358e0\", \"7bdcfc8b-d43c-484d-9ff6-2309631cac1c\", \"3f2295c6-0243-4e97-a601-1367bb0aae9c\", \"623b04cc-402b-43bc-9d53-0b7ac3cb495b\", \"58ce5b6f-8344-41d6-9c1f-52e70794df86\"], \"total_duration\": 2591.0, \"total_sessions\": 6, \"mean_week_duration\": 16.935}, \"54840\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-05 19:27:57.000000+00:00\", \"2019-03-06 10:22:03.000000+00:00\"], \"session_ids\": [\"d659ade9-314c-47a0-af97-983f5d5eb646\", \"577f651c-2f0b-49e7-b028-4cc705d29c50\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.323}, \"50719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-15 16:38:53.000000+00:00\", \"2019-05-26 07:04:00.000000+00:00\", \"2023-02-20 11:40:23.000000+00:00\", \"2020-11-15 09:31:53.000000+00:00\", \"2020-05-26 22:39:18.000000+00:00\", \"2022-08-05 00:06:46.000000+00:00\", \"2022-11-22 12:23:29.000000+00:00\", \"2020-07-10 13:48:14.000000+00:00\"], \"session_ids\": [\"8aca7e51-19f2-4736-8111-a11149ac9f6d\", \"b1161573-30bf-4219-b3e0-866c92383d55\", \"040e1b2e-1148-43c6-88f8-424182a20b3a\", \"150c1292-bab4-448d-8ee3-648135bd8e39\", \"d5099049-d3c3-4e81-92a8-0774903d54c9\", \"cf92fc5f-429b-4230-ae1d-0a669909b5d1\", \"cedccb27-36ee-4a11-ac01-72fb5d90c302\", \"470b1605-da6a-4656-bcba-a78cd05aa63e\"], \"total_duration\": 4016.0, \"total_sessions\": 8, \"mean_week_duration\": 20.49}, \"16212\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-01 00:24:49.000000+00:00\", \"2020-03-03 07:21:04.000000+00:00\", \"2022-08-15 09:15:42.000000+00:00\"], \"session_ids\": [\"52b3e24c-713a-41ed-a088-d1332321bcfa\", \"321af0bf-fcd8-4779-8404-3f756d46b43e\", \"23fa0da2-3e29-4501-b1d0-d0301a528067\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.673}, \"93457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-05 17:31:23.000000+00:00\", \"2023-03-21 21:51:52.000000+00:00\"], \"session_ids\": [\"c6bad765-c312-42a1-8a97-2d3e6b47a603\", \"01857364-f177-4bc6-8d9e-7ab882626b6b\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 1.64}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 2 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\": [[2, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-07 14:19:30.000000+00:00\", \"2021-05-09 08:24:14.000000+00:00\", \"2019-01-17 11:08:50.000000+00:00\", \"2021-09-17 04:03:02.000000+00:00\", \"2021-12-24 02:08:56.000000+00:00\", \"2020-04-29 02:38:30.000000+00:00\"], \"session_ids\": [\"a98ea956-7db8-4fd3-8871-3fd0d9619e08\", \"e0f753e2-a2ac-4b4d-b34a-cedea3f358e0\", \"7bdcfc8b-d43c-484d-9ff6-2309631cac1c\", \"3f2295c6-0243-4e97-a601-1367bb0aae9c\", \"623b04cc-402b-43bc-9d53-0b7ac3cb495b\", \"58ce5b6f-8344-41d6-9c1f-52e70794df86\"], \"total_duration\": 2591.0, \"total_sessions\": 6, \"mean_week_duration\": 16.935}, \"50719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-15 16:38:53.000000+00:00\", \"2019-05-26 07:04:00.000000+00:00\", \"2023-02-20 11:40:23.000000+00:00\", \"2020-11-15 09:31:53.000000+00:00\", \"2020-05-26 22:39:18.000000+00:00\", \"2022-08-05 00:06:46.000000+00:00\", \"2022-11-22 12:23:29.000000+00:00\", \"2020-07-10 13:48:14.000000+00:00\"], \"session_ids\": [\"8aca7e51-19f2-4736-8111-a11149ac9f6d\", \"b1161573-30bf-4219-b3e0-866c92383d55\", \"040e1b2e-1148-43c6-88f8-424182a20b3a\", \"150c1292-bab4-448d-8ee3-648135bd8e39\", \"d5099049-d3c3-4e81-92a8-0774903d54c9\", \"cf92fc5f-429b-4230-ae1d-0a669909b5d1\", \"cedccb27-36ee-4a11-ac01-72fb5d90c302\", \"470b1605-da6a-4656-bcba-a78cd05aa63e\"], \"total_duration\": 4016.0, \"total_sessions\": 8, \"mean_week_duration\": 20.49}}\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[{\"50719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-15 16:38:53.000000+00:00\", \"2019-05-26 07:04:00.000000+00:00\", \"2023-02-20 11:40:23.000000+00:00\", \"2020-11-15 09:31:53.000000+00:00\", \"2020-05-26 22:39:18.000000+00:00\", \"2022-08-05 00:06:46.000000+00:00\", \"2022-11-22 12:23:29.000000+00:00\", \"2020-07-10 13:48:14.000000+00:00\"], \"session_ids\": [\"8aca7e51-19f2-4736-8111-a11149ac9f6d\", \"b1161573-30bf-4219-b3e0-866c92383d55\", \"040e1b2e-1148-43c6-88f8-424182a20b3a\", \"150c1292-bab4-448d-8ee3-648135bd8e39\", \"d5099049-d3c3-4e81-92a8-0774903d54c9\", \"cf92fc5f-429b-4230-ae1d-0a669909b5d1\", \"cedccb27-36ee-4a11-ac01-72fb5d90c302\", \"470b1605-da6a-4656-bcba-a78cd05aa63e\"], \"total_duration\": 4016.0, \"total_sessions\": 8, \"mean_week_duration\": 20.49}}, {\"80214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-07 14:19:30.000000+00:00\", \"2021-05-09 08:24:14.000000+00:00\", \"2019-01-17 11:08:50.000000+00:00\", \"2021-09-17 04:03:02.000000+00:00\", \"2021-12-24 02:08:56.000000+00:00\", \"2020-04-29 02:38:30.000000+00:00\"], \"session_ids\": [\"a98ea956-7db8-4fd3-8871-3fd0d9619e08\", \"e0f753e2-a2ac-4b4d-b34a-cedea3f358e0\", \"7bdcfc8b-d43c-484d-9ff6-2309631cac1c\", \"3f2295c6-0243-4e97-a601-1367bb0aae9c\", \"623b04cc-402b-43bc-9d53-0b7ac3cb495b\", \"58ce5b6f-8344-41d6-9c1f-52e70794df86\"], \"total_duration\": 2591.0, \"total_sessions\": 6, \"mean_week_duration\": 16.935}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-15 16:38:53.000000+00:00\", \"2019-05-26 07:04:00.000000+00:00\", \"2023-02-20 11:40:23.000000+00:00\", \"2020-11-15 09:31:53.000000+00:00\", \"2020-05-26 22:39:18.000000+00:00\", \"2022-08-05 00:06:46.000000+00:00\", \"2022-11-22 12:23:29.000000+00:00\", \"2020-07-10 13:48:14.000000+00:00\"], \"session_ids\": [\"8aca7e51-19f2-4736-8111-a11149ac9f6d\", \"b1161573-30bf-4219-b3e0-866c92383d55\", \"040e1b2e-1148-43c6-88f8-424182a20b3a\", \"150c1292-bab4-448d-8ee3-648135bd8e39\", \"d5099049-d3c3-4e81-92a8-0774903d54c9\", \"cf92fc5f-429b-4230-ae1d-0a669909b5d1\", \"cedccb27-36ee-4a11-ac01-72fb5d90c302\", \"470b1605-da6a-4656-bcba-a78cd05aa63e\"], \"total_duration\": 4016.0, \"total_sessions\": 8, \"mean_week_duration\": 20.49}}, {\"80214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-07 14:19:30.000000+00:00\", \"2021-05-09 08:24:14.000000+00:00\", \"2019-01-17 11:08:50.000000+00:00\", \"2021-09-17 04:03:02.000000+00:00\", \"2021-12-24 02:08:56.000000+00:00\", \"2020-04-29 02:38:30.000000+00:00\"], \"session_ids\": [\"a98ea956-7db8-4fd3-8871-3fd0d9619e08\", \"e0f753e2-a2ac-4b4d-b34a-cedea3f358e0\", \"7bdcfc8b-d43c-484d-9ff6-2309631cac1c\", \"3f2295c6-0243-4e97-a601-1367bb0aae9c\", \"623b04cc-402b-43bc-9d53-0b7ac3cb495b\", \"58ce5b6f-8344-41d6-9c1f-52e70794df86\"], \"total_duration\": 2591.0, \"total_sessions\": 6, \"mean_week_duration\": 16.935}}]\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[{\"50719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-15 16:38:53.000000+00:00\", \"2019-05-26 07:04:00.000000+00:00\", \"2023-02-20 11:40:23.000000+00:00\", \"2020-11-15 09:31:53.000000+00:00\", \"2020-05-26 22:39:18.000000+00:00\", \"2022-08-05 00:06:46.000000+00:00\", \"2022-11-22 12:23:29.000000+00:00\", \"2020-07-10 13:48:14.000000+00:00\"], \"session_ids\": [\"8aca7e51-19f2-4736-8111-a11149ac9f6d\", \"b1161573-30bf-4219-b3e0-866c92383d55\", \"040e1b2e-1148-43c6-88f8-424182a20b3a\", \"150c1292-bab4-448d-8ee3-648135bd8e39\", \"d5099049-d3c3-4e81-92a8-0774903d54c9\", \"cf92fc5f-429b-4230-ae1d-0a669909b5d1\", \"cedccb27-36ee-4a11-ac01-72fb5d90c302\", \"470b1605-da6a-4656-bcba-a78cd05aa63e\"], \"total_duration\": 4016.0, \"total_sessions\": 8, \"mean_week_duration\": 20.49}}, {\"80214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-07 14:19:30.000000+00:00\", \"2021-05-09 08:24:14.000000+00:00\", \"2019-01-17 11:08:50.000000+00:00\", \"2021-09-17 04:03:02.000000+00:00\", \"2021-12-24 02:08:56.000000+00:00\", \"2020-04-29 02:38:30.000000+00:00\"], \"session_ids\": [\"a98ea956-7db8-4fd3-8871-3fd0d9619e08\", \"e0f753e2-a2ac-4b4d-b34a-cedea3f358e0\", \"7bdcfc8b-d43c-484d-9ff6-2309631cac1c\", \"3f2295c6-0243-4e97-a601-1367bb0aae9c\", \"623b04cc-402b-43bc-9d53-0b7ac3cb495b\", \"58ce5b6f-8344-41d6-9c1f-52e70794df86\"], \"total_duration\": 2591.0, \"total_sessions\": 6, \"mean_week_duration\": 16.935}}]\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 user whose mean_week_duration exceeds 34 while staying below 3 and put to use sorting by town_name in asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-26 01:43:56.000000+00:00\", \"2020-06-13 14:28:26.000000+00:00\", \"2021-09-15 07:34:35.000000+00:00\"], \"session_ids\": [\"1e586180-e717-4f02-b087-6f077dcb4391\", \"646e079c-5496-499c-ba00-d1746a2d6b01\", \"4f3179f0-546f-4aa2-bfc8-25b11dbdd0bc\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 1.496}, \"72127\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-06-21 03:09:03.000000+00:00\", \"2023-04-25 22:32:01.000000+00:00\", \"2023-01-31 14:42:39.000000+00:00\"], \"session_ids\": [\"dcbd4467-2869-44a6-b363-a15fa11403d5\", \"59e8c783-bee0-4e81-b1d7-acbc3466181c\", \"2c029f56-bec6-4932-a5e8-a9614464111f\"], \"total_duration\": 201.0, \"total_sessions\": 3, \"mean_week_duration\": 10.05}, \"20408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-22 13:10:10.000000+00:00\", \"2020-06-28 07:29:31.000000+00:00\", \"2022-10-27 06:19:30.000000+00:00\", \"2022-12-04 08:34:56.000000+00:00\", \"2020-02-15 05:42:22.000000+00:00\", \"2020-08-25 16:28:28.000000+00:00\", \"2021-10-04 04:31:27.000000+00:00\"], \"session_ids\": [\"0e06b7dc-6bd6-4777-a0f9-530ffd337396\", \"50d0c2fc-8359-458b-892c-ea7b7dd1fc09\", \"111dea15-ef03-48e0-b5ef-d3614b0150d2\", \"c44aab85-5ada-4a99-a995-8308ac6b48a8\", \"f7e2f18b-7b75-40ad-b300-2aa735b7f605\", \"732e1e8d-eec4-4824-9a99-20a80e0cc3eb\", \"ecd93d33-8506-4d0d-b23d-215eb84b283d\"], \"total_duration\": 9546.0, \"total_sessions\": 7, \"mean_week_duration\": 51.6}, \"41895\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-04 07:22:09.000000+00:00\", \"2021-08-31 18:48:27.000000+00:00\", \"2020-11-26 11:16:13.000000+00:00\", \"2023-05-18 11:10:04.000000+00:00\", \"2020-07-09 09:36:27.000000+00:00\", \"2021-07-01 14:50:12.000000+00:00\", \"2022-10-24 00:15:25.000000+00:00\", \"2022-06-25 10:55:27.000000+00:00\", \"2020-07-21 21:18:55.000000+00:00\", \"2019-06-15 02:20:19.000000+00:00\"], \"session_ids\": [\"592c2769-fe72-4c11-947b-b9ba92b69cbe\", \"44591569-3e1a-48dc-bc28-9e312f3cf3ce\", \"763b8661-e21e-4ada-b333-d0a362ccdd74\", \"22633f49-9ba2-4324-afb5-4c7ae5c9602b\", \"531dfd78-0344-4160-90f6-fd9e2a51d47e\", \"2162cbb1-95ae-44dc-9467-672b3c99b82b\", \"149e6156-f915-44ae-8406-86b7b544cd9d\", \"f4ef1524-c50c-4740-98a9-79836a5aa06b\", \"130cc778-bfd4-4c5b-b7cf-de36e1de32fb\", \"113fe3cf-54e5-4f53-9237-57eb8a4b8313\"], \"total_duration\": 12209.0, \"total_sessions\": 10, \"mean_week_duration\": 55.495}, \"22123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 18:45:23.000000+00:00\", \"2022-10-31 22:35:07.000000+00:00\", \"2023-04-09 12:02:36.000000+00:00\"], \"session_ids\": [\"4200ef98-e5f8-4fe1-a3d7-3a8c3d7aaa8e\", \"db06d01a-e924-4704-9fe3-65e200a324fe\", \"28400973-c0b4-4630-afb6-5fb213e5cb6a\"], \"total_duration\": 671.0, \"total_sessions\": 3, \"mean_week_duration\": 7.138}, \"33295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-12 07:25:08.000000+00:00\", \"2020-10-07 21:47:23.000000+00:00\", \"2019-09-14 23:51:59.000000+00:00\"], \"session_ids\": [\"299743a0-0329-4f07-a70c-c413b9af9578\", \"9fab9973-6705-434b-9cc6-b599b77e6d35\", \"09e8edb2-c3a4-40bb-9771-50ab4aa46ba1\"], \"total_duration\": 498.0, \"total_sessions\": 3, \"mean_week_duration\": 8.893}, \"18073\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-03 00:45:29.000000+00:00\", \"2022-03-18 18:53:25.000000+00:00\"], \"session_ids\": [\"f329ce8b-80ee-4431-a580-a820a410ce8e\", \"acb03a07-234d-4c61-bcff-a3475e44e5d0\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 9.172}, \"45928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-29 21:34:19.000000+00:00\", \"2019-09-25 17:36:09.000000+00:00\", \"2019-04-21 08:40:27.000000+00:00\"], \"session_ids\": [\"79af4aee-8995-4aef-b000-34ec3e748eaf\", \"332a5f30-c088-42cc-a976-93ceaca36e52\", \"be9c5c23-0ec9-4a06-adf9-20eb7c56e568\"], \"total_duration\": 754.0, \"total_sessions\": 3, \"mean_week_duration\": 13.0}, \"76693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-06 02:34:04.000000+00:00\", \"2019-10-27 10:22:41.000000+00:00\"], \"session_ids\": [\"38552f79-84b0-4f2a-be53-66fd3879e382\", \"51d5588a-bb2f-45ff-9a00-e03907a822af\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}, \"17882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-21 23:46:37.000000+00:00\", \"2020-12-16 12:37:35.000000+00:00\"], \"session_ids\": [\"95c9273b-b135-44e1-85cb-6b4b3e7ff859\", \"e80ee7ff-085c-473d-92fd-c1c8ef8aeccf\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 2.647}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 3 and are equal or greater than 34" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-26 01:43:56.000000+00:00\", \"2020-06-13 14:28:26.000000+00:00\", \"2021-09-15 07:34:35.000000+00:00\"], \"session_ids\": [\"1e586180-e717-4f02-b087-6f077dcb4391\", \"646e079c-5496-499c-ba00-d1746a2d6b01\", \"4f3179f0-546f-4aa2-bfc8-25b11dbdd0bc\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 1.496}, \"76693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-06 02:34:04.000000+00:00\", \"2019-10-27 10:22:41.000000+00:00\"], \"session_ids\": [\"38552f79-84b0-4f2a-be53-66fd3879e382\", \"51d5588a-bb2f-45ff-9a00-e03907a822af\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}, \"17882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-21 23:46:37.000000+00:00\", \"2020-12-16 12:37:35.000000+00:00\"], \"session_ids\": [\"95c9273b-b135-44e1-85cb-6b4b3e7ff859\", \"e80ee7ff-085c-473d-92fd-c1c8ef8aeccf\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 2.647}, \"20408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-22 13:10:10.000000+00:00\", \"2020-06-28 07:29:31.000000+00:00\", \"2022-10-27 06:19:30.000000+00:00\", \"2022-12-04 08:34:56.000000+00:00\", \"2020-02-15 05:42:22.000000+00:00\", \"2020-08-25 16:28:28.000000+00:00\", \"2021-10-04 04:31:27.000000+00:00\"], \"session_ids\": [\"0e06b7dc-6bd6-4777-a0f9-530ffd337396\", \"50d0c2fc-8359-458b-892c-ea7b7dd1fc09\", \"111dea15-ef03-48e0-b5ef-d3614b0150d2\", \"c44aab85-5ada-4a99-a995-8308ac6b48a8\", \"f7e2f18b-7b75-40ad-b300-2aa735b7f605\", \"732e1e8d-eec4-4824-9a99-20a80e0cc3eb\", \"ecd93d33-8506-4d0d-b23d-215eb84b283d\"], \"total_duration\": 9546.0, \"total_sessions\": 7, \"mean_week_duration\": 51.6}, \"41895\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-04 07:22:09.000000+00:00\", \"2021-08-31 18:48:27.000000+00:00\", \"2020-11-26 11:16:13.000000+00:00\", \"2023-05-18 11:10:04.000000+00:00\", \"2020-07-09 09:36:27.000000+00:00\", \"2021-07-01 14:50:12.000000+00:00\", \"2022-10-24 00:15:25.000000+00:00\", \"2022-06-25 10:55:27.000000+00:00\", \"2020-07-21 21:18:55.000000+00:00\", \"2019-06-15 02:20:19.000000+00:00\"], \"session_ids\": [\"592c2769-fe72-4c11-947b-b9ba92b69cbe\", \"44591569-3e1a-48dc-bc28-9e312f3cf3ce\", \"763b8661-e21e-4ada-b333-d0a362ccdd74\", \"22633f49-9ba2-4324-afb5-4c7ae5c9602b\", \"531dfd78-0344-4160-90f6-fd9e2a51d47e\", \"2162cbb1-95ae-44dc-9467-672b3c99b82b\", \"149e6156-f915-44ae-8406-86b7b544cd9d\", \"f4ef1524-c50c-4740-98a9-79836a5aa06b\", \"130cc778-bfd4-4c5b-b7cf-de36e1de32fb\", \"113fe3cf-54e5-4f53-9237-57eb8a4b8313\"], \"total_duration\": 12209.0, \"total_sessions\": 10, \"mean_week_duration\": 55.495}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-26 01:43:56.000000+00:00\", \"2020-06-13 14:28:26.000000+00:00\", \"2021-09-15 07:34:35.000000+00:00\"], \"session_ids\": [\"1e586180-e717-4f02-b087-6f077dcb4391\", \"646e079c-5496-499c-ba00-d1746a2d6b01\", \"4f3179f0-546f-4aa2-bfc8-25b11dbdd0bc\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 1.496}}, {\"20408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-22 13:10:10.000000+00:00\", \"2020-06-28 07:29:31.000000+00:00\", \"2022-10-27 06:19:30.000000+00:00\", \"2022-12-04 08:34:56.000000+00:00\", \"2020-02-15 05:42:22.000000+00:00\", \"2020-08-25 16:28:28.000000+00:00\", \"2021-10-04 04:31:27.000000+00:00\"], \"session_ids\": [\"0e06b7dc-6bd6-4777-a0f9-530ffd337396\", \"50d0c2fc-8359-458b-892c-ea7b7dd1fc09\", \"111dea15-ef03-48e0-b5ef-d3614b0150d2\", \"c44aab85-5ada-4a99-a995-8308ac6b48a8\", \"f7e2f18b-7b75-40ad-b300-2aa735b7f605\", \"732e1e8d-eec4-4824-9a99-20a80e0cc3eb\", \"ecd93d33-8506-4d0d-b23d-215eb84b283d\"], \"total_duration\": 9546.0, \"total_sessions\": 7, \"mean_week_duration\": 51.6}}, {\"76693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-06 02:34:04.000000+00:00\", \"2019-10-27 10:22:41.000000+00:00\"], \"session_ids\": [\"38552f79-84b0-4f2a-be53-66fd3879e382\", \"51d5588a-bb2f-45ff-9a00-e03907a822af\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}}, {\"17882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-21 23:46:37.000000+00:00\", \"2020-12-16 12:37:35.000000+00:00\"], \"session_ids\": [\"95c9273b-b135-44e1-85cb-6b4b3e7ff859\", \"e80ee7ff-085c-473d-92fd-c1c8ef8aeccf\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 2.647}}, {\"41895\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-04 07:22:09.000000+00:00\", \"2021-08-31 18:48:27.000000+00:00\", \"2020-11-26 11:16:13.000000+00:00\", \"2023-05-18 11:10:04.000000+00:00\", \"2020-07-09 09:36:27.000000+00:00\", \"2021-07-01 14:50:12.000000+00:00\", \"2022-10-24 00:15:25.000000+00:00\", \"2022-06-25 10:55:27.000000+00:00\", \"2020-07-21 21:18:55.000000+00:00\", \"2019-06-15 02:20:19.000000+00:00\"], \"session_ids\": [\"592c2769-fe72-4c11-947b-b9ba92b69cbe\", \"44591569-3e1a-48dc-bc28-9e312f3cf3ce\", \"763b8661-e21e-4ada-b333-d0a362ccdd74\", \"22633f49-9ba2-4324-afb5-4c7ae5c9602b\", \"531dfd78-0344-4160-90f6-fd9e2a51d47e\", \"2162cbb1-95ae-44dc-9467-672b3c99b82b\", \"149e6156-f915-44ae-8406-86b7b544cd9d\", \"f4ef1524-c50c-4740-98a9-79836a5aa06b\", \"130cc778-bfd4-4c5b-b7cf-de36e1de32fb\", \"113fe3cf-54e5-4f53-9237-57eb8a4b8313\"], \"total_duration\": 12209.0, \"total_sessions\": 10, \"mean_week_duration\": 55.495}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-26 01:43:56.000000+00:00\", \"2020-06-13 14:28:26.000000+00:00\", \"2021-09-15 07:34:35.000000+00:00\"], \"session_ids\": [\"1e586180-e717-4f02-b087-6f077dcb4391\", \"646e079c-5496-499c-ba00-d1746a2d6b01\", \"4f3179f0-546f-4aa2-bfc8-25b11dbdd0bc\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 1.496}}]\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[{\"29872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-26 01:43:56.000000+00:00\", \"2020-06-13 14:28:26.000000+00:00\", \"2021-09-15 07:34:35.000000+00:00\"], \"session_ids\": [\"1e586180-e717-4f02-b087-6f077dcb4391\", \"646e079c-5496-499c-ba00-d1746a2d6b01\", \"4f3179f0-546f-4aa2-bfc8-25b11dbdd0bc\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 1.496}}]\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 7 users whose time using the app is smaller than 621 (not including) , sort by time spent on the site ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-12-19 21:18:29.000000+00:00\", \"2019-11-23 03:51:00.000000+00:00\", \"2022-08-11 07:22:01.000000+00:00\", \"2021-08-07 19:51:08.000000+00:00\", \"2019-03-03 16:17:45.000000+00:00\"], \"session_ids\": [\"b645333f-67f0-40d0-bf93-c3b1e698800e\", \"d655692e-2c5a-4a6a-bb86-121e157e5d73\", \"243dee39-8444-4971-bd55-82bb614bdb20\", \"e01061ef-9ff4-40d3-9f92-4743088e32ab\", \"16a5d5e1-3cc7-409d-a8ab-5c1c8cdb6d1b\"], \"total_duration\": 1397.0, \"total_sessions\": 5, \"mean_week_duration\": 7.761}, \"71713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-17 01:24:11.000000+00:00\", \"2019-12-30 22:15:12.000000+00:00\"], \"session_ids\": [\"ab902951-9ca5-4373-9ba7-45bf29c26f15\", \"a0ba4cf7-0f2e-41d3-8158-f9d1ba0c4602\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}, \"52744\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-06-12 16:20:39.000000+00:00\", \"2020-10-15 05:32:22.000000+00:00\", \"2019-12-22 19:42:20.000000+00:00\", \"2019-12-16 01:57:12.000000+00:00\"], \"session_ids\": [\"4b4b11bd-73f7-4d01-8ce1-a721cc9382a3\", \"f467d774-85fd-4b01-893f-77a89a663c12\", \"0b3403cd-713c-4927-8e01-ee5af2f9fbb6\", \"c5fd4ddf-38f8-4285-a0cc-bbf11edc4f6c\"], \"total_duration\": 836.0, \"total_sessions\": 4, \"mean_week_duration\": 11.943}, \"75469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-28 16:14:21.000000+00:00\", \"2021-09-07 03:36:37.000000+00:00\"], \"session_ids\": [\"ada374cb-1fdf-4074-aada-457b03a1477c\", \"8a527dc5-5276-499b-ba1f-6243790e7bd6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.358}, \"80706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-22 11:38:15.000000+00:00\", \"2023-02-13 06:59:41.000000+00:00\", \"2022-04-03 00:49:22.000000+00:00\", \"2023-04-13 23:59:27.000000+00:00\", \"2020-03-15 14:37:27.000000+00:00\", \"2019-10-30 09:52:16.000000+00:00\", \"2021-11-08 09:11:42.000000+00:00\", \"2020-03-30 13:50:29.000000+00:00\"], \"session_ids\": [\"1968842c-358c-49c8-859a-6e7ab39075d4\", \"9f51c46c-1880-44df-ad9b-866f896d8f7b\", \"4a651846-3301-4232-b3ae-8269da9e7afc\", \"f9e997ab-1863-47b3-98ff-6cb6b90d0ba2\", \"43f192bb-b2a0-4140-9388-93a3bda56285\", \"be4f4e8b-638b-4145-af47-b890551419de\", \"b550becd-ba3d-40a4-a4fc-91698548a3a8\", \"7e72bcab-4bd0-421b-bfa5-f64b19309b81\"], \"total_duration\": 138.0, \"total_sessions\": 8, \"mean_week_duration\": 0.762}, \"59278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-26 11:23:48.000000+00:00\", \"2023-03-08 01:53:54.000000+00:00\", \"2020-02-09 03:17:10.000000+00:00\"], \"session_ids\": [\"5d43df33-2c4a-4ca0-a4ed-18ae3ceebc61\", \"8e77230e-1304-4507-a0a8-0d8d53110db4\", \"70b17564-e4ed-4f9e-b59d-28be5a2ab5a5\"], \"total_duration\": 616.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"35051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 15:28:43.000000+00:00\", \"2022-04-12 18:17:52.000000+00:00\", \"2022-05-10 15:01:46.000000+00:00\"], \"session_ids\": [\"5bc80e6c-e6b6-469b-bf57-22ddee238a00\", \"bf948b20-8097-4059-9ffa-c1e8b07b81c3\", \"ac116495-ab8c-4dba-8fdb-605f65479c5e\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 5.674}, \"14677\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-04 00:05:33.000000+00:00\", \"2023-04-30 09:18:11.000000+00:00\", \"2022-04-03 21:51:56.000000+00:00\", \"2022-08-28 16:38:24.000000+00:00\", \"2022-03-05 07:42:47.000000+00:00\", \"2023-05-23 00:55:09.000000+00:00\"], \"session_ids\": [\"2e81a791-5df5-473c-9198-a1a942bbe527\", \"770743b0-1320-4bab-aa58-2eaa851df99c\", \"60898dca-7d35-40a6-9a61-4163ccbff9c4\", \"a53c6c95-68f1-4719-8da1-5955b8d1068c\", \"f34f1795-0362-44f4-bc6e-1c2bc121a209\", \"c492cf6a-593e-4aab-a106-355072a9821f\"], \"total_duration\": 4635.0, \"total_sessions\": 6, \"mean_week_duration\": 72.422}, \"22424\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-02-16 16:56:06.000000+00:00\", \"2020-08-22 07:25:03.000000+00:00\", \"2020-05-31 21:41:12.000000+00:00\", \"2021-07-21 08:33:49.000000+00:00\"], \"session_ids\": [\"28e6875c-84ad-4107-b9f2-9957c202d631\", \"613fa03e-d32c-4440-a362-1083e7e1043e\", \"78ea94cc-b19d-46d4-af2e-0d722dee5262\", \"486564aa-2eef-492e-930a-976f84a70fe2\"], \"total_duration\": 1110.0, \"total_sessions\": 4, \"mean_week_duration\": 14.8}, \"89392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-11 13:17:32.000000+00:00\", \"2019-01-09 18:05:19.000000+00:00\", \"2022-03-26 02:30:57.000000+00:00\", \"2020-01-28 15:31:50.000000+00:00\", \"2020-06-23 17:25:49.000000+00:00\"], \"session_ids\": [\"63b7636e-6202-4167-a6cf-b3a746f98e7b\", \"46fbe688-dfc7-4f53-a4f3-1223226699ce\", \"d58bc7a4-c694-4256-aa73-494b1cec2ad0\", \"96afb803-6e4d-4ef1-865f-6a916af3c87c\", \"652c34db-240e-4f6d-a4b8-7d8ff94c98c6\"], \"total_duration\": 821.0, \"total_sessions\": 5, \"mean_week_duration\": 4.887}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 621" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[621, 2551]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-17 01:24:11.000000+00:00\", \"2019-12-30 22:15:12.000000+00:00\"], \"session_ids\": [\"ab902951-9ca5-4373-9ba7-45bf29c26f15\", \"a0ba4cf7-0f2e-41d3-8158-f9d1ba0c4602\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}, \"75469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-28 16:14:21.000000+00:00\", \"2021-09-07 03:36:37.000000+00:00\"], \"session_ids\": [\"ada374cb-1fdf-4074-aada-457b03a1477c\", \"8a527dc5-5276-499b-ba1f-6243790e7bd6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.358}, \"80706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-22 11:38:15.000000+00:00\", \"2023-02-13 06:59:41.000000+00:00\", \"2022-04-03 00:49:22.000000+00:00\", \"2023-04-13 23:59:27.000000+00:00\", \"2020-03-15 14:37:27.000000+00:00\", \"2019-10-30 09:52:16.000000+00:00\", \"2021-11-08 09:11:42.000000+00:00\", \"2020-03-30 13:50:29.000000+00:00\"], \"session_ids\": [\"1968842c-358c-49c8-859a-6e7ab39075d4\", \"9f51c46c-1880-44df-ad9b-866f896d8f7b\", \"4a651846-3301-4232-b3ae-8269da9e7afc\", \"f9e997ab-1863-47b3-98ff-6cb6b90d0ba2\", \"43f192bb-b2a0-4140-9388-93a3bda56285\", \"be4f4e8b-638b-4145-af47-b890551419de\", \"b550becd-ba3d-40a4-a4fc-91698548a3a8\", \"7e72bcab-4bd0-421b-bfa5-f64b19309b81\"], \"total_duration\": 138.0, \"total_sessions\": 8, \"mean_week_duration\": 0.762}, \"59278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-26 11:23:48.000000+00:00\", \"2023-03-08 01:53:54.000000+00:00\", \"2020-02-09 03:17:10.000000+00:00\"], \"session_ids\": [\"5d43df33-2c4a-4ca0-a4ed-18ae3ceebc61\", \"8e77230e-1304-4507-a0a8-0d8d53110db4\", \"70b17564-e4ed-4f9e-b59d-28be5a2ab5a5\"], \"total_duration\": 616.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"35051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 15:28:43.000000+00:00\", \"2022-04-12 18:17:52.000000+00:00\", \"2022-05-10 15:01:46.000000+00:00\"], \"session_ids\": [\"5bc80e6c-e6b6-469b-bf57-22ddee238a00\", \"bf948b20-8097-4059-9ffa-c1e8b07b81c3\", \"ac116495-ab8c-4dba-8fdb-605f65479c5e\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 5.674}}\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[{\"75469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-28 16:14:21.000000+00:00\", \"2021-09-07 03:36:37.000000+00:00\"], \"session_ids\": [\"ada374cb-1fdf-4074-aada-457b03a1477c\", \"8a527dc5-5276-499b-ba1f-6243790e7bd6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.358}}, {\"80706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-22 11:38:15.000000+00:00\", \"2023-02-13 06:59:41.000000+00:00\", \"2022-04-03 00:49:22.000000+00:00\", \"2023-04-13 23:59:27.000000+00:00\", \"2020-03-15 14:37:27.000000+00:00\", \"2019-10-30 09:52:16.000000+00:00\", \"2021-11-08 09:11:42.000000+00:00\", \"2020-03-30 13:50:29.000000+00:00\"], \"session_ids\": [\"1968842c-358c-49c8-859a-6e7ab39075d4\", \"9f51c46c-1880-44df-ad9b-866f896d8f7b\", \"4a651846-3301-4232-b3ae-8269da9e7afc\", \"f9e997ab-1863-47b3-98ff-6cb6b90d0ba2\", \"43f192bb-b2a0-4140-9388-93a3bda56285\", \"be4f4e8b-638b-4145-af47-b890551419de\", \"b550becd-ba3d-40a4-a4fc-91698548a3a8\", \"7e72bcab-4bd0-421b-bfa5-f64b19309b81\"], \"total_duration\": 138.0, \"total_sessions\": 8, \"mean_week_duration\": 0.762}}, {\"71713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-17 01:24:11.000000+00:00\", \"2019-12-30 22:15:12.000000+00:00\"], \"session_ids\": [\"ab902951-9ca5-4373-9ba7-45bf29c26f15\", \"a0ba4cf7-0f2e-41d3-8158-f9d1ba0c4602\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"35051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 15:28:43.000000+00:00\", \"2022-04-12 18:17:52.000000+00:00\", \"2022-05-10 15:01:46.000000+00:00\"], \"session_ids\": [\"5bc80e6c-e6b6-469b-bf57-22ddee238a00\", \"bf948b20-8097-4059-9ffa-c1e8b07b81c3\", \"ac116495-ab8c-4dba-8fdb-605f65479c5e\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 5.674}}, {\"59278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-26 11:23:48.000000+00:00\", \"2023-03-08 01:53:54.000000+00:00\", \"2020-02-09 03:17:10.000000+00:00\"], \"session_ids\": [\"5d43df33-2c4a-4ca0-a4ed-18ae3ceebc61\", \"8e77230e-1304-4507-a0a8-0d8d53110db4\", \"70b17564-e4ed-4f9e-b59d-28be5a2ab5a5\"], \"total_duration\": 616.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-28 16:14:21.000000+00:00\", \"2021-09-07 03:36:37.000000+00:00\"], \"session_ids\": [\"ada374cb-1fdf-4074-aada-457b03a1477c\", \"8a527dc5-5276-499b-ba1f-6243790e7bd6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.358}}, {\"80706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-22 11:38:15.000000+00:00\", \"2023-02-13 06:59:41.000000+00:00\", \"2022-04-03 00:49:22.000000+00:00\", \"2023-04-13 23:59:27.000000+00:00\", \"2020-03-15 14:37:27.000000+00:00\", \"2019-10-30 09:52:16.000000+00:00\", \"2021-11-08 09:11:42.000000+00:00\", \"2020-03-30 13:50:29.000000+00:00\"], \"session_ids\": [\"1968842c-358c-49c8-859a-6e7ab39075d4\", \"9f51c46c-1880-44df-ad9b-866f896d8f7b\", \"4a651846-3301-4232-b3ae-8269da9e7afc\", \"f9e997ab-1863-47b3-98ff-6cb6b90d0ba2\", \"43f192bb-b2a0-4140-9388-93a3bda56285\", \"be4f4e8b-638b-4145-af47-b890551419de\", \"b550becd-ba3d-40a4-a4fc-91698548a3a8\", \"7e72bcab-4bd0-421b-bfa5-f64b19309b81\"], \"total_duration\": 138.0, \"total_sessions\": 8, \"mean_week_duration\": 0.762}}, {\"71713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-17 01:24:11.000000+00:00\", \"2019-12-30 22:15:12.000000+00:00\"], \"session_ids\": [\"ab902951-9ca5-4373-9ba7-45bf29c26f15\", \"a0ba4cf7-0f2e-41d3-8158-f9d1ba0c4602\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"35051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 15:28:43.000000+00:00\", \"2022-04-12 18:17:52.000000+00:00\", \"2022-05-10 15:01:46.000000+00:00\"], \"session_ids\": [\"5bc80e6c-e6b6-469b-bf57-22ddee238a00\", \"bf948b20-8097-4059-9ffa-c1e8b07b81c3\", \"ac116495-ab8c-4dba-8fdb-605f65479c5e\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 5.674}}, {\"59278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-26 11:23:48.000000+00:00\", \"2023-03-08 01:53:54.000000+00:00\", \"2020-02-09 03:17:10.000000+00:00\"], \"session_ids\": [\"5d43df33-2c4a-4ca0-a4ed-18ae3ceebc61\", \"8e77230e-1304-4507-a0a8-0d8d53110db4\", \"70b17564-e4ed-4f9e-b59d-28be5a2ab5a5\"], \"total_duration\": 616.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}}]\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[{\"75469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-28 16:14:21.000000+00:00\", \"2021-09-07 03:36:37.000000+00:00\"], \"session_ids\": [\"ada374cb-1fdf-4074-aada-457b03a1477c\", \"8a527dc5-5276-499b-ba1f-6243790e7bd6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.358}}, {\"80706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-22 11:38:15.000000+00:00\", \"2023-02-13 06:59:41.000000+00:00\", \"2022-04-03 00:49:22.000000+00:00\", \"2023-04-13 23:59:27.000000+00:00\", \"2020-03-15 14:37:27.000000+00:00\", \"2019-10-30 09:52:16.000000+00:00\", \"2021-11-08 09:11:42.000000+00:00\", \"2020-03-30 13:50:29.000000+00:00\"], \"session_ids\": [\"1968842c-358c-49c8-859a-6e7ab39075d4\", \"9f51c46c-1880-44df-ad9b-866f896d8f7b\", \"4a651846-3301-4232-b3ae-8269da9e7afc\", \"f9e997ab-1863-47b3-98ff-6cb6b90d0ba2\", \"43f192bb-b2a0-4140-9388-93a3bda56285\", \"be4f4e8b-638b-4145-af47-b890551419de\", \"b550becd-ba3d-40a4-a4fc-91698548a3a8\", \"7e72bcab-4bd0-421b-bfa5-f64b19309b81\"], \"total_duration\": 138.0, \"total_sessions\": 8, \"mean_week_duration\": 0.762}}, {\"71713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-17 01:24:11.000000+00:00\", \"2019-12-30 22:15:12.000000+00:00\"], \"session_ids\": [\"ab902951-9ca5-4373-9ba7-45bf29c26f15\", \"a0ba4cf7-0f2e-41d3-8158-f9d1ba0c4602\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"35051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 15:28:43.000000+00:00\", \"2022-04-12 18:17:52.000000+00:00\", \"2022-05-10 15:01:46.000000+00:00\"], \"session_ids\": [\"5bc80e6c-e6b6-469b-bf57-22ddee238a00\", \"bf948b20-8097-4059-9ffa-c1e8b07b81c3\", \"ac116495-ab8c-4dba-8fdb-605f65479c5e\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 5.674}}, {\"59278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-26 11:23:48.000000+00:00\", \"2023-03-08 01:53:54.000000+00:00\", \"2020-02-09 03:17:10.000000+00:00\"], \"session_ids\": [\"5d43df33-2c4a-4ca0-a4ed-18ae3ceebc61\", \"8e77230e-1304-4507-a0a8-0d8d53110db4\", \"70b17564-e4ed-4f9e-b59d-28be5a2ab5a5\"], \"total_duration\": 616.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}}]\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 users with a duration total that is above 2505 and below 2026 also perform sorting by city name in ascending additionaly get rid of all records, except 2." } ]
[ { "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{\"6851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-24 16:20:38.000000+00:00\", \"2020-12-29 23:55:46.000000+00:00\", \"2020-10-09 11:32:33.000000+00:00\"], \"session_ids\": [\"67d5f00d-9aaa-43c8-821e-4607caca04e8\", \"9b0971cb-23ec-4f2b-a08b-db60f4fcdc58\", \"96fbb576-bbcb-49e2-8ab0-5d4aca31bf0d\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 5.5}, \"12813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-13 10:17:40.000000+00:00\", \"2020-10-17 12:26:30.000000+00:00\", \"2019-07-19 10:07:30.000000+00:00\"], \"session_ids\": [\"eea81c70-60d5-4abc-9339-c8e8eaf0d71a\", \"ec761fa5-50c3-4253-a9f9-d34d380b9583\", \"23566bf1-4671-42d0-a5b6-8f8173b95088\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}, \"5047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-18 21:40:01.000000+00:00\", \"2022-10-03 02:34:34.000000+00:00\", \"2019-05-22 23:27:47.000000+00:00\"], \"session_ids\": [\"8719ccf7-7b50-4a5b-a770-3b969d7034a3\", \"0e7d8577-0a13-4bf5-8925-bd2dd7264686\", \"80b5bcaa-421e-4fcd-915b-50d66bf410af\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.153}, \"88378\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-15 00:22:05.000000+00:00\", \"2019-12-30 05:00:21.000000+00:00\"], \"session_ids\": [\"a2865280-0760-433e-9281-e65d4f55f5ed\", \"215eb8b2-1c2f-4568-a06b-9660966d50e7\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 3.818}, \"7720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-07 17:23:29.000000+00:00\", \"2020-03-12 19:21:02.000000+00:00\", \"2020-05-14 21:58:19.000000+00:00\", \"2020-08-15 01:45:07.000000+00:00\", \"2020-01-03 03:56:09.000000+00:00\", \"2023-02-16 14:03:28.000000+00:00\", \"2023-01-02 00:29:05.000000+00:00\"], \"session_ids\": [\"0658acfc-9be8-4c3c-941d-36f1245e1f80\", \"08fda75e-84ba-4acb-894c-3b141aeed0ce\", \"17f110ea-cb7b-474b-a87c-a7102cca4b96\", \"2557441e-acce-47b8-8605-9c5bc1b338cf\", \"456cb0b2-f751-4ade-a705-d5613679e1d1\", \"2978db02-fcb5-4f79-a74f-8979f398de85\", \"e1193814-0ae0-4811-a9ef-64990ed62e0d\"], \"total_duration\": 6486.0, \"total_sessions\": 7, \"mean_week_duration\": 39.791}, \"54841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-01 22:18:41.000000+00:00\", \"2020-05-30 00:21:06.000000+00:00\", \"2023-01-15 12:16:48.000000+00:00\"], \"session_ids\": [\"6e354681-6081-4126-a026-28df0862d8e0\", \"c1abe374-d68a-4d65-b8f5-ba39736ea9c4\", \"32ef2278-e3b6-4ae6-8ce9-f0ecdd64273d\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.557}, \"56644\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-22 11:07:37.000000+00:00\", \"2020-06-10 13:11:35.000000+00:00\", \"2021-10-04 08:28:57.000000+00:00\", \"2020-11-09 12:39:22.000000+00:00\"], \"session_ids\": [\"c0055e62-e28e-4f0d-8111-896621746953\", \"b8f478d5-02e6-46b1-8d73-10b40c046a5b\", \"1b1b078f-f959-486b-81e5-f3e0498ad331\", \"8be4be17-cad4-4a60-884c-030cdbe9d708\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.609}, \"65685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-16 09:15:56.000000+00:00\", \"2021-11-16 06:17:06.000000+00:00\", \"2022-03-18 22:51:55.000000+00:00\"], \"session_ids\": [\"f2bf7be5-d778-464f-9d38-8c3911114cdb\", \"1ee87639-5758-43b3-a10b-e87a58fe870e\", \"f4be1e62-1932-48db-8508-56c3aba1ecd8\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.375}, \"16511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-01 03:04:41.000000+00:00\", \"2022-06-15 08:38:24.000000+00:00\"], \"session_ids\": [\"da99afd6-9ee1-48ca-a18c-6f211ed47a23\", \"15e779c9-d9b9-45f1-8744-f5928d4d3154\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}, \"75458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-10 07:33:43.000000+00:00\", \"2021-06-13 11:51:02.000000+00:00\"], \"session_ids\": [\"d1e24db8-5bf9-40fd-ab05-1304eafe0f41\", \"8712713f-d617-4abb-89f1-758a5c8e6b59\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.743}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 2026 and are equal or greater than 2505" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2026, 2505]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-24 16:20:38.000000+00:00\", \"2020-12-29 23:55:46.000000+00:00\", \"2020-10-09 11:32:33.000000+00:00\"], \"session_ids\": [\"67d5f00d-9aaa-43c8-821e-4607caca04e8\", \"9b0971cb-23ec-4f2b-a08b-db60f4fcdc58\", \"96fbb576-bbcb-49e2-8ab0-5d4aca31bf0d\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 5.5}, \"12813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-13 10:17:40.000000+00:00\", \"2020-10-17 12:26:30.000000+00:00\", \"2019-07-19 10:07:30.000000+00:00\"], \"session_ids\": [\"eea81c70-60d5-4abc-9339-c8e8eaf0d71a\", \"ec761fa5-50c3-4253-a9f9-d34d380b9583\", \"23566bf1-4671-42d0-a5b6-8f8173b95088\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}, \"5047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-18 21:40:01.000000+00:00\", \"2022-10-03 02:34:34.000000+00:00\", \"2019-05-22 23:27:47.000000+00:00\"], \"session_ids\": [\"8719ccf7-7b50-4a5b-a770-3b969d7034a3\", \"0e7d8577-0a13-4bf5-8925-bd2dd7264686\", \"80b5bcaa-421e-4fcd-915b-50d66bf410af\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.153}, \"88378\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-15 00:22:05.000000+00:00\", \"2019-12-30 05:00:21.000000+00:00\"], \"session_ids\": [\"a2865280-0760-433e-9281-e65d4f55f5ed\", \"215eb8b2-1c2f-4568-a06b-9660966d50e7\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 3.818}, \"54841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-01 22:18:41.000000+00:00\", \"2020-05-30 00:21:06.000000+00:00\", \"2023-01-15 12:16:48.000000+00:00\"], \"session_ids\": [\"6e354681-6081-4126-a026-28df0862d8e0\", \"c1abe374-d68a-4d65-b8f5-ba39736ea9c4\", \"32ef2278-e3b6-4ae6-8ce9-f0ecdd64273d\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.557}, \"56644\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-22 11:07:37.000000+00:00\", \"2020-06-10 13:11:35.000000+00:00\", \"2021-10-04 08:28:57.000000+00:00\", \"2020-11-09 12:39:22.000000+00:00\"], \"session_ids\": [\"c0055e62-e28e-4f0d-8111-896621746953\", \"b8f478d5-02e6-46b1-8d73-10b40c046a5b\", \"1b1b078f-f959-486b-81e5-f3e0498ad331\", \"8be4be17-cad4-4a60-884c-030cdbe9d708\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.609}, \"65685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-16 09:15:56.000000+00:00\", \"2021-11-16 06:17:06.000000+00:00\", \"2022-03-18 22:51:55.000000+00:00\"], \"session_ids\": [\"f2bf7be5-d778-464f-9d38-8c3911114cdb\", \"1ee87639-5758-43b3-a10b-e87a58fe870e\", \"f4be1e62-1932-48db-8508-56c3aba1ecd8\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.375}, \"16511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-01 03:04:41.000000+00:00\", \"2022-06-15 08:38:24.000000+00:00\"], \"session_ids\": [\"da99afd6-9ee1-48ca-a18c-6f211ed47a23\", \"15e779c9-d9b9-45f1-8744-f5928d4d3154\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}, \"75458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-10 07:33:43.000000+00:00\", \"2021-06-13 11:51:02.000000+00:00\"], \"session_ids\": [\"d1e24db8-5bf9-40fd-ab05-1304eafe0f41\", \"8712713f-d617-4abb-89f1-758a5c8e6b59\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.743}, \"7720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-07 17:23:29.000000+00:00\", \"2020-03-12 19:21:02.000000+00:00\", \"2020-05-14 21:58:19.000000+00:00\", \"2020-08-15 01:45:07.000000+00:00\", \"2020-01-03 03:56:09.000000+00:00\", \"2023-02-16 14:03:28.000000+00:00\", \"2023-01-02 00:29:05.000000+00:00\"], \"session_ids\": [\"0658acfc-9be8-4c3c-941d-36f1245e1f80\", \"08fda75e-84ba-4acb-894c-3b141aeed0ce\", \"17f110ea-cb7b-474b-a87c-a7102cca4b96\", \"2557441e-acce-47b8-8605-9c5bc1b338cf\", \"456cb0b2-f751-4ade-a705-d5613679e1d1\", \"2978db02-fcb5-4f79-a74f-8979f398de85\", \"e1193814-0ae0-4811-a9ef-64990ed62e0d\"], \"total_duration\": 6486.0, \"total_sessions\": 7, \"mean_week_duration\": 39.791}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-01 22:18:41.000000+00:00\", \"2020-05-30 00:21:06.000000+00:00\", \"2023-01-15 12:16:48.000000+00:00\"], \"session_ids\": [\"6e354681-6081-4126-a026-28df0862d8e0\", \"c1abe374-d68a-4d65-b8f5-ba39736ea9c4\", \"32ef2278-e3b6-4ae6-8ce9-f0ecdd64273d\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.557}}, {\"12813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-13 10:17:40.000000+00:00\", \"2020-10-17 12:26:30.000000+00:00\", \"2019-07-19 10:07:30.000000+00:00\"], \"session_ids\": [\"eea81c70-60d5-4abc-9339-c8e8eaf0d71a\", \"ec761fa5-50c3-4253-a9f9-d34d380b9583\", \"23566bf1-4671-42d0-a5b6-8f8173b95088\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}, {\"6851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-24 16:20:38.000000+00:00\", \"2020-12-29 23:55:46.000000+00:00\", \"2020-10-09 11:32:33.000000+00:00\"], \"session_ids\": [\"67d5f00d-9aaa-43c8-821e-4607caca04e8\", \"9b0971cb-23ec-4f2b-a08b-db60f4fcdc58\", \"96fbb576-bbcb-49e2-8ab0-5d4aca31bf0d\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 5.5}}, {\"88378\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-15 00:22:05.000000+00:00\", \"2019-12-30 05:00:21.000000+00:00\"], \"session_ids\": [\"a2865280-0760-433e-9281-e65d4f55f5ed\", \"215eb8b2-1c2f-4568-a06b-9660966d50e7\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 3.818}}, {\"65685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-16 09:15:56.000000+00:00\", \"2021-11-16 06:17:06.000000+00:00\", \"2022-03-18 22:51:55.000000+00:00\"], \"session_ids\": [\"f2bf7be5-d778-464f-9d38-8c3911114cdb\", \"1ee87639-5758-43b3-a10b-e87a58fe870e\", \"f4be1e62-1932-48db-8508-56c3aba1ecd8\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.375}}, {\"75458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-10 07:33:43.000000+00:00\", \"2021-06-13 11:51:02.000000+00:00\"], \"session_ids\": [\"d1e24db8-5bf9-40fd-ab05-1304eafe0f41\", \"8712713f-d617-4abb-89f1-758a5c8e6b59\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.743}}, {\"16511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-01 03:04:41.000000+00:00\", \"2022-06-15 08:38:24.000000+00:00\"], \"session_ids\": [\"da99afd6-9ee1-48ca-a18c-6f211ed47a23\", \"15e779c9-d9b9-45f1-8744-f5928d4d3154\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"56644\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-22 11:07:37.000000+00:00\", \"2020-06-10 13:11:35.000000+00:00\", \"2021-10-04 08:28:57.000000+00:00\", \"2020-11-09 12:39:22.000000+00:00\"], \"session_ids\": [\"c0055e62-e28e-4f0d-8111-896621746953\", \"b8f478d5-02e6-46b1-8d73-10b40c046a5b\", \"1b1b078f-f959-486b-81e5-f3e0498ad331\", \"8be4be17-cad4-4a60-884c-030cdbe9d708\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.609}}, {\"5047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-18 21:40:01.000000+00:00\", \"2022-10-03 02:34:34.000000+00:00\", \"2019-05-22 23:27:47.000000+00:00\"], \"session_ids\": [\"8719ccf7-7b50-4a5b-a770-3b969d7034a3\", \"0e7d8577-0a13-4bf5-8925-bd2dd7264686\", \"80b5bcaa-421e-4fcd-915b-50d66bf410af\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.153}}, {\"7720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-07 17:23:29.000000+00:00\", \"2020-03-12 19:21:02.000000+00:00\", \"2020-05-14 21:58:19.000000+00:00\", \"2020-08-15 01:45:07.000000+00:00\", \"2020-01-03 03:56:09.000000+00:00\", \"2023-02-16 14:03:28.000000+00:00\", \"2023-01-02 00:29:05.000000+00:00\"], \"session_ids\": [\"0658acfc-9be8-4c3c-941d-36f1245e1f80\", \"08fda75e-84ba-4acb-894c-3b141aeed0ce\", \"17f110ea-cb7b-474b-a87c-a7102cca4b96\", \"2557441e-acce-47b8-8605-9c5bc1b338cf\", \"456cb0b2-f751-4ade-a705-d5613679e1d1\", \"2978db02-fcb5-4f79-a74f-8979f398de85\", \"e1193814-0ae0-4811-a9ef-64990ed62e0d\"], \"total_duration\": 6486.0, \"total_sessions\": 7, \"mean_week_duration\": 39.791}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-01 22:18:41.000000+00:00\", \"2020-05-30 00:21:06.000000+00:00\", \"2023-01-15 12:16:48.000000+00:00\"], \"session_ids\": [\"6e354681-6081-4126-a026-28df0862d8e0\", \"c1abe374-d68a-4d65-b8f5-ba39736ea9c4\", \"32ef2278-e3b6-4ae6-8ce9-f0ecdd64273d\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.557}}, {\"12813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-13 10:17:40.000000+00:00\", \"2020-10-17 12:26:30.000000+00:00\", \"2019-07-19 10:07:30.000000+00:00\"], \"session_ids\": [\"eea81c70-60d5-4abc-9339-c8e8eaf0d71a\", \"ec761fa5-50c3-4253-a9f9-d34d380b9583\", \"23566bf1-4671-42d0-a5b6-8f8173b95088\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}]\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[{\"54841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-01 22:18:41.000000+00:00\", \"2020-05-30 00:21:06.000000+00:00\", \"2023-01-15 12:16:48.000000+00:00\"], \"session_ids\": [\"6e354681-6081-4126-a026-28df0862d8e0\", \"c1abe374-d68a-4d65-b8f5-ba39736ea9c4\", \"32ef2278-e3b6-4ae6-8ce9-f0ecdd64273d\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.557}}, {\"12813\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-13 10:17:40.000000+00:00\", \"2020-10-17 12:26:30.000000+00:00\", \"2019-07-19 10:07:30.000000+00:00\"], \"session_ids\": [\"eea81c70-60d5-4abc-9339-c8e8eaf0d71a\", \"ec761fa5-50c3-4253-a9f9-d34d380b9583\", \"23566bf1-4671-42d0-a5b6-8f8173b95088\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}]\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 8 users pieces of information who have duration of sessions per week greater than 15 (not including) and less than 41 plus implement sorting by aver of time using the app per week form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27201\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-19 07:29:34.000000+00:00\", \"2019-08-14 21:14:58.000000+00:00\", \"2020-10-26 16:23:20.000000+00:00\"], \"session_ids\": [\"d1e67042-ab5c-41cb-abf1-70309e919d38\", \"e12d6d85-45f0-4a71-a42b-e921e8f7b675\", \"a42bbd42-1a83-424e-8a22-6e351cf56a3e\"], \"total_duration\": 135.0, \"total_sessions\": 3, \"mean_week_duration\": 0.854}, \"32327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-11 16:00:58.000000+00:00\", \"2019-11-17 19:18:14.000000+00:00\", \"2020-01-29 07:50:09.000000+00:00\", \"2020-07-08 00:30:44.000000+00:00\", \"2021-06-25 21:22:32.000000+00:00\"], \"session_ids\": [\"ec3445a8-b9d7-4c20-b1f8-11cd0921fcad\", \"dd9b3e5d-bca4-4254-ad5c-f652deaa9d7b\", \"ef085202-a066-48a2-bfb9-df0d5df439be\", \"1e79b5af-eb43-4a80-bde5-69e675312171\", \"86ce904e-85de-472f-a2e3-cfc3ce3a564a\"], \"total_duration\": 2617.0, \"total_sessions\": 5, \"mean_week_duration\": 18.301}, \"75714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-13 04:39:18.000000+00:00\", \"2021-06-11 12:12:12.000000+00:00\", \"2020-10-28 18:35:38.000000+00:00\"], \"session_ids\": [\"346a2fce-535e-45f0-a732-73afe8a1a8a7\", \"baa36b14-eda1-4279-829c-21dd9870f374\", \"2a3e0dbb-8d33-4086-a565-c67e71bfe83b\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 23.121}, \"72102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-08 08:06:00.000000+00:00\", \"2022-04-25 08:52:11.000000+00:00\", \"2021-07-07 05:06:38.000000+00:00\"], \"session_ids\": [\"a1aec1b8-2bfc-477a-b1b8-d332b5582d06\", \"1c8d4ee4-c8d7-4e43-ad33-49734587e4a2\", \"492b98a8-9911-4248-9886-f4c4822f9480\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.518}, \"76409\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-23 16:05:20.000000+00:00\", \"2019-07-09 18:16:58.000000+00:00\"], \"session_ids\": [\"513a5647-0954-4259-b9c9-907fc69b0115\", \"13a6f004-c112-4cdc-8674-27b65bf8ff51\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 53.571}, \"67987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-05-24 10:41:11.000000+00:00\", \"2020-12-30 19:02:30.000000+00:00\", \"2021-08-30 08:40:55.000000+00:00\", \"2022-03-01 11:25:42.000000+00:00\"], \"session_ids\": [\"0e7a0d54-1857-49c2-ad64-63e31ffa7228\", \"2641c2af-4ae3-4d9d-8abf-eb99982a3846\", \"6fc01529-4eae-4ff4-b687-7a3ae34e65e4\", \"a8b554c6-d0ac-4067-84c9-385e36f508a6\"], \"total_duration\": 824.0, \"total_sessions\": 4, \"mean_week_duration\": 11.288}, \"77409\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-24 18:32:37.000000+00:00\", \"2020-09-05 23:18:38.000000+00:00\", \"2020-03-21 11:01:36.000000+00:00\"], \"session_ids\": [\"e4cc35e1-1f38-4deb-ada3-9b18e2c7b42b\", \"0ef953a7-a961-4c85-84ed-eca0c13c26f6\", \"953004a4-505f-483c-b2fb-3df8cd04dbbc\"], \"total_duration\": 198.0, \"total_sessions\": 3, \"mean_week_duration\": 8.25}, \"96477\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-01 10:00:46.000000+00:00\", \"2019-03-29 06:42:38.000000+00:00\"], \"session_ids\": [\"a0c7dcb7-d833-4a6a-a5ae-b153f2a119ac\", \"77d88cb6-e657-4b8f-963b-9fdc1ac92580\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 3.935}, \"84850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-30 05:22:10.000000+00:00\", \"2020-05-14 00:42:14.000000+00:00\", \"2019-02-25 10:51:40.000000+00:00\"], \"session_ids\": [\"cc82a6c6-7d46-4c80-aa2f-13b1ff57cf4a\", \"d5f53189-8e41-4910-9ffd-13c410494d3a\", \"401e5d4b-4eb0-464e-af35-8e7a40d8845e\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.772}, \"17406\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-05-27 00:49:52.000000+00:00\", \"2021-08-16 08:17:32.000000+00:00\", \"2022-01-27 13:05:53.000000+00:00\"], \"session_ids\": [\"e11bd413-e077-457f-84a7-de92e12a7944\", \"f1e3b3aa-e316-48f9-a791-c4d1d59b8e2f\", \"0c74fb0d-e116-4cba-9fe4-e8b546417b24\"], \"total_duration\": 216.0, \"total_sessions\": 3, \"mean_week_duration\": 5.268}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 15 and are equal or less than 41" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[15, 41]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-11 16:00:58.000000+00:00\", \"2019-11-17 19:18:14.000000+00:00\", \"2020-01-29 07:50:09.000000+00:00\", \"2020-07-08 00:30:44.000000+00:00\", \"2021-06-25 21:22:32.000000+00:00\"], \"session_ids\": [\"ec3445a8-b9d7-4c20-b1f8-11cd0921fcad\", \"dd9b3e5d-bca4-4254-ad5c-f652deaa9d7b\", \"ef085202-a066-48a2-bfb9-df0d5df439be\", \"1e79b5af-eb43-4a80-bde5-69e675312171\", \"86ce904e-85de-472f-a2e3-cfc3ce3a564a\"], \"total_duration\": 2617.0, \"total_sessions\": 5, \"mean_week_duration\": 18.301}, \"75714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-13 04:39:18.000000+00:00\", \"2021-06-11 12:12:12.000000+00:00\", \"2020-10-28 18:35:38.000000+00:00\"], \"session_ids\": [\"346a2fce-535e-45f0-a732-73afe8a1a8a7\", \"baa36b14-eda1-4279-829c-21dd9870f374\", \"2a3e0dbb-8d33-4086-a565-c67e71bfe83b\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 23.121}}\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[{\"75714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-13 04:39:18.000000+00:00\", \"2021-06-11 12:12:12.000000+00:00\", \"2020-10-28 18:35:38.000000+00:00\"], \"session_ids\": [\"346a2fce-535e-45f0-a732-73afe8a1a8a7\", \"baa36b14-eda1-4279-829c-21dd9870f374\", \"2a3e0dbb-8d33-4086-a565-c67e71bfe83b\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 23.121}}, {\"32327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-11 16:00:58.000000+00:00\", \"2019-11-17 19:18:14.000000+00:00\", \"2020-01-29 07:50:09.000000+00:00\", \"2020-07-08 00:30:44.000000+00:00\", \"2021-06-25 21:22:32.000000+00:00\"], \"session_ids\": [\"ec3445a8-b9d7-4c20-b1f8-11cd0921fcad\", \"dd9b3e5d-bca4-4254-ad5c-f652deaa9d7b\", \"ef085202-a066-48a2-bfb9-df0d5df439be\", \"1e79b5af-eb43-4a80-bde5-69e675312171\", \"86ce904e-85de-472f-a2e3-cfc3ce3a564a\"], \"total_duration\": 2617.0, \"total_sessions\": 5, \"mean_week_duration\": 18.301}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-13 04:39:18.000000+00:00\", \"2021-06-11 12:12:12.000000+00:00\", \"2020-10-28 18:35:38.000000+00:00\"], \"session_ids\": [\"346a2fce-535e-45f0-a732-73afe8a1a8a7\", \"baa36b14-eda1-4279-829c-21dd9870f374\", \"2a3e0dbb-8d33-4086-a565-c67e71bfe83b\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 23.121}}, {\"32327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-11 16:00:58.000000+00:00\", \"2019-11-17 19:18:14.000000+00:00\", \"2020-01-29 07:50:09.000000+00:00\", \"2020-07-08 00:30:44.000000+00:00\", \"2021-06-25 21:22:32.000000+00:00\"], \"session_ids\": [\"ec3445a8-b9d7-4c20-b1f8-11cd0921fcad\", \"dd9b3e5d-bca4-4254-ad5c-f652deaa9d7b\", \"ef085202-a066-48a2-bfb9-df0d5df439be\", \"1e79b5af-eb43-4a80-bde5-69e675312171\", \"86ce904e-85de-472f-a2e3-cfc3ce3a564a\"], \"total_duration\": 2617.0, \"total_sessions\": 5, \"mean_week_duration\": 18.301}}]\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[{\"75714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-13 04:39:18.000000+00:00\", \"2021-06-11 12:12:12.000000+00:00\", \"2020-10-28 18:35:38.000000+00:00\"], \"session_ids\": [\"346a2fce-535e-45f0-a732-73afe8a1a8a7\", \"baa36b14-eda1-4279-829c-21dd9870f374\", \"2a3e0dbb-8d33-4086-a565-c67e71bfe83b\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 23.121}}, {\"32327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-11 16:00:58.000000+00:00\", \"2019-11-17 19:18:14.000000+00:00\", \"2020-01-29 07:50:09.000000+00:00\", \"2020-07-08 00:30:44.000000+00:00\", \"2021-06-25 21:22:32.000000+00:00\"], \"session_ids\": [\"ec3445a8-b9d7-4c20-b1f8-11cd0921fcad\", \"dd9b3e5d-bca4-4254-ad5c-f652deaa9d7b\", \"ef085202-a066-48a2-bfb9-df0d5df439be\", \"1e79b5af-eb43-4a80-bde5-69e675312171\", \"86ce904e-85de-472f-a2e3-cfc3ce3a564a\"], \"total_duration\": 2617.0, \"total_sessions\": 5, \"mean_week_duration\": 18.301}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 4 users who are at the peak of user rankings based on average_week_duration + do sorting by total amount of duration from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"4713\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-05 10:19:41.000000+00:00\", \"2021-09-03 16:31:02.000000+00:00\", \"2023-05-11 12:16:36.000000+00:00\"], \"session_ids\": [\"f5dfa6fd-91be-46b1-8d19-b6d03be91f46\", \"c7679cbf-baa8-401c-ac76-950288d92865\", \"b98b2656-96fc-48dd-a657-9487bad21744\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.943}, \"76653\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-06-03 19:38:37.000000+00:00\", \"2019-02-28 06:38:42.000000+00:00\"], \"session_ids\": [\"a205f4df-94ef-48b1-8593-ed17da69a6c2\", \"e36f46be-597c-4d78-82a8-15af5148bd56\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.585}, \"36765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-06 22:56:10.000000+00:00\", \"2023-02-05 06:10:16.000000+00:00\", \"2023-03-23 05:04:48.000000+00:00\"], \"session_ids\": [\"35f5f528-25e8-4fe9-b8db-a5f3209104d7\", \"db0f11d1-2e8d-44ee-8cfa-13d822a87ae5\", \"8fad7d14-d351-4e69-bab0-36412b4870e8\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}, \"57582\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-04-17 22:19:52.000000+00:00\", \"2019-09-01 15:02:18.000000+00:00\"], \"session_ids\": [\"e18035e0-f24c-455b-8052-860c2728f7f4\", \"349d5f13-50d4-4516-a95d-6d650e7106df\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 2.05}, \"11467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-01 10:37:26.000000+00:00\", \"2022-04-07 04:23:54.000000+00:00\"], \"session_ids\": [\"c4f3c555-06dc-483e-9610-e41018be539f\", \"8e32bdaa-3020-4555-a0b8-beb935f3c6d6\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 6.538}, \"55160\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 17:29:22.000000+00:00\", \"2021-05-14 19:14:54.000000+00:00\"], \"session_ids\": [\"4e9d284b-efca-409c-922d-0079121a8070\", \"efee7a4f-b075-4c91-b9be-3a99700a7172\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}, \"25634\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-12-28 02:04:52.000000+00:00\", \"2023-05-05 19:24:50.000000+00:00\", \"2019-03-18 15:43:17.000000+00:00\"], \"session_ids\": [\"bf00d6c0-881d-433b-970f-e2c00fdb40b9\", \"673d78f1-ad54-492b-ab5d-99790bb00fb2\", \"9c5e736a-0b18-4742-9db4-8664a6ddefda\"], \"total_duration\": 276.0, \"total_sessions\": 3, \"mean_week_duration\": 1.278}, \"85689\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-14 16:59:28.000000+00:00\", \"2019-04-18 23:24:03.000000+00:00\"], \"session_ids\": [\"42da196c-282a-466d-9e4f-94ee736bafda\", \"1fb5464f-4bdd-4682-be56-d7c7bdfb2831\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 2.777}, \"84798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-13 13:11:52.000000+00:00\", \"2022-04-12 01:02:51.000000+00:00\", \"2023-02-14 11:41:58.000000+00:00\"], \"session_ids\": [\"04306841-0489-4987-ba21-2a38b7ac67f0\", \"6ebdb4a3-b4ea-45c0-a3d4-61ba135baa96\", \"a9f76611-8a03-4aa3-9fc0-429c11586d90\"], \"total_duration\": 731.0, \"total_sessions\": 3, \"mean_week_duration\": 4.404}, \"6390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-27 03:22:09.000000+00:00\", \"2021-07-25 03:20:00.000000+00:00\"], \"session_ids\": [\"33b7321f-b53e-4d75-a0ae-efa2ac1cb3b6\", \"cd2633c8-2f67-433d-a719-3a01bd6da45b\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 3.081}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest 4 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55160\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 17:29:22.000000+00:00\", \"2021-05-14 19:14:54.000000+00:00\"], \"session_ids\": [\"4e9d284b-efca-409c-922d-0079121a8070\", \"efee7a4f-b075-4c91-b9be-3a99700a7172\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}}, {\"36765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-06 22:56:10.000000+00:00\", \"2023-02-05 06:10:16.000000+00:00\", \"2023-03-23 05:04:48.000000+00:00\"], \"session_ids\": [\"35f5f528-25e8-4fe9-b8db-a5f3209104d7\", \"db0f11d1-2e8d-44ee-8cfa-13d822a87ae5\", \"8fad7d14-d351-4e69-bab0-36412b4870e8\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}}, {\"11467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-01 10:37:26.000000+00:00\", \"2022-04-07 04:23:54.000000+00:00\"], \"session_ids\": [\"c4f3c555-06dc-483e-9610-e41018be539f\", \"8e32bdaa-3020-4555-a0b8-beb935f3c6d6\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 6.538}}, {\"84798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-13 13:11:52.000000+00:00\", \"2022-04-12 01:02:51.000000+00:00\", \"2023-02-14 11:41:58.000000+00:00\"], \"session_ids\": [\"04306841-0489-4987-ba21-2a38b7ac67f0\", \"6ebdb4a3-b4ea-45c0-a3d4-61ba135baa96\", \"a9f76611-8a03-4aa3-9fc0-429c11586d90\"], \"total_duration\": 731.0, \"total_sessions\": 3, \"mean_week_duration\": 4.404}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55160\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 17:29:22.000000+00:00\", \"2021-05-14 19:14:54.000000+00:00\"], \"session_ids\": [\"4e9d284b-efca-409c-922d-0079121a8070\", \"efee7a4f-b075-4c91-b9be-3a99700a7172\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}}, {\"11467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-01 10:37:26.000000+00:00\", \"2022-04-07 04:23:54.000000+00:00\"], \"session_ids\": [\"c4f3c555-06dc-483e-9610-e41018be539f\", \"8e32bdaa-3020-4555-a0b8-beb935f3c6d6\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 6.538}}, {\"36765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-06 22:56:10.000000+00:00\", \"2023-02-05 06:10:16.000000+00:00\", \"2023-03-23 05:04:48.000000+00:00\"], \"session_ids\": [\"35f5f528-25e8-4fe9-b8db-a5f3209104d7\", \"db0f11d1-2e8d-44ee-8cfa-13d822a87ae5\", \"8fad7d14-d351-4e69-bab0-36412b4870e8\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}}, {\"84798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-13 13:11:52.000000+00:00\", \"2022-04-12 01:02:51.000000+00:00\", \"2023-02-14 11:41:58.000000+00:00\"], \"session_ids\": [\"04306841-0489-4987-ba21-2a38b7ac67f0\", \"6ebdb4a3-b4ea-45c0-a3d4-61ba135baa96\", \"a9f76611-8a03-4aa3-9fc0-429c11586d90\"], \"total_duration\": 731.0, \"total_sessions\": 3, \"mean_week_duration\": 4.404}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55160\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 17:29:22.000000+00:00\", \"2021-05-14 19:14:54.000000+00:00\"], \"session_ids\": [\"4e9d284b-efca-409c-922d-0079121a8070\", \"efee7a4f-b075-4c91-b9be-3a99700a7172\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}}, {\"11467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-01 10:37:26.000000+00:00\", \"2022-04-07 04:23:54.000000+00:00\"], \"session_ids\": [\"c4f3c555-06dc-483e-9610-e41018be539f\", \"8e32bdaa-3020-4555-a0b8-beb935f3c6d6\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 6.538}}, {\"36765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-06 22:56:10.000000+00:00\", \"2023-02-05 06:10:16.000000+00:00\", \"2023-03-23 05:04:48.000000+00:00\"], \"session_ids\": [\"35f5f528-25e8-4fe9-b8db-a5f3209104d7\", \"db0f11d1-2e8d-44ee-8cfa-13d822a87ae5\", \"8fad7d14-d351-4e69-bab0-36412b4870e8\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}}, {\"84798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-13 13:11:52.000000+00:00\", \"2022-04-12 01:02:51.000000+00:00\", \"2023-02-14 11:41:58.000000+00:00\"], \"session_ids\": [\"04306841-0489-4987-ba21-2a38b7ac67f0\", \"6ebdb4a3-b4ea-45c0-a3d4-61ba135baa96\", \"a9f76611-8a03-4aa3-9fc0-429c11586d90\"], \"total_duration\": 731.0, \"total_sessions\": 3, \"mean_week_duration\": 4.404}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55160\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 17:29:22.000000+00:00\", \"2021-05-14 19:14:54.000000+00:00\"], \"session_ids\": [\"4e9d284b-efca-409c-922d-0079121a8070\", \"efee7a4f-b075-4c91-b9be-3a99700a7172\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}}, {\"11467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-01 10:37:26.000000+00:00\", \"2022-04-07 04:23:54.000000+00:00\"], \"session_ids\": [\"c4f3c555-06dc-483e-9610-e41018be539f\", \"8e32bdaa-3020-4555-a0b8-beb935f3c6d6\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 6.538}}, {\"36765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-06 22:56:10.000000+00:00\", \"2023-02-05 06:10:16.000000+00:00\", \"2023-03-23 05:04:48.000000+00:00\"], \"session_ids\": [\"35f5f528-25e8-4fe9-b8db-a5f3209104d7\", \"db0f11d1-2e8d-44ee-8cfa-13d822a87ae5\", \"8fad7d14-d351-4e69-bab0-36412b4870e8\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}}, {\"84798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-13 13:11:52.000000+00:00\", \"2022-04-12 01:02:51.000000+00:00\", \"2023-02-14 11:41:58.000000+00:00\"], \"session_ids\": [\"04306841-0489-4987-ba21-2a38b7ac67f0\", \"6ebdb4a3-b4ea-45c0-a3d4-61ba135baa96\", \"a9f76611-8a03-4aa3-9fc0-429c11586d90\"], \"total_duration\": 731.0, \"total_sessions\": 3, \"mean_week_duration\": 4.404}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me user whose sum of duration of sessions per week is exactly 18 , moreover sort by town center name in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19770\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-26 06:58:39.000000+00:00\", \"2021-11-08 09:13:42.000000+00:00\", \"2022-12-01 12:15:59.000000+00:00\", \"2019-11-06 20:55:40.000000+00:00\"], \"session_ids\": [\"0ad0e6e6-5036-415b-928a-efdc6130d65f\", \"f57233d3-1e3e-4adf-b45e-35d6e78b1887\", \"e20cc685-d56a-466c-8157-5e938c6ff4ab\", \"ebea3c7d-e2b2-4a3d-8ffa-f8c38b415190\"], \"total_duration\": 221.0, \"total_sessions\": 4, \"mean_week_duration\": 1.315}, \"46643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-18 11:32:13.000000+00:00\", \"2022-07-26 00:46:13.000000+00:00\", \"2022-03-24 22:00:30.000000+00:00\"], \"session_ids\": [\"2acf57c4-f798-4db6-bdee-fc42a1d3f8a7\", \"84b7e7ca-6724-4ebd-8eb9-4b72cbb57da3\", \"07b9edf7-8c94-4edd-9823-014faee8b15f\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.184}, \"21161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-01-30 20:55:00.000000+00:00\", \"2020-02-20 08:00:00.000000+00:00\", \"2021-05-15 14:52:47.000000+00:00\"], \"session_ids\": [\"57b70afa-4c49-4916-8502-355b4fdc31fd\", \"d44dd21c-6a17-4f05-8590-d7fad44e1d26\", \"9d1199c5-e732-4a65-a0e0-442f58595f0c\"], \"total_duration\": 370.0, \"total_sessions\": 3, \"mean_week_duration\": 2.403}, \"64603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-02-09 03:31:44.000000+00:00\", \"2020-09-12 14:40:48.000000+00:00\", \"2020-06-16 16:49:42.000000+00:00\"], \"session_ids\": [\"b88f0df8-814d-489d-b7d2-f7d56a84cc12\", \"de9c132f-ee42-42a9-b86d-791203351d56\", \"ca95cc8a-1cf4-48b8-aa24-1ce7a080e623\"], \"total_duration\": 293.0, \"total_sessions\": 3, \"mean_week_duration\": 3.407}, \"74208\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-01 23:09:11.000000+00:00\", \"2021-10-29 12:09:46.000000+00:00\", \"2020-02-16 14:24:58.000000+00:00\", \"2023-03-13 08:55:42.000000+00:00\"], \"session_ids\": [\"91e39d75-6778-4e6b-b54a-daf820f5ffad\", \"8ed0eff3-d2de-4ad2-983e-95491411ba23\", \"6a9964fa-5838-41b8-9648-651ed68cad11\", \"5074aac6-6090-4177-88bd-4545268cf9c3\"], \"total_duration\": 665.0, \"total_sessions\": 4, \"mean_week_duration\": 4.156}, \"83930\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-06-17 14:09:02.000000+00:00\", \"2019-02-05 11:44:07.000000+00:00\"], \"session_ids\": [\"f4ba0827-e6fd-4e0d-9619-8a16bb9b209a\", \"3eb7fb9c-d451-4268-9a2b-c9bdf1b96fb5\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 15.316}, \"76753\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-04 10:03:30.000000+00:00\", \"2022-09-14 08:25:36.000000+00:00\", \"2021-02-16 06:01:04.000000+00:00\", \"2020-07-09 06:47:37.000000+00:00\", \"2021-05-29 12:20:51.000000+00:00\", \"2020-05-21 18:24:12.000000+00:00\"], \"session_ids\": [\"861d5b06-d8e8-4b58-ad00-b6ed93b62b7b\", \"f3d55ede-6dbd-4bbd-980f-c3229cc70060\", \"b7f4b62a-4426-457a-8152-18b545f3cbc2\", \"61e1104c-8a49-4f51-b409-c6d2842f7889\", \"727b2432-aef1-446e-a9bd-79f72f9af1bc\", \"22a11980-6b35-4a1e-ad92-88ba225165a4\"], \"total_duration\": 316.0, \"total_sessions\": 6, \"mean_week_duration\": 2.225}, \"71229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-06 15:37:19.000000+00:00\", \"2021-04-25 11:12:02.000000+00:00\", \"2022-02-16 20:46:48.000000+00:00\", \"2019-08-18 21:28:26.000000+00:00\", \"2020-03-12 00:50:03.000000+00:00\", \"2022-12-07 20:29:42.000000+00:00\", \"2019-10-01 17:09:56.000000+00:00\"], \"session_ids\": [\"b7972f31-8a12-4a9c-a3bd-8bce78123596\", \"503e7bf1-0526-4c3a-9270-2f19564bc2c0\", \"202314c8-27bd-4043-9b76-5d541e5d6e28\", \"0e677613-26f8-4d56-9c1a-81992fdbf803\", \"1a2e94db-db2e-426f-afb6-1dd34cfd62e4\", \"3fee2a25-e685-46be-9ad2-a665eb1a9b84\", \"64c7163f-00b9-4265-83fa-4843358f6852\"], \"total_duration\": 159.0, \"total_sessions\": 7, \"mean_week_duration\": 0.898}, \"51815\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-12-07 12:45:03.000000+00:00\", \"2022-01-28 15:56:10.000000+00:00\", \"2019-11-04 15:39:04.000000+00:00\"], \"session_ids\": [\"57132a50-4f8e-41b4-bcd8-e26460ef43de\", \"29a9f7c3-1702-498a-b439-732c805ce9f5\", \"2fb2f2c8-d871-411c-9a80-0a561a928bc8\"], \"total_duration\": 349.0, \"total_sessions\": 3, \"mean_week_duration\": 2.983}, \"84469\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-12-19 01:38:22.000000+00:00\", \"2019-06-25 12:44:17.000000+00:00\"], \"session_ids\": [\"fac94025-b28e-465d-9d56-c027cda90e5b\", \"34d4c3ac-d8e7-4c21-bfaf-42b7606714df\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are 18" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 26]]}}}\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": "I'm interested in learning about 6 users whose overall total duration is smaller than 680 (not including) , moreover execute sorting by sessions count form the highest value to the lowest value + display me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-03-10 13:39:04.000000+00:00\", \"2020-05-06 07:31:17.000000+00:00\", \"2023-02-02 02:10:20.000000+00:00\", \"2021-09-03 03:28:18.000000+00:00\"], \"session_ids\": [\"4e7b6d72-5df2-48d0-9363-c3b65dbb4f5c\", \"13e658f3-a440-4837-a630-8cb8d9f495ff\", \"65ca6613-0258-4603-8946-901ffc60b561\", \"257fd921-c302-40c3-bf90-f54a9f1c08ef\"], \"total_duration\": 228.0, \"total_sessions\": 4, \"mean_week_duration\": 1.53}, \"97604\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-09 15:25:09.000000+00:00\", \"2019-07-09 05:21:50.000000+00:00\"], \"session_ids\": [\"5d94729e-ed44-4555-91ff-1fd4badf3d9f\", \"7242ae59-2144-4d8a-a869-cc53c77df96a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}, \"23879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-12 14:22:44.000000+00:00\", \"2020-06-01 07:41:16.000000+00:00\"], \"session_ids\": [\"49968bb1-817b-40bf-9eeb-168cef8d61e9\", \"a4a563c3-a917-4128-9ec4-a0f69b50d120\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.508}, \"5774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-24 14:33:03.000000+00:00\", \"2019-03-24 18:32:34.000000+00:00\"], \"session_ids\": [\"1ca19431-f03a-4243-a948-889632b4eb50\", \"4eea8b32-5e9a-4efe-9fa2-54b37526053c\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"83366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-24 13:48:52.000000+00:00\", \"2021-06-06 04:14:01.000000+00:00\", \"2021-06-07 18:25:46.000000+00:00\", \"2022-04-12 17:52:59.000000+00:00\", \"2019-07-25 14:10:32.000000+00:00\", \"2021-11-29 22:56:12.000000+00:00\", \"2022-02-23 23:59:50.000000+00:00\", \"2021-01-03 04:23:00.000000+00:00\", \"2020-12-09 17:35:43.000000+00:00\"], \"session_ids\": [\"fd516761-9e27-46a5-abb9-6aa600ed0e58\", \"db102d6e-f4ad-4597-8bb5-ac9177cacfd2\", \"7bd5e31d-b477-4be1-93fb-17287828b75c\", \"de164ea3-54de-487c-9372-bd7f495d2d0e\", \"8d541e5d-11ee-4b6e-8024-2ee47b9e0d7d\", \"09b473f5-a8d6-4d59-8d76-9381832643d6\", \"c726cc97-198f-4850-a750-dd22af162523\", \"24222bea-78a5-41be-9ffa-143653b2c2db\", \"e932ada7-ddad-4d02-a7f0-0e103f3cca18\"], \"total_duration\": 9414.0, \"total_sessions\": 9, \"mean_week_duration\": 48.031}, \"10336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-19 14:24:04.000000+00:00\", \"2020-06-12 07:46:24.000000+00:00\"], \"session_ids\": [\"5ee75097-d05f-4b52-98f0-8f6ab9e5b809\", \"2553eaf9-e1bb-4120-96ca-d41e209e216b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.19}, \"92174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-04 19:46:42.000000+00:00\", \"2021-02-07 23:16:48.000000+00:00\", \"2023-02-14 02:47:02.000000+00:00\"], \"session_ids\": [\"3a8c1921-80ca-497f-bd13-9c6a34512172\", \"3b338255-a258-47ae-8ece-16d544afcdb3\", \"d2bc2e84-a229-49f9-b6b5-7e13d2d16c34\"], \"total_duration\": 899.0, \"total_sessions\": 3, \"mean_week_duration\": 8.481}, \"2814\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-12 14:58:02.000000+00:00\", \"2021-10-10 02:56:45.000000+00:00\", \"2020-02-29 12:41:21.000000+00:00\", \"2019-04-01 10:47:34.000000+00:00\", \"2020-09-20 12:45:26.000000+00:00\"], \"session_ids\": [\"92f48fd7-3f1d-43e7-bfb4-afece9699a78\", \"84339408-ede2-4f36-98a9-078b42d7978e\", \"ed07bc7c-d171-4f95-9748-d16c38a49ce4\", \"aa7b5b7f-9094-4fe3-9571-cda348bad12c\", \"2ea62b61-a8fa-4510-854b-7ebb2d2d9b24\"], \"total_duration\": 3921.0, \"total_sessions\": 5, \"mean_week_duration\": 29.705}, \"37360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-20 08:01:11.000000+00:00\", \"2023-05-03 11:32:41.000000+00:00\"], \"session_ids\": [\"e9205b65-5a2e-4742-ba4c-1da2a8e3a9bb\", \"27879d7a-b617-436e-b16f-f55c5c1f80e2\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 2.135}, \"20329\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-25 02:20:53.000000+00:00\", \"2019-07-03 01:57:39.000000+00:00\"], \"session_ids\": [\"c8d44c8a-3858-42fc-b891-2ec55af2a85a\", \"fa8b762a-bb82-44e0-9ce7-e0d0c6ca79e0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 680" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[680, 4487]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-03-10 13:39:04.000000+00:00\", \"2020-05-06 07:31:17.000000+00:00\", \"2023-02-02 02:10:20.000000+00:00\", \"2021-09-03 03:28:18.000000+00:00\"], \"session_ids\": [\"4e7b6d72-5df2-48d0-9363-c3b65dbb4f5c\", \"13e658f3-a440-4837-a630-8cb8d9f495ff\", \"65ca6613-0258-4603-8946-901ffc60b561\", \"257fd921-c302-40c3-bf90-f54a9f1c08ef\"], \"total_duration\": 228.0, \"total_sessions\": 4, \"mean_week_duration\": 1.53}, \"97604\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-09 15:25:09.000000+00:00\", \"2019-07-09 05:21:50.000000+00:00\"], \"session_ids\": [\"5d94729e-ed44-4555-91ff-1fd4badf3d9f\", \"7242ae59-2144-4d8a-a869-cc53c77df96a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}, \"23879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-12 14:22:44.000000+00:00\", \"2020-06-01 07:41:16.000000+00:00\"], \"session_ids\": [\"49968bb1-817b-40bf-9eeb-168cef8d61e9\", \"a4a563c3-a917-4128-9ec4-a0f69b50d120\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.508}, \"5774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-24 14:33:03.000000+00:00\", \"2019-03-24 18:32:34.000000+00:00\"], \"session_ids\": [\"1ca19431-f03a-4243-a948-889632b4eb50\", \"4eea8b32-5e9a-4efe-9fa2-54b37526053c\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"10336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-19 14:24:04.000000+00:00\", \"2020-06-12 07:46:24.000000+00:00\"], \"session_ids\": [\"5ee75097-d05f-4b52-98f0-8f6ab9e5b809\", \"2553eaf9-e1bb-4120-96ca-d41e209e216b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.19}, \"37360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-20 08:01:11.000000+00:00\", \"2023-05-03 11:32:41.000000+00:00\"], \"session_ids\": [\"e9205b65-5a2e-4742-ba4c-1da2a8e3a9bb\", \"27879d7a-b617-436e-b16f-f55c5c1f80e2\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 2.135}, \"20329\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-25 02:20:53.000000+00:00\", \"2019-07-03 01:57:39.000000+00:00\"], \"session_ids\": [\"c8d44c8a-3858-42fc-b891-2ec55af2a85a\", \"fa8b762a-bb82-44e0-9ce7-e0d0c6ca79e0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-03-10 13:39:04.000000+00:00\", \"2020-05-06 07:31:17.000000+00:00\", \"2023-02-02 02:10:20.000000+00:00\", \"2021-09-03 03:28:18.000000+00:00\"], \"session_ids\": [\"4e7b6d72-5df2-48d0-9363-c3b65dbb4f5c\", \"13e658f3-a440-4837-a630-8cb8d9f495ff\", \"65ca6613-0258-4603-8946-901ffc60b561\", \"257fd921-c302-40c3-bf90-f54a9f1c08ef\"], \"total_duration\": 228.0, \"total_sessions\": 4, \"mean_week_duration\": 1.53}}, {\"97604\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-09 15:25:09.000000+00:00\", \"2019-07-09 05:21:50.000000+00:00\"], \"session_ids\": [\"5d94729e-ed44-4555-91ff-1fd4badf3d9f\", \"7242ae59-2144-4d8a-a869-cc53c77df96a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}}, {\"23879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-12 14:22:44.000000+00:00\", \"2020-06-01 07:41:16.000000+00:00\"], \"session_ids\": [\"49968bb1-817b-40bf-9eeb-168cef8d61e9\", \"a4a563c3-a917-4128-9ec4-a0f69b50d120\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.508}}, {\"5774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-24 14:33:03.000000+00:00\", \"2019-03-24 18:32:34.000000+00:00\"], \"session_ids\": [\"1ca19431-f03a-4243-a948-889632b4eb50\", \"4eea8b32-5e9a-4efe-9fa2-54b37526053c\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"10336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-19 14:24:04.000000+00:00\", \"2020-06-12 07:46:24.000000+00:00\"], \"session_ids\": [\"5ee75097-d05f-4b52-98f0-8f6ab9e5b809\", \"2553eaf9-e1bb-4120-96ca-d41e209e216b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.19}}, {\"37360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-20 08:01:11.000000+00:00\", \"2023-05-03 11:32:41.000000+00:00\"], \"session_ids\": [\"e9205b65-5a2e-4742-ba4c-1da2a8e3a9bb\", \"27879d7a-b617-436e-b16f-f55c5c1f80e2\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 2.135}}, {\"20329\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-25 02:20:53.000000+00:00\", \"2019-07-03 01:57:39.000000+00:00\"], \"session_ids\": [\"c8d44c8a-3858-42fc-b891-2ec55af2a85a\", \"fa8b762a-bb82-44e0-9ce7-e0d0c6ca79e0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}}]\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[{\"19304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-03-10 13:39:04.000000+00:00\", \"2020-05-06 07:31:17.000000+00:00\", \"2023-02-02 02:10:20.000000+00:00\", \"2021-09-03 03:28:18.000000+00:00\"], \"session_ids\": [\"4e7b6d72-5df2-48d0-9363-c3b65dbb4f5c\", \"13e658f3-a440-4837-a630-8cb8d9f495ff\", \"65ca6613-0258-4603-8946-901ffc60b561\", \"257fd921-c302-40c3-bf90-f54a9f1c08ef\"], \"total_duration\": 228.0, \"total_sessions\": 4, \"mean_week_duration\": 1.53}}, {\"97604\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-09 15:25:09.000000+00:00\", \"2019-07-09 05:21:50.000000+00:00\"], \"session_ids\": [\"5d94729e-ed44-4555-91ff-1fd4badf3d9f\", \"7242ae59-2144-4d8a-a869-cc53c77df96a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}}]\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[{\"19304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-03-10 13:39:04.000000+00:00\", \"2020-05-06 07:31:17.000000+00:00\", \"2023-02-02 02:10:20.000000+00:00\", \"2021-09-03 03:28:18.000000+00:00\"], \"session_ids\": [\"4e7b6d72-5df2-48d0-9363-c3b65dbb4f5c\", \"13e658f3-a440-4837-a630-8cb8d9f495ff\", \"65ca6613-0258-4603-8946-901ffc60b561\", \"257fd921-c302-40c3-bf90-f54a9f1c08ef\"], \"total_duration\": 228.0, \"total_sessions\": 4, \"mean_week_duration\": 1.53}}, {\"97604\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-09 15:25:09.000000+00:00\", \"2019-07-09 05:21:50.000000+00:00\"], \"session_ids\": [\"5d94729e-ed44-4555-91ff-1fd4badf3d9f\", \"7242ae59-2144-4d8a-a869-cc53c77df96a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}}]\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 7 users with a total time using the app that is higher than 120 and lower than 4679 , moreover carry out sorting by sessions count asc , and provide me only with 4 pieces of data." } ]
[ { "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{\"14746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-17 07:07:13.000000+00:00\", \"2022-11-02 12:38:19.000000+00:00\", \"2020-12-12 22:05:43.000000+00:00\", \"2019-06-02 04:55:24.000000+00:00\", \"2021-10-29 09:03:39.000000+00:00\", \"2020-03-27 20:13:07.000000+00:00\", \"2021-04-05 01:39:30.000000+00:00\", \"2020-11-17 01:15:21.000000+00:00\", \"2021-10-08 18:55:14.000000+00:00\"], \"session_ids\": [\"61a6f2f7-2923-4523-9442-9db2ed9f991c\", \"8a063df1-6825-4320-9520-1c3c0c8e0537\", \"0ed69f4b-2dc5-4ed2-8314-d94b1b0f7abd\", \"689d6765-5d27-47a8-ab5b-e4cd4708815c\", \"68202072-7797-40a6-b376-cd68ec490e13\", \"545c6f7b-9a7e-4d06-b6f5-fa5a6f31a5a0\", \"418e0382-f5d7-42d7-b929-f35936a0a36e\", \"08bdb637-d049-42d0-946e-8924235359e9\", \"09d38d40-55cb-4a86-847f-01264913bf56\"], \"total_duration\": 1981.0, \"total_sessions\": 9, \"mean_week_duration\": 11.067}, \"98015\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-27 23:50:59.000000+00:00\", \"2021-03-15 11:50:05.000000+00:00\", \"2020-04-25 05:18:33.000000+00:00\", \"2022-08-07 08:20:59.000000+00:00\", \"2020-04-04 08:29:30.000000+00:00\"], \"session_ids\": [\"4f32ccf5-8508-40d5-b973-851761c72dad\", \"ba091df9-d57b-49b1-97a6-c681f353ea26\", \"273ccc70-bd3b-4cd7-aae9-17b75b3cd1e7\", \"b04a4036-5d5e-43ce-8ea3-7110d5bb44d1\", \"883cf728-c120-4e49-94cc-cbb577531abd\"], \"total_duration\": 3185.0, \"total_sessions\": 5, \"mean_week_duration\": 20.954}, \"65550\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-01 18:46:57.000000+00:00\", \"2023-01-24 17:54:20.000000+00:00\"], \"session_ids\": [\"d18effe8-92c4-4ce1-bbf5-6598d51ef3b8\", \"2b3daf95-c51f-4895-9ea7-4d4c12933916\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.794}, \"26351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-04 23:13:22.000000+00:00\", \"2021-07-20 22:22:34.000000+00:00\", \"2022-07-12 13:49:07.000000+00:00\", \"2020-11-09 02:18:14.000000+00:00\", \"2021-09-02 01:17:48.000000+00:00\", \"2020-01-20 09:20:42.000000+00:00\"], \"session_ids\": [\"b02d5a5c-eb35-4762-a7d6-d07cc097b5ff\", \"f8a18fc2-90e0-4de7-a9a8-2ed9002bcc6e\", \"30334e8d-636f-4f40-bc92-9270c17eaa0c\", \"f27c8b5b-1826-4cbf-b727-5c4161324ea1\", \"0a056931-beb9-4214-b9eb-aa04fc8fb1f8\", \"5b459468-3b7b-4446-b0e8-c41a314ed2d9\"], \"total_duration\": 3832.0, \"total_sessions\": 6, \"mean_week_duration\": 29.477}, \"99520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-31 02:36:20.000000+00:00\", \"2022-02-28 03:01:13.000000+00:00\"], \"session_ids\": [\"bb0593f2-0318-4073-92bc-9bf0da206fc7\", \"33604ae8-6588-4d54-95b8-5604c26fa4ec\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}, \"28943\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-05 13:44:15.000000+00:00\", \"2020-03-11 11:20:55.000000+00:00\", \"2022-08-30 10:07:25.000000+00:00\", \"2020-03-28 16:34:35.000000+00:00\"], \"session_ids\": [\"b24a2882-ead7-435e-b6f3-1b617922992a\", \"96b82d14-a584-4ed7-bf9e-13b56a0d570d\", \"97886e0d-0f61-44a2-beae-138154614564\", \"c8439141-dfac-4b17-b2c6-8aea08c2b856\"], \"total_duration\": 482.0, \"total_sessions\": 4, \"mean_week_duration\": 3.371}, \"81144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:03:29.000000+00:00\", \"2020-06-29 21:31:54.000000+00:00\"], \"session_ids\": [\"58d0ebb6-a59b-49f7-9f45-965566501f52\", \"36e1de65-cb4a-4324-86dd-697feb51acd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.458}, \"1325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-28 12:35:29.000000+00:00\", \"2019-05-15 04:46:57.000000+00:00\", \"2021-09-04 14:50:54.000000+00:00\"], \"session_ids\": [\"4cd3b38f-1974-454a-994b-44f9bfaa7bba\", \"7d83b29e-6e6c-4b41-a15c-6b126db3ff59\", \"57ed94a3-c1b1-4e1e-a6d8-f192ce50e44b\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 6.215}, \"33826\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-21 14:23:44.000000+00:00\", \"2021-12-23 16:01:19.000000+00:00\"], \"session_ids\": [\"fdcb6a16-7de6-4ce2-8922-bd21e7d5eef9\", \"b851e690-7920-45d1-a46b-a901b7e31a35\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 2.25}, \"20940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-16 22:34:30.000000+00:00\", \"2020-02-04 09:23:58.000000+00:00\"], \"session_ids\": [\"cc056daf-d8d6-49ae-a854-e6c3606c241e\", \"789c5c57-c1bd-46a8-bde4-4cb5ccdad64f\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.595}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 120 and are equal or less than 4679" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[120, 4679]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-17 07:07:13.000000+00:00\", \"2022-11-02 12:38:19.000000+00:00\", \"2020-12-12 22:05:43.000000+00:00\", \"2019-06-02 04:55:24.000000+00:00\", \"2021-10-29 09:03:39.000000+00:00\", \"2020-03-27 20:13:07.000000+00:00\", \"2021-04-05 01:39:30.000000+00:00\", \"2020-11-17 01:15:21.000000+00:00\", \"2021-10-08 18:55:14.000000+00:00\"], \"session_ids\": [\"61a6f2f7-2923-4523-9442-9db2ed9f991c\", \"8a063df1-6825-4320-9520-1c3c0c8e0537\", \"0ed69f4b-2dc5-4ed2-8314-d94b1b0f7abd\", \"689d6765-5d27-47a8-ab5b-e4cd4708815c\", \"68202072-7797-40a6-b376-cd68ec490e13\", \"545c6f7b-9a7e-4d06-b6f5-fa5a6f31a5a0\", \"418e0382-f5d7-42d7-b929-f35936a0a36e\", \"08bdb637-d049-42d0-946e-8924235359e9\", \"09d38d40-55cb-4a86-847f-01264913bf56\"], \"total_duration\": 1981.0, \"total_sessions\": 9, \"mean_week_duration\": 11.067}, \"98015\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-27 23:50:59.000000+00:00\", \"2021-03-15 11:50:05.000000+00:00\", \"2020-04-25 05:18:33.000000+00:00\", \"2022-08-07 08:20:59.000000+00:00\", \"2020-04-04 08:29:30.000000+00:00\"], \"session_ids\": [\"4f32ccf5-8508-40d5-b973-851761c72dad\", \"ba091df9-d57b-49b1-97a6-c681f353ea26\", \"273ccc70-bd3b-4cd7-aae9-17b75b3cd1e7\", \"b04a4036-5d5e-43ce-8ea3-7110d5bb44d1\", \"883cf728-c120-4e49-94cc-cbb577531abd\"], \"total_duration\": 3185.0, \"total_sessions\": 5, \"mean_week_duration\": 20.954}, \"65550\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-01 18:46:57.000000+00:00\", \"2023-01-24 17:54:20.000000+00:00\"], \"session_ids\": [\"d18effe8-92c4-4ce1-bbf5-6598d51ef3b8\", \"2b3daf95-c51f-4895-9ea7-4d4c12933916\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.794}, \"26351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-04 23:13:22.000000+00:00\", \"2021-07-20 22:22:34.000000+00:00\", \"2022-07-12 13:49:07.000000+00:00\", \"2020-11-09 02:18:14.000000+00:00\", \"2021-09-02 01:17:48.000000+00:00\", \"2020-01-20 09:20:42.000000+00:00\"], \"session_ids\": [\"b02d5a5c-eb35-4762-a7d6-d07cc097b5ff\", \"f8a18fc2-90e0-4de7-a9a8-2ed9002bcc6e\", \"30334e8d-636f-4f40-bc92-9270c17eaa0c\", \"f27c8b5b-1826-4cbf-b727-5c4161324ea1\", \"0a056931-beb9-4214-b9eb-aa04fc8fb1f8\", \"5b459468-3b7b-4446-b0e8-c41a314ed2d9\"], \"total_duration\": 3832.0, \"total_sessions\": 6, \"mean_week_duration\": 29.477}, \"99520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-31 02:36:20.000000+00:00\", \"2022-02-28 03:01:13.000000+00:00\"], \"session_ids\": [\"bb0593f2-0318-4073-92bc-9bf0da206fc7\", \"33604ae8-6588-4d54-95b8-5604c26fa4ec\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}, \"28943\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-05 13:44:15.000000+00:00\", \"2020-03-11 11:20:55.000000+00:00\", \"2022-08-30 10:07:25.000000+00:00\", \"2020-03-28 16:34:35.000000+00:00\"], \"session_ids\": [\"b24a2882-ead7-435e-b6f3-1b617922992a\", \"96b82d14-a584-4ed7-bf9e-13b56a0d570d\", \"97886e0d-0f61-44a2-beae-138154614564\", \"c8439141-dfac-4b17-b2c6-8aea08c2b856\"], \"total_duration\": 482.0, \"total_sessions\": 4, \"mean_week_duration\": 3.371}, \"81144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:03:29.000000+00:00\", \"2020-06-29 21:31:54.000000+00:00\"], \"session_ids\": [\"58d0ebb6-a59b-49f7-9f45-965566501f52\", \"36e1de65-cb4a-4324-86dd-697feb51acd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.458}, \"1325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-28 12:35:29.000000+00:00\", \"2019-05-15 04:46:57.000000+00:00\", \"2021-09-04 14:50:54.000000+00:00\"], \"session_ids\": [\"4cd3b38f-1974-454a-994b-44f9bfaa7bba\", \"7d83b29e-6e6c-4b41-a15c-6b126db3ff59\", \"57ed94a3-c1b1-4e1e-a6d8-f192ce50e44b\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 6.215}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65550\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-01 18:46:57.000000+00:00\", \"2023-01-24 17:54:20.000000+00:00\"], \"session_ids\": [\"d18effe8-92c4-4ce1-bbf5-6598d51ef3b8\", \"2b3daf95-c51f-4895-9ea7-4d4c12933916\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.794}}, {\"99520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-31 02:36:20.000000+00:00\", \"2022-02-28 03:01:13.000000+00:00\"], \"session_ids\": [\"bb0593f2-0318-4073-92bc-9bf0da206fc7\", \"33604ae8-6588-4d54-95b8-5604c26fa4ec\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}}, {\"81144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:03:29.000000+00:00\", \"2020-06-29 21:31:54.000000+00:00\"], \"session_ids\": [\"58d0ebb6-a59b-49f7-9f45-965566501f52\", \"36e1de65-cb4a-4324-86dd-697feb51acd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.458}}, {\"1325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-28 12:35:29.000000+00:00\", \"2019-05-15 04:46:57.000000+00:00\", \"2021-09-04 14:50:54.000000+00:00\"], \"session_ids\": [\"4cd3b38f-1974-454a-994b-44f9bfaa7bba\", \"7d83b29e-6e6c-4b41-a15c-6b126db3ff59\", \"57ed94a3-c1b1-4e1e-a6d8-f192ce50e44b\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 6.215}}, {\"28943\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-05 13:44:15.000000+00:00\", \"2020-03-11 11:20:55.000000+00:00\", \"2022-08-30 10:07:25.000000+00:00\", \"2020-03-28 16:34:35.000000+00:00\"], \"session_ids\": [\"b24a2882-ead7-435e-b6f3-1b617922992a\", \"96b82d14-a584-4ed7-bf9e-13b56a0d570d\", \"97886e0d-0f61-44a2-beae-138154614564\", \"c8439141-dfac-4b17-b2c6-8aea08c2b856\"], \"total_duration\": 482.0, \"total_sessions\": 4, \"mean_week_duration\": 3.371}}, {\"98015\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-27 23:50:59.000000+00:00\", \"2021-03-15 11:50:05.000000+00:00\", \"2020-04-25 05:18:33.000000+00:00\", \"2022-08-07 08:20:59.000000+00:00\", \"2020-04-04 08:29:30.000000+00:00\"], \"session_ids\": [\"4f32ccf5-8508-40d5-b973-851761c72dad\", \"ba091df9-d57b-49b1-97a6-c681f353ea26\", \"273ccc70-bd3b-4cd7-aae9-17b75b3cd1e7\", \"b04a4036-5d5e-43ce-8ea3-7110d5bb44d1\", \"883cf728-c120-4e49-94cc-cbb577531abd\"], \"total_duration\": 3185.0, \"total_sessions\": 5, \"mean_week_duration\": 20.954}}, {\"26351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-04 23:13:22.000000+00:00\", \"2021-07-20 22:22:34.000000+00:00\", \"2022-07-12 13:49:07.000000+00:00\", \"2020-11-09 02:18:14.000000+00:00\", \"2021-09-02 01:17:48.000000+00:00\", \"2020-01-20 09:20:42.000000+00:00\"], \"session_ids\": [\"b02d5a5c-eb35-4762-a7d6-d07cc097b5ff\", \"f8a18fc2-90e0-4de7-a9a8-2ed9002bcc6e\", \"30334e8d-636f-4f40-bc92-9270c17eaa0c\", \"f27c8b5b-1826-4cbf-b727-5c4161324ea1\", \"0a056931-beb9-4214-b9eb-aa04fc8fb1f8\", \"5b459468-3b7b-4446-b0e8-c41a314ed2d9\"], \"total_duration\": 3832.0, \"total_sessions\": 6, \"mean_week_duration\": 29.477}}, {\"14746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-17 07:07:13.000000+00:00\", \"2022-11-02 12:38:19.000000+00:00\", \"2020-12-12 22:05:43.000000+00:00\", \"2019-06-02 04:55:24.000000+00:00\", \"2021-10-29 09:03:39.000000+00:00\", \"2020-03-27 20:13:07.000000+00:00\", \"2021-04-05 01:39:30.000000+00:00\", \"2020-11-17 01:15:21.000000+00:00\", \"2021-10-08 18:55:14.000000+00:00\"], \"session_ids\": [\"61a6f2f7-2923-4523-9442-9db2ed9f991c\", \"8a063df1-6825-4320-9520-1c3c0c8e0537\", \"0ed69f4b-2dc5-4ed2-8314-d94b1b0f7abd\", \"689d6765-5d27-47a8-ab5b-e4cd4708815c\", \"68202072-7797-40a6-b376-cd68ec490e13\", \"545c6f7b-9a7e-4d06-b6f5-fa5a6f31a5a0\", \"418e0382-f5d7-42d7-b929-f35936a0a36e\", \"08bdb637-d049-42d0-946e-8924235359e9\", \"09d38d40-55cb-4a86-847f-01264913bf56\"], \"total_duration\": 1981.0, \"total_sessions\": 9, \"mean_week_duration\": 11.067}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65550\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-01 18:46:57.000000+00:00\", \"2023-01-24 17:54:20.000000+00:00\"], \"session_ids\": [\"d18effe8-92c4-4ce1-bbf5-6598d51ef3b8\", \"2b3daf95-c51f-4895-9ea7-4d4c12933916\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.794}}, {\"99520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-31 02:36:20.000000+00:00\", \"2022-02-28 03:01:13.000000+00:00\"], \"session_ids\": [\"bb0593f2-0318-4073-92bc-9bf0da206fc7\", \"33604ae8-6588-4d54-95b8-5604c26fa4ec\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}}, {\"81144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:03:29.000000+00:00\", \"2020-06-29 21:31:54.000000+00:00\"], \"session_ids\": [\"58d0ebb6-a59b-49f7-9f45-965566501f52\", \"36e1de65-cb4a-4324-86dd-697feb51acd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.458}}, {\"1325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-28 12:35:29.000000+00:00\", \"2019-05-15 04:46:57.000000+00:00\", \"2021-09-04 14:50:54.000000+00:00\"], \"session_ids\": [\"4cd3b38f-1974-454a-994b-44f9bfaa7bba\", \"7d83b29e-6e6c-4b41-a15c-6b126db3ff59\", \"57ed94a3-c1b1-4e1e-a6d8-f192ce50e44b\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 6.215}}]\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[{\"65550\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-01 18:46:57.000000+00:00\", \"2023-01-24 17:54:20.000000+00:00\"], \"session_ids\": [\"d18effe8-92c4-4ce1-bbf5-6598d51ef3b8\", \"2b3daf95-c51f-4895-9ea7-4d4c12933916\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.794}}, {\"99520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-31 02:36:20.000000+00:00\", \"2022-02-28 03:01:13.000000+00:00\"], \"session_ids\": [\"bb0593f2-0318-4073-92bc-9bf0da206fc7\", \"33604ae8-6588-4d54-95b8-5604c26fa4ec\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}}, {\"81144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:03:29.000000+00:00\", \"2020-06-29 21:31:54.000000+00:00\"], \"session_ids\": [\"58d0ebb6-a59b-49f7-9f45-965566501f52\", \"36e1de65-cb4a-4324-86dd-697feb51acd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.458}}, {\"1325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-28 12:35:29.000000+00:00\", \"2019-05-15 04:46:57.000000+00:00\", \"2021-09-04 14:50:54.000000+00:00\"], \"session_ids\": [\"4cd3b38f-1974-454a-994b-44f9bfaa7bba\", \"7d83b29e-6e6c-4b41-a15c-6b126db3ff59\", \"57ed94a3-c1b1-4e1e-a6d8-f192ce50e44b\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 6.215}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 2 users whose sessions count is greater than 9 and less than 4 , apply sorting by total sessions form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18174\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-29 04:47:32.000000+00:00\", \"2021-09-10 18:26:20.000000+00:00\", \"2019-07-06 02:34:12.000000+00:00\", \"2019-08-23 04:55:12.000000+00:00\", \"2019-05-22 05:19:41.000000+00:00\"], \"session_ids\": [\"942205e3-840b-492a-bdf5-a7845d9250ce\", \"c9093fb0-a08f-40ff-8c28-0d4b8eb133f7\", \"6cc82051-26ba-45b1-bb0c-7c845740b7ef\", \"9703ae24-8b99-48ad-b506-54697179a34e\", \"fd129e3a-3386-4500-a8ac-aa83a3877b28\"], \"total_duration\": 156.0, \"total_sessions\": 5, \"mean_week_duration\": 1.258}, \"35944\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-21 12:52:54.000000+00:00\", \"2022-06-27 18:53:44.000000+00:00\", \"2021-02-07 01:17:34.000000+00:00\", \"2021-07-18 11:14:05.000000+00:00\"], \"session_ids\": [\"7d7221c4-8bf7-40a2-9118-0d06894d288f\", \"819a2f29-c4f8-44a3-a752-8a433d9deefd\", \"4e808be6-3a29-4fb1-9374-4c6df650bbc8\", \"a688f953-475f-4666-ab9b-0cad6ab74bcf\"], \"total_duration\": 1641.0, \"total_sessions\": 4, \"mean_week_duration\": 16.918}, \"51089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-11 17:14:58.000000+00:00\", \"2020-06-30 18:48:46.000000+00:00\"], \"session_ids\": [\"a80627b2-9b2f-4e4a-a7b7-ecc518a36684\", \"eaea6474-f39a-49ac-8bff-8fd4ac5559da\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}, \"81098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-02-17 03:43:25.000000+00:00\", \"2022-11-23 18:49:41.000000+00:00\"], \"session_ids\": [\"0499cd4f-2e83-4792-9cbe-bcb765b074d8\", \"bc521aed-adc9-4a89-a78a-48ba074e3eb5\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 17.769}, \"70962\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 16:43:44.000000+00:00\", \"2019-02-01 15:50:47.000000+00:00\"], \"session_ids\": [\"608cb186-51d8-4e6f-ac66-4214c7c6d42f\", \"b4db4149-c3b6-4d3e-b57b-ae191b126022\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}, \"77920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-05 17:56:29.000000+00:00\", \"2020-11-15 05:24:05.000000+00:00\", \"2021-05-26 05:09:12.000000+00:00\", \"2021-08-25 10:45:27.000000+00:00\", \"2019-03-22 18:39:14.000000+00:00\"], \"session_ids\": [\"9ab78187-ba91-417d-b2c1-f841617de563\", \"1b5d6002-963f-4d70-9bc1-ee4622e6d74d\", \"3b4e8aa2-f8c6-41e8-a9df-3c25fa8773e4\", \"e6c6935d-3035-4c3a-aa6e-62b6375be09c\", \"f36dd191-4be8-49f9-8636-415107a14379\"], \"total_duration\": 2413.0, \"total_sessions\": 5, \"mean_week_duration\": 19.0}, \"8371\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-10-04 20:04:26.000000+00:00\", \"2022-03-03 09:54:34.000000+00:00\", \"2021-02-17 10:04:41.000000+00:00\", \"2020-09-20 20:52:48.000000+00:00\", \"2021-05-06 16:13:29.000000+00:00\", \"2020-07-01 04:07:13.000000+00:00\", \"2019-09-20 19:59:11.000000+00:00\", \"2022-01-15 13:53:54.000000+00:00\"], \"session_ids\": [\"790c9449-874d-4707-81b7-7c420cd1e274\", \"ee20da6e-233f-4a30-9037-16d25e2a003a\", \"4f4a9133-51f5-4c49-b5f1-af746576c3fd\", \"03d667f1-ef72-4057-935b-8fdc8f2113b1\", \"f26f23a9-e1bc-408c-acba-d64aa5af3ba1\", \"5b66ff5f-a54f-43ec-827d-9143dc7fc395\", \"5f4d7b0b-af09-4be8-a8f7-bdc963da3ad1\", \"dbb8684f-9b95-4da2-866c-559780cd71d7\"], \"total_duration\": 9271.0, \"total_sessions\": 8, \"mean_week_duration\": 58.308}, \"64491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-02-06 09:45:08.000000+00:00\", \"2019-04-26 19:13:21.000000+00:00\", \"2022-05-30 19:48:23.000000+00:00\"], \"session_ids\": [\"318d4f4d-c53b-4472-aefe-af7fdda325ed\", \"f85c9c00-9157-46f0-8876-77328531bfde\", \"1c859d99-e6e9-47b7-a8ac-ab041315a3fd\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.879}, \"61914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-16 23:13:40.000000+00:00\", \"2021-06-23 21:34:15.000000+00:00\"], \"session_ids\": [\"f2c9c90b-500d-47ae-976e-6c62e5040daa\", \"b52d6183-c0d8-4990-ac42-2c49fd051c46\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 8.289}, \"42884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-06 16:29:05.000000+00:00\", \"2020-11-05 06:55:43.000000+00:00\", \"2021-10-17 15:10:20.000000+00:00\"], \"session_ids\": [\"32d476db-a8fc-4cd8-a6fe-d47630d57700\", \"5e2ca87f-c190-40b3-a660-c9156a0c6ffd\", \"a5da01ac-d72c-45cc-a605-678396d33357\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 3.98}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 4 and are equal or greater than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35944\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-21 12:52:54.000000+00:00\", \"2022-06-27 18:53:44.000000+00:00\", \"2021-02-07 01:17:34.000000+00:00\", \"2021-07-18 11:14:05.000000+00:00\"], \"session_ids\": [\"7d7221c4-8bf7-40a2-9118-0d06894d288f\", \"819a2f29-c4f8-44a3-a752-8a433d9deefd\", \"4e808be6-3a29-4fb1-9374-4c6df650bbc8\", \"a688f953-475f-4666-ab9b-0cad6ab74bcf\"], \"total_duration\": 1641.0, \"total_sessions\": 4, \"mean_week_duration\": 16.918}, \"51089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-11 17:14:58.000000+00:00\", \"2020-06-30 18:48:46.000000+00:00\"], \"session_ids\": [\"a80627b2-9b2f-4e4a-a7b7-ecc518a36684\", \"eaea6474-f39a-49ac-8bff-8fd4ac5559da\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}, \"81098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-02-17 03:43:25.000000+00:00\", \"2022-11-23 18:49:41.000000+00:00\"], \"session_ids\": [\"0499cd4f-2e83-4792-9cbe-bcb765b074d8\", \"bc521aed-adc9-4a89-a78a-48ba074e3eb5\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 17.769}, \"70962\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 16:43:44.000000+00:00\", \"2019-02-01 15:50:47.000000+00:00\"], \"session_ids\": [\"608cb186-51d8-4e6f-ac66-4214c7c6d42f\", \"b4db4149-c3b6-4d3e-b57b-ae191b126022\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}, \"64491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-02-06 09:45:08.000000+00:00\", \"2019-04-26 19:13:21.000000+00:00\", \"2022-05-30 19:48:23.000000+00:00\"], \"session_ids\": [\"318d4f4d-c53b-4472-aefe-af7fdda325ed\", \"f85c9c00-9157-46f0-8876-77328531bfde\", \"1c859d99-e6e9-47b7-a8ac-ab041315a3fd\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.879}, \"61914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-16 23:13:40.000000+00:00\", \"2021-06-23 21:34:15.000000+00:00\"], \"session_ids\": [\"f2c9c90b-500d-47ae-976e-6c62e5040daa\", \"b52d6183-c0d8-4990-ac42-2c49fd051c46\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 8.289}, \"42884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-06 16:29:05.000000+00:00\", \"2020-11-05 06:55:43.000000+00:00\", \"2021-10-17 15:10:20.000000+00:00\"], \"session_ids\": [\"32d476db-a8fc-4cd8-a6fe-d47630d57700\", \"5e2ca87f-c190-40b3-a660-c9156a0c6ffd\", \"a5da01ac-d72c-45cc-a605-678396d33357\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 3.98}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-11 17:14:58.000000+00:00\", \"2020-06-30 18:48:46.000000+00:00\"], \"session_ids\": [\"a80627b2-9b2f-4e4a-a7b7-ecc518a36684\", \"eaea6474-f39a-49ac-8bff-8fd4ac5559da\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"81098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-02-17 03:43:25.000000+00:00\", \"2022-11-23 18:49:41.000000+00:00\"], \"session_ids\": [\"0499cd4f-2e83-4792-9cbe-bcb765b074d8\", \"bc521aed-adc9-4a89-a78a-48ba074e3eb5\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 17.769}}, {\"70962\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 16:43:44.000000+00:00\", \"2019-02-01 15:50:47.000000+00:00\"], \"session_ids\": [\"608cb186-51d8-4e6f-ac66-4214c7c6d42f\", \"b4db4149-c3b6-4d3e-b57b-ae191b126022\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 2.527}}, {\"61914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-16 23:13:40.000000+00:00\", \"2021-06-23 21:34:15.000000+00:00\"], \"session_ids\": [\"f2c9c90b-500d-47ae-976e-6c62e5040daa\", \"b52d6183-c0d8-4990-ac42-2c49fd051c46\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 8.289}}, {\"64491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-02-06 09:45:08.000000+00:00\", \"2019-04-26 19:13:21.000000+00:00\", \"2022-05-30 19:48:23.000000+00:00\"], \"session_ids\": [\"318d4f4d-c53b-4472-aefe-af7fdda325ed\", \"f85c9c00-9157-46f0-8876-77328531bfde\", \"1c859d99-e6e9-47b7-a8ac-ab041315a3fd\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.879}}, {\"42884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-06 16:29:05.000000+00:00\", \"2020-11-05 06:55:43.000000+00:00\", \"2021-10-17 15:10:20.000000+00:00\"], \"session_ids\": [\"32d476db-a8fc-4cd8-a6fe-d47630d57700\", \"5e2ca87f-c190-40b3-a660-c9156a0c6ffd\", \"a5da01ac-d72c-45cc-a605-678396d33357\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 3.98}}, {\"35944\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-21 12:52:54.000000+00:00\", \"2022-06-27 18:53:44.000000+00:00\", \"2021-02-07 01:17:34.000000+00:00\", \"2021-07-18 11:14:05.000000+00:00\"], \"session_ids\": [\"7d7221c4-8bf7-40a2-9118-0d06894d288f\", \"819a2f29-c4f8-44a3-a752-8a433d9deefd\", \"4e808be6-3a29-4fb1-9374-4c6df650bbc8\", \"a688f953-475f-4666-ab9b-0cad6ab74bcf\"], \"total_duration\": 1641.0, \"total_sessions\": 4, \"mean_week_duration\": 16.918}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-11 17:14:58.000000+00:00\", \"2020-06-30 18:48:46.000000+00:00\"], \"session_ids\": [\"a80627b2-9b2f-4e4a-a7b7-ecc518a36684\", \"eaea6474-f39a-49ac-8bff-8fd4ac5559da\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"81098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-02-17 03:43:25.000000+00:00\", \"2022-11-23 18:49:41.000000+00:00\"], \"session_ids\": [\"0499cd4f-2e83-4792-9cbe-bcb765b074d8\", \"bc521aed-adc9-4a89-a78a-48ba074e3eb5\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 17.769}}]\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[{\"51089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-11 17:14:58.000000+00:00\", \"2020-06-30 18:48:46.000000+00:00\"], \"session_ids\": [\"a80627b2-9b2f-4e4a-a7b7-ecc518a36684\", \"eaea6474-f39a-49ac-8bff-8fd4ac5559da\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"81098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-02-17 03:43:25.000000+00:00\", \"2022-11-23 18:49:41.000000+00:00\"], \"session_ids\": [\"0499cd4f-2e83-4792-9cbe-bcb765b074d8\", \"bc521aed-adc9-4a89-a78a-48ba074e3eb5\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 17.769}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 2 users who are not folks of city Havana additionaly do sorting by overall total sessions ascendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-08 15:48:00.000000+00:00\", \"2019-01-26 13:35:39.000000+00:00\", \"2019-05-05 12:38:50.000000+00:00\", \"2021-12-20 21:03:00.000000+00:00\", \"2022-06-24 02:34:24.000000+00:00\", \"2022-04-25 04:38:23.000000+00:00\", \"2023-03-24 21:56:28.000000+00:00\", \"2023-04-20 14:06:05.000000+00:00\", \"2021-03-14 16:00:18.000000+00:00\"], \"session_ids\": [\"6c42daa7-039a-4363-bb8e-842b18bdc5a1\", \"fbd4ba5e-969e-474e-9775-ff469282bd3d\", \"aec92e24-e190-4adb-9ced-debfeb0bb786\", \"1b4724ed-2683-49eb-818e-ecc28dfd0282\", \"705aa21a-f90c-489a-95d1-f32562e0ded1\", \"f0b6b009-bdb7-4c1c-9b53-ff4488c2fd9f\", \"1ae0674a-2c6a-4f3d-be34-be698918c2b8\", \"ed23f1e3-95dd-4fc8-abb3-a0a1020dd4be\", \"835a1bee-48db-4452-a603-5aaedcd11857\"], \"total_duration\": 491.0, \"total_sessions\": 9, \"mean_week_duration\": 2.222}, \"79560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-28 23:47:47.000000+00:00\", \"2019-04-05 20:07:26.000000+00:00\", \"2019-01-22 20:53:34.000000+00:00\", \"2020-04-25 17:49:15.000000+00:00\", \"2021-03-26 16:26:36.000000+00:00\", \"2022-09-02 00:15:14.000000+00:00\", \"2023-05-31 02:25:42.000000+00:00\", \"2019-05-01 06:44:52.000000+00:00\"], \"session_ids\": [\"476fe8e4-8a62-4b18-b9d8-555979bea78c\", \"c81d36dd-068d-41b1-89bd-2da6744acdd2\", \"27e41324-2d26-408a-8c05-ca686fe019f3\", \"f009b9a3-00a9-42d5-812a-62a6c502fc36\", \"8cb6a023-6c72-48c8-a9b8-9236cfce17b7\", \"b442b0f5-ff41-4421-81bf-815a4d0c4a1c\", \"31f09913-c9c3-42c9-ae9f-2674fb55ec9a\", \"f9e93e6d-79dd-4e12-acc9-6831e445f335\"], \"total_duration\": 2322.0, \"total_sessions\": 8, \"mean_week_duration\": 10.009}, \"92421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-05 11:51:01.000000+00:00\", \"2022-03-15 06:35:44.000000+00:00\", \"2020-04-02 07:30:24.000000+00:00\"], \"session_ids\": [\"73a97401-adae-4944-a595-a4a44990afe5\", \"a154516d-685b-43a2-8a94-50187c2f670e\", \"8f8988db-1335-4d5f-9cf1-9b80cef07ab4\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.471}, \"31439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-08-07 04:37:34.000000+00:00\", \"2022-11-18 12:48:13.000000+00:00\", \"2023-05-29 17:42:55.000000+00:00\"], \"session_ids\": [\"3fedbcf2-a27d-42b0-9a3d-40a7bf91646a\", \"e7aeaa8e-e284-40a2-9d84-341efff82e06\", \"427387c4-a8e3-4bfa-b52c-32889f8d5874\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.411}, \"91768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-19 17:26:40.000000+00:00\", \"2022-07-01 01:33:37.000000+00:00\", \"2021-04-14 00:24:12.000000+00:00\"], \"session_ids\": [\"2f2c332e-9ea8-4212-b317-504715f8bbf0\", \"69affec2-eab4-4245-9b76-44b9dcf3ea40\", \"8fc3d568-ea82-4b9e-915a-c7f41111632a\"], \"total_duration\": 882.0, \"total_sessions\": 3, \"mean_week_duration\": 11.605}, \"31534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-20 19:45:37.000000+00:00\", \"2022-06-02 15:08:05.000000+00:00\", \"2021-12-02 08:27:58.000000+00:00\", \"2022-12-24 18:26:00.000000+00:00\", \"2023-01-06 03:49:41.000000+00:00\", \"2020-02-18 23:43:48.000000+00:00\"], \"session_ids\": [\"08cd2a40-3ede-4385-ba8e-425726cf7378\", \"b69d7f9c-0758-4bf2-af0d-93257d765ff2\", \"7dcf4255-8172-42ce-a10a-dc30f72b815f\", \"4f4bf7dd-513a-434b-9395-30406fa94e51\", \"b5dc0628-6f8b-4975-aeed-c46e96739a57\", \"7a1c01a2-0fcd-444b-93a8-2410ed606f71\"], \"total_duration\": 671.0, \"total_sessions\": 6, \"mean_week_duration\": 4.444}, \"89225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-07 03:43:01.000000+00:00\", \"2023-02-14 15:37:17.000000+00:00\"], \"session_ids\": [\"6931a4b9-faef-4e15-b6c2-90393649830a\", \"6ca11e5b-ae37-4bee-bf23-0c8b45b5c8e3\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}, \"97461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-02-11 22:03:46.000000+00:00\", \"2019-11-07 04:26:08.000000+00:00\", \"2021-03-22 19:10:22.000000+00:00\", \"2020-12-27 06:36:47.000000+00:00\"], \"session_ids\": [\"04017ba8-9141-42ba-8863-823a59145053\", \"e01bf6ee-fdb0-4985-9825-064c00d6c862\", \"c4c8a8d3-3b18-4997-860b-6dd68a28e65d\", \"add41793-0035-416f-b10c-2e4953f47cfa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 4.034}, \"51752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-09 06:56:54.000000+00:00\", \"2020-11-12 20:22:21.000000+00:00\", \"2020-04-21 23:13:44.000000+00:00\", \"2019-05-05 12:20:44.000000+00:00\", \"2023-04-23 00:26:07.000000+00:00\", \"2021-03-08 13:52:56.000000+00:00\", \"2023-03-19 17:36:55.000000+00:00\", \"2021-05-20 08:57:37.000000+00:00\", \"2020-04-10 06:54:21.000000+00:00\"], \"session_ids\": [\"5dae4807-50fa-4490-9b19-516c6ed357ba\", \"7ca9658c-253f-4b20-8f6c-cd8cb1b16e79\", \"781cff46-d237-4408-be35-1dd33288d542\", \"10bac286-37a0-4f75-bfc7-9d9370261ae3\", \"9b5a5a27-3a05-470f-a3ba-0749a38cbb9d\", \"b8b0fcec-18ba-4e3f-8aaa-aa58ef052312\", \"965c331c-40d4-420b-962b-16a7b32bd2b9\", \"ecc63279-f732-41f5-b318-6007da81f9ca\", \"d2f26418-c0f0-49d0-a5df-90d968955844\"], \"total_duration\": 9138.0, \"total_sessions\": 9, \"mean_week_duration\": 44.145}, \"99290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-08 15:47:03.000000+00:00\", \"2021-09-10 19:05:25.000000+00:00\"], \"session_ids\": [\"5f875f10-08e2-4c1b-83e0-927d02dc5975\", \"6b330d51-26b0-4cb3-abb2-e547a3d160e1\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 5.849}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Havana" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Havana\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-08 15:48:00.000000+00:00\", \"2019-01-26 13:35:39.000000+00:00\", \"2019-05-05 12:38:50.000000+00:00\", \"2021-12-20 21:03:00.000000+00:00\", \"2022-06-24 02:34:24.000000+00:00\", \"2022-04-25 04:38:23.000000+00:00\", \"2023-03-24 21:56:28.000000+00:00\", \"2023-04-20 14:06:05.000000+00:00\", \"2021-03-14 16:00:18.000000+00:00\"], \"session_ids\": [\"6c42daa7-039a-4363-bb8e-842b18bdc5a1\", \"fbd4ba5e-969e-474e-9775-ff469282bd3d\", \"aec92e24-e190-4adb-9ced-debfeb0bb786\", \"1b4724ed-2683-49eb-818e-ecc28dfd0282\", \"705aa21a-f90c-489a-95d1-f32562e0ded1\", \"f0b6b009-bdb7-4c1c-9b53-ff4488c2fd9f\", \"1ae0674a-2c6a-4f3d-be34-be698918c2b8\", \"ed23f1e3-95dd-4fc8-abb3-a0a1020dd4be\", \"835a1bee-48db-4452-a603-5aaedcd11857\"], \"total_duration\": 491.0, \"total_sessions\": 9, \"mean_week_duration\": 2.222}, \"79560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-28 23:47:47.000000+00:00\", \"2019-04-05 20:07:26.000000+00:00\", \"2019-01-22 20:53:34.000000+00:00\", \"2020-04-25 17:49:15.000000+00:00\", \"2021-03-26 16:26:36.000000+00:00\", \"2022-09-02 00:15:14.000000+00:00\", \"2023-05-31 02:25:42.000000+00:00\", \"2019-05-01 06:44:52.000000+00:00\"], \"session_ids\": [\"476fe8e4-8a62-4b18-b9d8-555979bea78c\", \"c81d36dd-068d-41b1-89bd-2da6744acdd2\", \"27e41324-2d26-408a-8c05-ca686fe019f3\", \"f009b9a3-00a9-42d5-812a-62a6c502fc36\", \"8cb6a023-6c72-48c8-a9b8-9236cfce17b7\", \"b442b0f5-ff41-4421-81bf-815a4d0c4a1c\", \"31f09913-c9c3-42c9-ae9f-2674fb55ec9a\", \"f9e93e6d-79dd-4e12-acc9-6831e445f335\"], \"total_duration\": 2322.0, \"total_sessions\": 8, \"mean_week_duration\": 10.009}, \"92421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-05 11:51:01.000000+00:00\", \"2022-03-15 06:35:44.000000+00:00\", \"2020-04-02 07:30:24.000000+00:00\"], \"session_ids\": [\"73a97401-adae-4944-a595-a4a44990afe5\", \"a154516d-685b-43a2-8a94-50187c2f670e\", \"8f8988db-1335-4d5f-9cf1-9b80cef07ab4\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.471}, \"31439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-08-07 04:37:34.000000+00:00\", \"2022-11-18 12:48:13.000000+00:00\", \"2023-05-29 17:42:55.000000+00:00\"], \"session_ids\": [\"3fedbcf2-a27d-42b0-9a3d-40a7bf91646a\", \"e7aeaa8e-e284-40a2-9d84-341efff82e06\", \"427387c4-a8e3-4bfa-b52c-32889f8d5874\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.411}, \"91768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-19 17:26:40.000000+00:00\", \"2022-07-01 01:33:37.000000+00:00\", \"2021-04-14 00:24:12.000000+00:00\"], \"session_ids\": [\"2f2c332e-9ea8-4212-b317-504715f8bbf0\", \"69affec2-eab4-4245-9b76-44b9dcf3ea40\", \"8fc3d568-ea82-4b9e-915a-c7f41111632a\"], \"total_duration\": 882.0, \"total_sessions\": 3, \"mean_week_duration\": 11.605}, \"31534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-20 19:45:37.000000+00:00\", \"2022-06-02 15:08:05.000000+00:00\", \"2021-12-02 08:27:58.000000+00:00\", \"2022-12-24 18:26:00.000000+00:00\", \"2023-01-06 03:49:41.000000+00:00\", \"2020-02-18 23:43:48.000000+00:00\"], \"session_ids\": [\"08cd2a40-3ede-4385-ba8e-425726cf7378\", \"b69d7f9c-0758-4bf2-af0d-93257d765ff2\", \"7dcf4255-8172-42ce-a10a-dc30f72b815f\", \"4f4bf7dd-513a-434b-9395-30406fa94e51\", \"b5dc0628-6f8b-4975-aeed-c46e96739a57\", \"7a1c01a2-0fcd-444b-93a8-2410ed606f71\"], \"total_duration\": 671.0, \"total_sessions\": 6, \"mean_week_duration\": 4.444}, \"89225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-07 03:43:01.000000+00:00\", \"2023-02-14 15:37:17.000000+00:00\"], \"session_ids\": [\"6931a4b9-faef-4e15-b6c2-90393649830a\", \"6ca11e5b-ae37-4bee-bf23-0c8b45b5c8e3\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}, \"97461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-02-11 22:03:46.000000+00:00\", \"2019-11-07 04:26:08.000000+00:00\", \"2021-03-22 19:10:22.000000+00:00\", \"2020-12-27 06:36:47.000000+00:00\"], \"session_ids\": [\"04017ba8-9141-42ba-8863-823a59145053\", \"e01bf6ee-fdb0-4985-9825-064c00d6c862\", \"c4c8a8d3-3b18-4997-860b-6dd68a28e65d\", \"add41793-0035-416f-b10c-2e4953f47cfa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 4.034}, \"51752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-09 06:56:54.000000+00:00\", \"2020-11-12 20:22:21.000000+00:00\", \"2020-04-21 23:13:44.000000+00:00\", \"2019-05-05 12:20:44.000000+00:00\", \"2023-04-23 00:26:07.000000+00:00\", \"2021-03-08 13:52:56.000000+00:00\", \"2023-03-19 17:36:55.000000+00:00\", \"2021-05-20 08:57:37.000000+00:00\", \"2020-04-10 06:54:21.000000+00:00\"], \"session_ids\": [\"5dae4807-50fa-4490-9b19-516c6ed357ba\", \"7ca9658c-253f-4b20-8f6c-cd8cb1b16e79\", \"781cff46-d237-4408-be35-1dd33288d542\", \"10bac286-37a0-4f75-bfc7-9d9370261ae3\", \"9b5a5a27-3a05-470f-a3ba-0749a38cbb9d\", \"b8b0fcec-18ba-4e3f-8aaa-aa58ef052312\", \"965c331c-40d4-420b-962b-16a7b32bd2b9\", \"ecc63279-f732-41f5-b318-6007da81f9ca\", \"d2f26418-c0f0-49d0-a5df-90d968955844\"], \"total_duration\": 9138.0, \"total_sessions\": 9, \"mean_week_duration\": 44.145}, \"99290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-08 15:47:03.000000+00:00\", \"2021-09-10 19:05:25.000000+00:00\"], \"session_ids\": [\"5f875f10-08e2-4c1b-83e0-927d02dc5975\", \"6b330d51-26b0-4cb3-abb2-e547a3d160e1\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 5.849}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-07 03:43:01.000000+00:00\", \"2023-02-14 15:37:17.000000+00:00\"], \"session_ids\": [\"6931a4b9-faef-4e15-b6c2-90393649830a\", \"6ca11e5b-ae37-4bee-bf23-0c8b45b5c8e3\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}}, {\"99290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-08 15:47:03.000000+00:00\", \"2021-09-10 19:05:25.000000+00:00\"], \"session_ids\": [\"5f875f10-08e2-4c1b-83e0-927d02dc5975\", \"6b330d51-26b0-4cb3-abb2-e547a3d160e1\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 5.849}}, {\"92421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-05 11:51:01.000000+00:00\", \"2022-03-15 06:35:44.000000+00:00\", \"2020-04-02 07:30:24.000000+00:00\"], \"session_ids\": [\"73a97401-adae-4944-a595-a4a44990afe5\", \"a154516d-685b-43a2-8a94-50187c2f670e\", \"8f8988db-1335-4d5f-9cf1-9b80cef07ab4\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.471}}, {\"31439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-08-07 04:37:34.000000+00:00\", \"2022-11-18 12:48:13.000000+00:00\", \"2023-05-29 17:42:55.000000+00:00\"], \"session_ids\": [\"3fedbcf2-a27d-42b0-9a3d-40a7bf91646a\", \"e7aeaa8e-e284-40a2-9d84-341efff82e06\", \"427387c4-a8e3-4bfa-b52c-32889f8d5874\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.411}}, {\"91768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-19 17:26:40.000000+00:00\", \"2022-07-01 01:33:37.000000+00:00\", \"2021-04-14 00:24:12.000000+00:00\"], \"session_ids\": [\"2f2c332e-9ea8-4212-b317-504715f8bbf0\", \"69affec2-eab4-4245-9b76-44b9dcf3ea40\", \"8fc3d568-ea82-4b9e-915a-c7f41111632a\"], \"total_duration\": 882.0, \"total_sessions\": 3, \"mean_week_duration\": 11.605}}, {\"97461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-02-11 22:03:46.000000+00:00\", \"2019-11-07 04:26:08.000000+00:00\", \"2021-03-22 19:10:22.000000+00:00\", \"2020-12-27 06:36:47.000000+00:00\"], \"session_ids\": [\"04017ba8-9141-42ba-8863-823a59145053\", \"e01bf6ee-fdb0-4985-9825-064c00d6c862\", \"c4c8a8d3-3b18-4997-860b-6dd68a28e65d\", \"add41793-0035-416f-b10c-2e4953f47cfa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 4.034}}, {\"31534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-20 19:45:37.000000+00:00\", \"2022-06-02 15:08:05.000000+00:00\", \"2021-12-02 08:27:58.000000+00:00\", \"2022-12-24 18:26:00.000000+00:00\", \"2023-01-06 03:49:41.000000+00:00\", \"2020-02-18 23:43:48.000000+00:00\"], \"session_ids\": [\"08cd2a40-3ede-4385-ba8e-425726cf7378\", \"b69d7f9c-0758-4bf2-af0d-93257d765ff2\", \"7dcf4255-8172-42ce-a10a-dc30f72b815f\", \"4f4bf7dd-513a-434b-9395-30406fa94e51\", \"b5dc0628-6f8b-4975-aeed-c46e96739a57\", \"7a1c01a2-0fcd-444b-93a8-2410ed606f71\"], \"total_duration\": 671.0, \"total_sessions\": 6, \"mean_week_duration\": 4.444}}, {\"79560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-28 23:47:47.000000+00:00\", \"2019-04-05 20:07:26.000000+00:00\", \"2019-01-22 20:53:34.000000+00:00\", \"2020-04-25 17:49:15.000000+00:00\", \"2021-03-26 16:26:36.000000+00:00\", \"2022-09-02 00:15:14.000000+00:00\", \"2023-05-31 02:25:42.000000+00:00\", \"2019-05-01 06:44:52.000000+00:00\"], \"session_ids\": [\"476fe8e4-8a62-4b18-b9d8-555979bea78c\", \"c81d36dd-068d-41b1-89bd-2da6744acdd2\", \"27e41324-2d26-408a-8c05-ca686fe019f3\", \"f009b9a3-00a9-42d5-812a-62a6c502fc36\", \"8cb6a023-6c72-48c8-a9b8-9236cfce17b7\", \"b442b0f5-ff41-4421-81bf-815a4d0c4a1c\", \"31f09913-c9c3-42c9-ae9f-2674fb55ec9a\", \"f9e93e6d-79dd-4e12-acc9-6831e445f335\"], \"total_duration\": 2322.0, \"total_sessions\": 8, \"mean_week_duration\": 10.009}}, {\"83462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-08 15:48:00.000000+00:00\", \"2019-01-26 13:35:39.000000+00:00\", \"2019-05-05 12:38:50.000000+00:00\", \"2021-12-20 21:03:00.000000+00:00\", \"2022-06-24 02:34:24.000000+00:00\", \"2022-04-25 04:38:23.000000+00:00\", \"2023-03-24 21:56:28.000000+00:00\", \"2023-04-20 14:06:05.000000+00:00\", \"2021-03-14 16:00:18.000000+00:00\"], \"session_ids\": [\"6c42daa7-039a-4363-bb8e-842b18bdc5a1\", \"fbd4ba5e-969e-474e-9775-ff469282bd3d\", \"aec92e24-e190-4adb-9ced-debfeb0bb786\", \"1b4724ed-2683-49eb-818e-ecc28dfd0282\", \"705aa21a-f90c-489a-95d1-f32562e0ded1\", \"f0b6b009-bdb7-4c1c-9b53-ff4488c2fd9f\", \"1ae0674a-2c6a-4f3d-be34-be698918c2b8\", \"ed23f1e3-95dd-4fc8-abb3-a0a1020dd4be\", \"835a1bee-48db-4452-a603-5aaedcd11857\"], \"total_duration\": 491.0, \"total_sessions\": 9, \"mean_week_duration\": 2.222}}, {\"51752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-09 06:56:54.000000+00:00\", \"2020-11-12 20:22:21.000000+00:00\", \"2020-04-21 23:13:44.000000+00:00\", \"2019-05-05 12:20:44.000000+00:00\", \"2023-04-23 00:26:07.000000+00:00\", \"2021-03-08 13:52:56.000000+00:00\", \"2023-03-19 17:36:55.000000+00:00\", \"2021-05-20 08:57:37.000000+00:00\", \"2020-04-10 06:54:21.000000+00:00\"], \"session_ids\": [\"5dae4807-50fa-4490-9b19-516c6ed357ba\", \"7ca9658c-253f-4b20-8f6c-cd8cb1b16e79\", \"781cff46-d237-4408-be35-1dd33288d542\", \"10bac286-37a0-4f75-bfc7-9d9370261ae3\", \"9b5a5a27-3a05-470f-a3ba-0749a38cbb9d\", \"b8b0fcec-18ba-4e3f-8aaa-aa58ef052312\", \"965c331c-40d4-420b-962b-16a7b32bd2b9\", \"ecc63279-f732-41f5-b318-6007da81f9ca\", \"d2f26418-c0f0-49d0-a5df-90d968955844\"], \"total_duration\": 9138.0, \"total_sessions\": 9, \"mean_week_duration\": 44.145}}]\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[{\"89225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-07 03:43:01.000000+00:00\", \"2023-02-14 15:37:17.000000+00:00\"], \"session_ids\": [\"6931a4b9-faef-4e15-b6c2-90393649830a\", \"6ca11e5b-ae37-4bee-bf23-0c8b45b5c8e3\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}}, {\"99290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-08 15:47:03.000000+00:00\", \"2021-09-10 19:05:25.000000+00:00\"], \"session_ids\": [\"5f875f10-08e2-4c1b-83e0-927d02dc5975\", \"6b330d51-26b0-4cb3-abb2-e547a3d160e1\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 5.849}}]\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[{\"89225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-07 03:43:01.000000+00:00\", \"2023-02-14 15:37:17.000000+00:00\"], \"session_ids\": [\"6931a4b9-faef-4e15-b6c2-90393649830a\", \"6ca11e5b-ae37-4bee-bf23-0c8b45b5c8e3\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}}, {\"99290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-08 15:47:03.000000+00:00\", \"2021-09-10 19:05:25.000000+00:00\"], \"session_ids\": [\"5f875f10-08e2-4c1b-83e0-927d02dc5975\", \"6b330d51-26b0-4cb3-abb2-e547a3d160e1\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 5.849}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 4 users who have average week duration greater than 16 (not including) + perform sorting by duration of sessions per week in ascending." } ]
[ { "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{\"26438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-26 02:09:32.000000+00:00\", \"2019-12-05 18:44:51.000000+00:00\"], \"session_ids\": [\"005dabdb-2e48-431e-a8da-a3c7139ae1c0\", \"5ce881bd-7a5c-4dd6-ae72-47e900d44044\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 4.578}, \"96631\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-04-29 05:00:47.000000+00:00\", \"2019-12-17 06:28:26.000000+00:00\"], \"session_ids\": [\"0d0feaf2-e9f2-448f-8b59-25fc56ddfb48\", \"dc915f12-bcd4-40d7-abb4-4b930b39512f\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 1.474}, \"69638\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-08 07:13:43.000000+00:00\", \"2020-06-20 01:32:36.000000+00:00\", \"2019-01-17 10:53:17.000000+00:00\"], \"session_ids\": [\"11c0f53e-ca78-480f-b288-edd3095fd08b\", \"4ebb054f-662f-40af-8f61-e46d33b92968\", \"65558ea3-61fa-4854-b797-fafc4491b4af\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.347}, \"74376\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-22 05:05:45.000000+00:00\", \"2019-04-04 21:14:31.000000+00:00\"], \"session_ids\": [\"69e4b5ac-2aa6-48ba-99c3-8ab8c943ab34\", \"5cb880a3-ee16-4c5e-9dc1-7624c9a99b55\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 1.35}, \"32074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-09 03:19:04.000000+00:00\", \"2020-12-26 16:18:21.000000+00:00\", \"2019-12-02 10:37:50.000000+00:00\", \"2023-05-10 10:36:58.000000+00:00\"], \"session_ids\": [\"4157f82c-6d8e-4ed9-aafa-9596a2dafc4a\", \"297c605d-7747-4fa9-a546-189dcfc369bd\", \"4e1a1197-b2c8-4156-a555-c4c0d70cabe6\", \"5bdb4b7e-b02b-4da1-9284-d42ee2752d23\"], \"total_duration\": 135.0, \"total_sessions\": 4, \"mean_week_duration\": 0.75}, \"49615\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-27 04:11:11.000000+00:00\", \"2019-08-29 09:58:31.000000+00:00\"], \"session_ids\": [\"c0241cd5-feac-45de-83fd-4ba5e0fe5034\", \"be4f4c47-b14c-4859-b590-275e8af5a78a\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.465}, \"44360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-09 09:27:05.000000+00:00\", \"2023-04-18 17:04:50.000000+00:00\"], \"session_ids\": [\"43f97dd1-50ad-4504-ba05-07216d4383c1\", \"c68743e7-dd9d-45a3-917f-096754462cd1\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 6.9}, \"29023\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-24 16:14:22.000000+00:00\", \"2023-05-07 21:23:10.000000+00:00\", \"2022-11-09 14:03:48.000000+00:00\"], \"session_ids\": [\"74554087-f4b1-468e-ad04-c73a4b2cdfba\", \"f6d44b27-a4c4-42c4-9320-a59b3c8c6fa0\", \"78aa565f-8286-458a-adf1-b9cb43dc63f1\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 2.892}, \"7213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-15 17:09:53.000000+00:00\", \"2022-04-09 05:46:44.000000+00:00\"], \"session_ids\": [\"a013ca6b-557c-4cd2-9309-f9f0803bccda\", \"dd782e59-e476-4b8b-abe4-68f11fa13a66\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.616}, \"77123\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-13 09:28:19.000000+00:00\", \"2021-11-11 18:03:32.000000+00:00\"], \"session_ids\": [\"710caebe-82cf-4689-a041-93a6b2661899\", \"0720c79a-cf28-44cb-99c4-36917df05ab0\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 21.409}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 16" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77123\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-13 09:28:19.000000+00:00\", \"2021-11-11 18:03:32.000000+00:00\"], \"session_ids\": [\"710caebe-82cf-4689-a041-93a6b2661899\", \"0720c79a-cf28-44cb-99c4-36917df05ab0\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 21.409}}\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[{\"77123\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-13 09:28:19.000000+00:00\", \"2021-11-11 18:03:32.000000+00:00\"], \"session_ids\": [\"710caebe-82cf-4689-a041-93a6b2661899\", \"0720c79a-cf28-44cb-99c4-36917df05ab0\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 21.409}}]\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[{\"77123\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-13 09:28:19.000000+00:00\", \"2021-11-11 18:03:32.000000+00:00\"], \"session_ids\": [\"710caebe-82cf-4689-a041-93a6b2661899\", \"0720c79a-cf28-44cb-99c4-36917df05ab0\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 21.409}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77123\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-13 09:28:19.000000+00:00\", \"2021-11-11 18:03:32.000000+00:00\"], \"session_ids\": [\"710caebe-82cf-4689-a041-93a6b2661899\", \"0720c79a-cf28-44cb-99c4-36917df05ab0\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 21.409}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 5 users who are currently living in cities Bogota, London, Copenhagen, Zurich, Stockholm, Rome, Madrid , moreover put to use sorting by overall total duration from the largest value to the smallest 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{\"54634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-02 15:29:23.000000+00:00\", \"2022-05-20 19:41:02.000000+00:00\"], \"session_ids\": [\"597db783-c4bd-4c63-8eae-092e32020d1b\", \"bd75d884-ecdd-4b35-9a00-a106190f184f\"], \"total_duration\": 264.0, \"total_sessions\": 2, \"mean_week_duration\": 2.809}, \"62223\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-20 13:20:03.000000+00:00\", \"2021-10-11 08:39:24.000000+00:00\"], \"session_ids\": [\"4bf74914-53e0-464f-91a2-54ca865358d6\", \"24f9041a-3960-4f13-8229-766fc73afb2a\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"35591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-19 01:35:02.000000+00:00\", \"2023-02-12 07:40:57.000000+00:00\", \"2020-11-06 02:34:31.000000+00:00\"], \"session_ids\": [\"51f20f56-11b1-4157-9c1e-6c983931f8a2\", \"89e17893-ebe4-41ef-8297-fe7d8db3a5a9\", \"60f63f58-c874-46a8-a79c-6a31235171df\"], \"total_duration\": 302.0, \"total_sessions\": 3, \"mean_week_duration\": 1.936}, \"47182\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-20 18:55:57.000000+00:00\", \"2019-10-18 17:50:15.000000+00:00\", \"2022-05-05 03:32:51.000000+00:00\", \"2020-01-07 19:47:02.000000+00:00\", \"2019-09-21 20:43:20.000000+00:00\", \"2019-08-11 18:07:08.000000+00:00\", \"2019-04-28 07:41:52.000000+00:00\"], \"session_ids\": [\"bf8f2550-e2a7-4892-8546-b7767605bf30\", \"c5ecc361-7130-4dbe-9f0f-71993a4481a4\", \"6a6f8b8f-575e-4522-b66a-692fc3875a61\", \"772c2a09-47ce-4189-9572-42fde2667187\", \"6dca0ce6-0ebe-4872-8c7e-65b64a259ea2\", \"c8147ea1-3bf4-4d55-90f2-d59484e30be6\", \"88e0836b-6206-4c0b-a4d2-038eaf27fcae\"], \"total_duration\": 1289.0, \"total_sessions\": 7, \"mean_week_duration\": 8.056}, \"1322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-14 14:46:15.000000+00:00\", \"2022-11-01 06:13:44.000000+00:00\", \"2019-07-08 17:26:13.000000+00:00\", \"2019-12-06 05:19:21.000000+00:00\", \"2021-05-10 15:57:17.000000+00:00\", \"2021-08-21 16:41:37.000000+00:00\"], \"session_ids\": [\"9a851764-35b0-4829-a698-4549e79c65d3\", \"96796dc8-4558-4f2d-9e90-3246094b85ff\", \"0ca742e6-374c-4019-be1d-6b53d35e5a80\", \"7621f4ab-a84b-4ea2-a77e-ab47e0f551a5\", \"d5432263-2a06-41a0-a89a-c3312f6b1cec\", \"b4537863-44d0-4596-a15d-3cd0f69843e5\"], \"total_duration\": 2180.0, \"total_sessions\": 6, \"mean_week_duration\": 12.601}, \"50866\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-08 05:16:57.000000+00:00\", \"2022-08-04 05:06:51.000000+00:00\"], \"session_ids\": [\"4d4ad699-ac81-43a4-8add-45c297bc7007\", \"f5a2ed01-da4f-4805-a961-51b69dd2c077\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"58998\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-01-16 13:25:57.000000+00:00\", \"2020-06-25 02:49:33.000000+00:00\", \"2020-01-31 11:42:38.000000+00:00\", \"2022-09-20 10:15:55.000000+00:00\", \"2023-03-21 01:02:52.000000+00:00\", \"2019-06-24 08:20:55.000000+00:00\", \"2023-03-12 19:12:05.000000+00:00\", \"2020-12-23 07:50:33.000000+00:00\", \"2020-11-23 14:53:29.000000+00:00\"], \"session_ids\": [\"5b8227a9-235f-49c5-bc53-d0249b34efc5\", \"2db44864-103c-47e7-a848-56bf0880d53e\", \"e3342979-5ad5-4f49-aa91-094386b2191b\", \"600a3281-401f-4bda-9e4b-305114117452\", \"93298dcf-2256-43f8-8dbf-32afd5f1c1c0\", \"01cef4ef-83c2-4302-8b51-5b924ebf6010\", \"bbefae74-951a-45ec-a761-92d8a1d6f40d\", \"fe741d28-447a-4559-bf32-7a76e1726eaa\", \"e7c7df6a-b8cd-4db8-8cbf-ab05bd43c9c5\"], \"total_duration\": 4624.0, \"total_sessions\": 9, \"mean_week_duration\": 21.211}, \"3138\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-25 04:58:58.000000+00:00\", \"2021-01-31 22:07:28.000000+00:00\"], \"session_ids\": [\"f3293cef-f115-4ca0-81c2-c91b71eedd24\", \"58158f40-c0bd-450d-aa70-4eebe0f1a450\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 3.783}, \"97471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-02-20 17:08:09.000000+00:00\", \"2020-03-28 11:44:55.000000+00:00\"], \"session_ids\": [\"14dc7c67-c749-43bf-88aa-496a82f92c0d\", \"347d9cf0-2b0b-4d72-b80e-6ad74c43c4be\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 2.052}, \"78875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-12-15 17:36:00.000000+00:00\", \"2021-03-28 10:56:44.000000+00:00\"], \"session_ids\": [\"b7f454fb-c4c1-4dd4-b005-cc02359b6ea6\", \"ff4e3959-6f55-4c4c-b9de-afb761175fcf\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.672}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Bogota, London, Copenhagen, Zurich, Stockholm, Rome, Madrid" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Bogota\", \"London\", \"Copenhagen\", \"Zurich\", \"Stockholm\", \"Rome\", \"Madrid\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user with a total time using the app that is higher than 3250 and lower than 2241, exclusively , apply sorting by overall total sessions from the largest value to the smallest value additionaly provide me only with 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{\"35928\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-22 12:07:03.000000+00:00\", \"2020-09-13 17:50:22.000000+00:00\"], \"session_ids\": [\"ad49ba7c-1f62-4f05-8b0e-7cef0146fbdc\", \"321a75cf-efbf-4a9b-ad66-43eef61b19fc\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 5.836}, \"39902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-10-27 22:07:06.000000+00:00\", \"2019-12-25 16:37:37.000000+00:00\", \"2019-04-27 05:17:17.000000+00:00\", \"2019-08-13 06:28:29.000000+00:00\", \"2019-07-17 11:42:00.000000+00:00\", \"2021-12-09 18:47:51.000000+00:00\", \"2022-07-20 06:23:26.000000+00:00\", \"2022-11-11 23:42:30.000000+00:00\"], \"session_ids\": [\"1ec03405-0b26-4e57-b009-2dd1294a63f6\", \"064fcdf5-2549-4f42-8b70-e61460840e5f\", \"6353d068-e086-4c10-b1ae-c2fffb7e98cb\", \"a85376b7-e686-4ad1-806f-9bd2e6c02d28\", \"4523347b-3f48-4e7c-ad4f-4afa5eb171b0\", \"341efcf8-db9e-42f6-bc73-7c0dbd97af36\", \"aa2ad082-cdf2-44b5-8e32-cb2300113ac9\", \"7fa3eaf8-ac0b-49df-a44d-32509b1ded9b\"], \"total_duration\": 5843.0, \"total_sessions\": 8, \"mean_week_duration\": 31.584}, \"93447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-30 20:30:29.000000+00:00\", \"2019-06-27 23:06:52.000000+00:00\", \"2023-02-16 08:01:44.000000+00:00\", \"2023-04-28 08:00:03.000000+00:00\", \"2020-04-23 06:09:04.000000+00:00\", \"2019-07-13 08:48:32.000000+00:00\"], \"session_ids\": [\"9646348b-b431-4df6-a7fc-461330dc4035\", \"f5665585-4d80-4ce3-93dc-1936313e363e\", \"b1258724-68dc-4b27-9f45-b66c49f3297b\", \"dc6506cc-0473-43a9-b159-f4093c8f9ac9\", \"ac923d40-dca0-49e9-bb6b-82ef1e9015ee\", \"580f5968-72d1-45b6-881b-86f9aa64df9e\"], \"total_duration\": 6209.0, \"total_sessions\": 6, \"mean_week_duration\": 29.708}, \"6707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-11-04 22:57:54.000000+00:00\", \"2019-03-16 22:35:47.000000+00:00\", \"2019-06-29 09:30:53.000000+00:00\", \"2021-06-10 23:15:24.000000+00:00\"], \"session_ids\": [\"bfcd45af-905f-4e63-b2ed-3ea760d2fb23\", \"4bda739b-203a-4b8b-b132-440327afdc36\", \"4b7ff828-ed83-4821-ab75-dc1435d07055\", \"6ba11542-53bd-40ac-b9b6-d60f4083d205\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 3.547}, \"31124\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-04 18:15:30.000000+00:00\", \"2023-05-24 00:07:46.000000+00:00\", \"2019-11-09 06:46:50.000000+00:00\", \"2023-01-28 00:52:51.000000+00:00\"], \"session_ids\": [\"2a4ef9db-b62f-4d57-b12b-f77cc6c3bd71\", \"032d2e1f-3713-4b91-ad06-b00da741119c\", \"bf88b8be-6f8a-4ecc-901f-43ac76ea1204\", \"f2d2e7ed-8830-4e99-bd8f-9add24912ca8\"], \"total_duration\": 1381.0, \"total_sessions\": 4, \"mean_week_duration\": 7.465}, \"25094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-06 23:33:06.000000+00:00\", \"2020-04-06 16:32:14.000000+00:00\"], \"session_ids\": [\"06ae4460-6976-4775-8791-a00c53886344\", \"2d77fe0e-947b-4567-a042-123099d71ec1\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 3.846}, \"77696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-02 07:29:51.000000+00:00\", \"2022-07-03 18:33:55.000000+00:00\"], \"session_ids\": [\"b423a114-8bd7-483c-b95b-d4bd37f85ad6\", \"e025fa10-7a1e-43d0-9f19-c725ae0ac3eb\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 6.939}, \"44992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-19 01:01:20.000000+00:00\", \"2020-06-16 04:48:57.000000+00:00\"], \"session_ids\": [\"ea5f69e7-7e0a-4aec-86df-e0d5aaaf679a\", \"c22a5271-e66d-4c38-9f16-bb5593bddf2f\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.79}, \"88602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-12-16 06:01:20.000000+00:00\", \"2020-10-09 18:33:51.000000+00:00\", \"2019-06-13 17:25:28.000000+00:00\", \"2020-07-11 17:26:25.000000+00:00\", \"2019-09-29 22:00:50.000000+00:00\", \"2019-01-24 13:45:48.000000+00:00\"], \"session_ids\": [\"82921786-60ce-478f-8e29-1755eb138e82\", \"587d83c4-5ba4-434e-a0b4-ca20c5b0f098\", \"41667b19-1a27-4703-8532-d929beee9798\", \"9e997fd6-80dd-417d-9701-5acaf2ac923e\", \"4f880480-6d38-42a1-a3d6-1a9a005bdcdc\", \"caed2d7d-e4f5-4397-8cc5-4218b25d098c\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 2.089}, \"17247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-01 07:36:23.000000+00:00\", \"2022-01-29 15:24:38.000000+00:00\", \"2023-03-01 00:51:11.000000+00:00\"], \"session_ids\": [\"2c966195-f9d6-4604-a40a-97f34536ec9e\", \"d760ba67-b828-4d2b-bb99-7a4c7d578a7c\", \"ec71ecae-ef90-4301-89ed-6821806c0372\"], \"total_duration\": 919.0, \"total_sessions\": 3, \"mean_week_duration\": 16.123}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 2241 and are greater than 3250" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[2241, 3250]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35928\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-22 12:07:03.000000+00:00\", \"2020-09-13 17:50:22.000000+00:00\"], \"session_ids\": [\"ad49ba7c-1f62-4f05-8b0e-7cef0146fbdc\", \"321a75cf-efbf-4a9b-ad66-43eef61b19fc\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 5.836}, \"6707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-11-04 22:57:54.000000+00:00\", \"2019-03-16 22:35:47.000000+00:00\", \"2019-06-29 09:30:53.000000+00:00\", \"2021-06-10 23:15:24.000000+00:00\"], \"session_ids\": [\"bfcd45af-905f-4e63-b2ed-3ea760d2fb23\", \"4bda739b-203a-4b8b-b132-440327afdc36\", \"4b7ff828-ed83-4821-ab75-dc1435d07055\", \"6ba11542-53bd-40ac-b9b6-d60f4083d205\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 3.547}, \"31124\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-04 18:15:30.000000+00:00\", \"2023-05-24 00:07:46.000000+00:00\", \"2019-11-09 06:46:50.000000+00:00\", \"2023-01-28 00:52:51.000000+00:00\"], \"session_ids\": [\"2a4ef9db-b62f-4d57-b12b-f77cc6c3bd71\", \"032d2e1f-3713-4b91-ad06-b00da741119c\", \"bf88b8be-6f8a-4ecc-901f-43ac76ea1204\", \"f2d2e7ed-8830-4e99-bd8f-9add24912ca8\"], \"total_duration\": 1381.0, \"total_sessions\": 4, \"mean_week_duration\": 7.465}, \"25094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-06 23:33:06.000000+00:00\", \"2020-04-06 16:32:14.000000+00:00\"], \"session_ids\": [\"06ae4460-6976-4775-8791-a00c53886344\", \"2d77fe0e-947b-4567-a042-123099d71ec1\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 3.846}, \"77696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-02 07:29:51.000000+00:00\", \"2022-07-03 18:33:55.000000+00:00\"], \"session_ids\": [\"b423a114-8bd7-483c-b95b-d4bd37f85ad6\", \"e025fa10-7a1e-43d0-9f19-c725ae0ac3eb\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 6.939}, \"44992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-19 01:01:20.000000+00:00\", \"2020-06-16 04:48:57.000000+00:00\"], \"session_ids\": [\"ea5f69e7-7e0a-4aec-86df-e0d5aaaf679a\", \"c22a5271-e66d-4c38-9f16-bb5593bddf2f\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.79}, \"88602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-12-16 06:01:20.000000+00:00\", \"2020-10-09 18:33:51.000000+00:00\", \"2019-06-13 17:25:28.000000+00:00\", \"2020-07-11 17:26:25.000000+00:00\", \"2019-09-29 22:00:50.000000+00:00\", \"2019-01-24 13:45:48.000000+00:00\"], \"session_ids\": [\"82921786-60ce-478f-8e29-1755eb138e82\", \"587d83c4-5ba4-434e-a0b4-ca20c5b0f098\", \"41667b19-1a27-4703-8532-d929beee9798\", \"9e997fd6-80dd-417d-9701-5acaf2ac923e\", \"4f880480-6d38-42a1-a3d6-1a9a005bdcdc\", \"caed2d7d-e4f5-4397-8cc5-4218b25d098c\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 2.089}, \"17247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-01 07:36:23.000000+00:00\", \"2022-01-29 15:24:38.000000+00:00\", \"2023-03-01 00:51:11.000000+00:00\"], \"session_ids\": [\"2c966195-f9d6-4604-a40a-97f34536ec9e\", \"d760ba67-b828-4d2b-bb99-7a4c7d578a7c\", \"ec71ecae-ef90-4301-89ed-6821806c0372\"], \"total_duration\": 919.0, \"total_sessions\": 3, \"mean_week_duration\": 16.123}, \"39902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-10-27 22:07:06.000000+00:00\", \"2019-12-25 16:37:37.000000+00:00\", \"2019-04-27 05:17:17.000000+00:00\", \"2019-08-13 06:28:29.000000+00:00\", \"2019-07-17 11:42:00.000000+00:00\", \"2021-12-09 18:47:51.000000+00:00\", \"2022-07-20 06:23:26.000000+00:00\", \"2022-11-11 23:42:30.000000+00:00\"], \"session_ids\": [\"1ec03405-0b26-4e57-b009-2dd1294a63f6\", \"064fcdf5-2549-4f42-8b70-e61460840e5f\", \"6353d068-e086-4c10-b1ae-c2fffb7e98cb\", \"a85376b7-e686-4ad1-806f-9bd2e6c02d28\", \"4523347b-3f48-4e7c-ad4f-4afa5eb171b0\", \"341efcf8-db9e-42f6-bc73-7c0dbd97af36\", \"aa2ad082-cdf2-44b5-8e32-cb2300113ac9\", \"7fa3eaf8-ac0b-49df-a44d-32509b1ded9b\"], \"total_duration\": 5843.0, \"total_sessions\": 8, \"mean_week_duration\": 31.584}, \"93447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-30 20:30:29.000000+00:00\", \"2019-06-27 23:06:52.000000+00:00\", \"2023-02-16 08:01:44.000000+00:00\", \"2023-04-28 08:00:03.000000+00:00\", \"2020-04-23 06:09:04.000000+00:00\", \"2019-07-13 08:48:32.000000+00:00\"], \"session_ids\": [\"9646348b-b431-4df6-a7fc-461330dc4035\", \"f5665585-4d80-4ce3-93dc-1936313e363e\", \"b1258724-68dc-4b27-9f45-b66c49f3297b\", \"dc6506cc-0473-43a9-b159-f4093c8f9ac9\", \"ac923d40-dca0-49e9-bb6b-82ef1e9015ee\", \"580f5968-72d1-45b6-881b-86f9aa64df9e\"], \"total_duration\": 6209.0, \"total_sessions\": 6, \"mean_week_duration\": 29.708}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"39902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-10-27 22:07:06.000000+00:00\", \"2019-12-25 16:37:37.000000+00:00\", \"2019-04-27 05:17:17.000000+00:00\", \"2019-08-13 06:28:29.000000+00:00\", \"2019-07-17 11:42:00.000000+00:00\", \"2021-12-09 18:47:51.000000+00:00\", \"2022-07-20 06:23:26.000000+00:00\", \"2022-11-11 23:42:30.000000+00:00\"], \"session_ids\": [\"1ec03405-0b26-4e57-b009-2dd1294a63f6\", \"064fcdf5-2549-4f42-8b70-e61460840e5f\", \"6353d068-e086-4c10-b1ae-c2fffb7e98cb\", \"a85376b7-e686-4ad1-806f-9bd2e6c02d28\", \"4523347b-3f48-4e7c-ad4f-4afa5eb171b0\", \"341efcf8-db9e-42f6-bc73-7c0dbd97af36\", \"aa2ad082-cdf2-44b5-8e32-cb2300113ac9\", \"7fa3eaf8-ac0b-49df-a44d-32509b1ded9b\"], \"total_duration\": 5843.0, \"total_sessions\": 8, \"mean_week_duration\": 31.584}}, {\"88602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-12-16 06:01:20.000000+00:00\", \"2020-10-09 18:33:51.000000+00:00\", \"2019-06-13 17:25:28.000000+00:00\", \"2020-07-11 17:26:25.000000+00:00\", \"2019-09-29 22:00:50.000000+00:00\", \"2019-01-24 13:45:48.000000+00:00\"], \"session_ids\": [\"82921786-60ce-478f-8e29-1755eb138e82\", \"587d83c4-5ba4-434e-a0b4-ca20c5b0f098\", \"41667b19-1a27-4703-8532-d929beee9798\", \"9e997fd6-80dd-417d-9701-5acaf2ac923e\", \"4f880480-6d38-42a1-a3d6-1a9a005bdcdc\", \"caed2d7d-e4f5-4397-8cc5-4218b25d098c\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 2.089}}, {\"93447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-30 20:30:29.000000+00:00\", \"2019-06-27 23:06:52.000000+00:00\", \"2023-02-16 08:01:44.000000+00:00\", \"2023-04-28 08:00:03.000000+00:00\", \"2020-04-23 06:09:04.000000+00:00\", \"2019-07-13 08:48:32.000000+00:00\"], \"session_ids\": [\"9646348b-b431-4df6-a7fc-461330dc4035\", \"f5665585-4d80-4ce3-93dc-1936313e363e\", \"b1258724-68dc-4b27-9f45-b66c49f3297b\", \"dc6506cc-0473-43a9-b159-f4093c8f9ac9\", \"ac923d40-dca0-49e9-bb6b-82ef1e9015ee\", \"580f5968-72d1-45b6-881b-86f9aa64df9e\"], \"total_duration\": 6209.0, \"total_sessions\": 6, \"mean_week_duration\": 29.708}}, {\"6707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-11-04 22:57:54.000000+00:00\", \"2019-03-16 22:35:47.000000+00:00\", \"2019-06-29 09:30:53.000000+00:00\", \"2021-06-10 23:15:24.000000+00:00\"], \"session_ids\": [\"bfcd45af-905f-4e63-b2ed-3ea760d2fb23\", \"4bda739b-203a-4b8b-b132-440327afdc36\", \"4b7ff828-ed83-4821-ab75-dc1435d07055\", \"6ba11542-53bd-40ac-b9b6-d60f4083d205\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 3.547}}, {\"31124\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-04 18:15:30.000000+00:00\", \"2023-05-24 00:07:46.000000+00:00\", \"2019-11-09 06:46:50.000000+00:00\", \"2023-01-28 00:52:51.000000+00:00\"], \"session_ids\": [\"2a4ef9db-b62f-4d57-b12b-f77cc6c3bd71\", \"032d2e1f-3713-4b91-ad06-b00da741119c\", \"bf88b8be-6f8a-4ecc-901f-43ac76ea1204\", \"f2d2e7ed-8830-4e99-bd8f-9add24912ca8\"], \"total_duration\": 1381.0, \"total_sessions\": 4, \"mean_week_duration\": 7.465}}, {\"17247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-01 07:36:23.000000+00:00\", \"2022-01-29 15:24:38.000000+00:00\", \"2023-03-01 00:51:11.000000+00:00\"], \"session_ids\": [\"2c966195-f9d6-4604-a40a-97f34536ec9e\", \"d760ba67-b828-4d2b-bb99-7a4c7d578a7c\", \"ec71ecae-ef90-4301-89ed-6821806c0372\"], \"total_duration\": 919.0, \"total_sessions\": 3, \"mean_week_duration\": 16.123}}, {\"35928\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-22 12:07:03.000000+00:00\", \"2020-09-13 17:50:22.000000+00:00\"], \"session_ids\": [\"ad49ba7c-1f62-4f05-8b0e-7cef0146fbdc\", \"321a75cf-efbf-4a9b-ad66-43eef61b19fc\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 5.836}}, {\"25094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-06 23:33:06.000000+00:00\", \"2020-04-06 16:32:14.000000+00:00\"], \"session_ids\": [\"06ae4460-6976-4775-8791-a00c53886344\", \"2d77fe0e-947b-4567-a042-123099d71ec1\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 3.846}}, {\"77696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-02 07:29:51.000000+00:00\", \"2022-07-03 18:33:55.000000+00:00\"], \"session_ids\": [\"b423a114-8bd7-483c-b95b-d4bd37f85ad6\", \"e025fa10-7a1e-43d0-9f19-c725ae0ac3eb\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 6.939}}, {\"44992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-19 01:01:20.000000+00:00\", \"2020-06-16 04:48:57.000000+00:00\"], \"session_ids\": [\"ea5f69e7-7e0a-4aec-86df-e0d5aaaf679a\", \"c22a5271-e66d-4c38-9f16-bb5593bddf2f\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.79}}]\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[{\"39902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-10-27 22:07:06.000000+00:00\", \"2019-12-25 16:37:37.000000+00:00\", \"2019-04-27 05:17:17.000000+00:00\", \"2019-08-13 06:28:29.000000+00:00\", \"2019-07-17 11:42:00.000000+00:00\", \"2021-12-09 18:47:51.000000+00:00\", \"2022-07-20 06:23:26.000000+00:00\", \"2022-11-11 23:42:30.000000+00:00\"], \"session_ids\": [\"1ec03405-0b26-4e57-b009-2dd1294a63f6\", \"064fcdf5-2549-4f42-8b70-e61460840e5f\", \"6353d068-e086-4c10-b1ae-c2fffb7e98cb\", \"a85376b7-e686-4ad1-806f-9bd2e6c02d28\", \"4523347b-3f48-4e7c-ad4f-4afa5eb171b0\", \"341efcf8-db9e-42f6-bc73-7c0dbd97af36\", \"aa2ad082-cdf2-44b5-8e32-cb2300113ac9\", \"7fa3eaf8-ac0b-49df-a44d-32509b1ded9b\"], \"total_duration\": 5843.0, \"total_sessions\": 8, \"mean_week_duration\": 31.584}}, {\"88602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-12-16 06:01:20.000000+00:00\", \"2020-10-09 18:33:51.000000+00:00\", \"2019-06-13 17:25:28.000000+00:00\", \"2020-07-11 17:26:25.000000+00:00\", \"2019-09-29 22:00:50.000000+00:00\", \"2019-01-24 13:45:48.000000+00:00\"], \"session_ids\": [\"82921786-60ce-478f-8e29-1755eb138e82\", \"587d83c4-5ba4-434e-a0b4-ca20c5b0f098\", \"41667b19-1a27-4703-8532-d929beee9798\", \"9e997fd6-80dd-417d-9701-5acaf2ac923e\", \"4f880480-6d38-42a1-a3d6-1a9a005bdcdc\", \"caed2d7d-e4f5-4397-8cc5-4218b25d098c\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 2.089}}, {\"93447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-30 20:30:29.000000+00:00\", \"2019-06-27 23:06:52.000000+00:00\", \"2023-02-16 08:01:44.000000+00:00\", \"2023-04-28 08:00:03.000000+00:00\", \"2020-04-23 06:09:04.000000+00:00\", \"2019-07-13 08:48:32.000000+00:00\"], \"session_ids\": [\"9646348b-b431-4df6-a7fc-461330dc4035\", \"f5665585-4d80-4ce3-93dc-1936313e363e\", \"b1258724-68dc-4b27-9f45-b66c49f3297b\", \"dc6506cc-0473-43a9-b159-f4093c8f9ac9\", \"ac923d40-dca0-49e9-bb6b-82ef1e9015ee\", \"580f5968-72d1-45b6-881b-86f9aa64df9e\"], \"total_duration\": 6209.0, \"total_sessions\": 6, \"mean_week_duration\": 29.708}}, {\"6707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-11-04 22:57:54.000000+00:00\", \"2019-03-16 22:35:47.000000+00:00\", \"2019-06-29 09:30:53.000000+00:00\", \"2021-06-10 23:15:24.000000+00:00\"], \"session_ids\": [\"bfcd45af-905f-4e63-b2ed-3ea760d2fb23\", \"4bda739b-203a-4b8b-b132-440327afdc36\", \"4b7ff828-ed83-4821-ab75-dc1435d07055\", \"6ba11542-53bd-40ac-b9b6-d60f4083d205\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 3.547}}]\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[{\"39902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-10-27 22:07:06.000000+00:00\", \"2019-12-25 16:37:37.000000+00:00\", \"2019-04-27 05:17:17.000000+00:00\", \"2019-08-13 06:28:29.000000+00:00\", \"2019-07-17 11:42:00.000000+00:00\", \"2021-12-09 18:47:51.000000+00:00\", \"2022-07-20 06:23:26.000000+00:00\", \"2022-11-11 23:42:30.000000+00:00\"], \"session_ids\": [\"1ec03405-0b26-4e57-b009-2dd1294a63f6\", \"064fcdf5-2549-4f42-8b70-e61460840e5f\", \"6353d068-e086-4c10-b1ae-c2fffb7e98cb\", \"a85376b7-e686-4ad1-806f-9bd2e6c02d28\", \"4523347b-3f48-4e7c-ad4f-4afa5eb171b0\", \"341efcf8-db9e-42f6-bc73-7c0dbd97af36\", \"aa2ad082-cdf2-44b5-8e32-cb2300113ac9\", \"7fa3eaf8-ac0b-49df-a44d-32509b1ded9b\"], \"total_duration\": 5843.0, \"total_sessions\": 8, \"mean_week_duration\": 31.584}}, {\"88602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-12-16 06:01:20.000000+00:00\", \"2020-10-09 18:33:51.000000+00:00\", \"2019-06-13 17:25:28.000000+00:00\", \"2020-07-11 17:26:25.000000+00:00\", \"2019-09-29 22:00:50.000000+00:00\", \"2019-01-24 13:45:48.000000+00:00\"], \"session_ids\": [\"82921786-60ce-478f-8e29-1755eb138e82\", \"587d83c4-5ba4-434e-a0b4-ca20c5b0f098\", \"41667b19-1a27-4703-8532-d929beee9798\", \"9e997fd6-80dd-417d-9701-5acaf2ac923e\", \"4f880480-6d38-42a1-a3d6-1a9a005bdcdc\", \"caed2d7d-e4f5-4397-8cc5-4218b25d098c\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 2.089}}, {\"93447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-30 20:30:29.000000+00:00\", \"2019-06-27 23:06:52.000000+00:00\", \"2023-02-16 08:01:44.000000+00:00\", \"2023-04-28 08:00:03.000000+00:00\", \"2020-04-23 06:09:04.000000+00:00\", \"2019-07-13 08:48:32.000000+00:00\"], \"session_ids\": [\"9646348b-b431-4df6-a7fc-461330dc4035\", \"f5665585-4d80-4ce3-93dc-1936313e363e\", \"b1258724-68dc-4b27-9f45-b66c49f3297b\", \"dc6506cc-0473-43a9-b159-f4093c8f9ac9\", \"ac923d40-dca0-49e9-bb6b-82ef1e9015ee\", \"580f5968-72d1-45b6-881b-86f9aa64df9e\"], \"total_duration\": 6209.0, \"total_sessions\": 6, \"mean_week_duration\": 29.708}}, {\"6707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-11-04 22:57:54.000000+00:00\", \"2019-03-16 22:35:47.000000+00:00\", \"2019-06-29 09:30:53.000000+00:00\", \"2021-06-10 23:15:24.000000+00:00\"], \"session_ids\": [\"bfcd45af-905f-4e63-b2ed-3ea760d2fb23\", \"4bda739b-203a-4b8b-b132-440327afdc36\", \"4b7ff828-ed83-4821-ab75-dc1435d07055\", \"6ba11542-53bd-40ac-b9b6-d60f4083d205\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 3.547}}]\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 users who aren't residents of cities Reykjavik, Prague, Buenos Aires, Cape Town, Warsaw, Vienna, Budapest, Kingston , moreover apply sorting by city_name from the largest value to the smallest 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{\"53347\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-09 07:25:19.000000+00:00\", \"2020-12-02 06:01:16.000000+00:00\", \"2022-11-26 17:10:45.000000+00:00\", \"2021-10-11 21:23:58.000000+00:00\", \"2023-06-01 12:52:44.000000+00:00\", \"2021-08-28 17:01:32.000000+00:00\", \"2021-07-29 13:57:02.000000+00:00\"], \"session_ids\": [\"3100b113-e23f-4df7-a0fc-124c66797caf\", \"b5243175-e00c-48d8-9e83-227ca70cef64\", \"fd10ea40-3a21-468a-815d-4fd7902f0262\", \"177ddca3-2cfe-448b-ba67-c507584fea2e\", \"280556c9-9428-44ff-8131-ec795b06f648\", \"e9695d0d-c36e-4148-abb2-3e4ddbf6ca19\", \"4a1c2050-85de-4b92-9af8-9413d2805baf\"], \"total_duration\": 1895.0, \"total_sessions\": 7, \"mean_week_duration\": 8.422}, \"68068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-11 20:48:26.000000+00:00\", \"2020-02-05 14:37:20.000000+00:00\", \"2023-06-17 10:41:15.000000+00:00\", \"2022-11-22 07:23:55.000000+00:00\", \"2019-03-03 20:22:56.000000+00:00\", \"2020-08-11 20:17:04.000000+00:00\"], \"session_ids\": [\"9414c794-0407-471a-ade9-95bcff67139f\", \"f264e332-a4a2-4969-8514-271fcc466b4a\", \"a24c6281-1c8d-4c0e-9ebb-89800e4c8f4a\", \"b2cf4024-cebd-48bb-9f90-4167a5231cd2\", \"61869465-b0d7-469c-a744-9847f29db975\", \"c9155fdb-2e53-4378-82cf-5fa81cd100fc\"], \"total_duration\": 3311.0, \"total_sessions\": 6, \"mean_week_duration\": 14.781}, \"46579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-18 05:55:59.000000+00:00\", \"2021-04-25 11:12:12.000000+00:00\", \"2021-05-30 03:40:57.000000+00:00\", \"2023-01-06 02:29:48.000000+00:00\", \"2019-07-06 19:16:59.000000+00:00\", \"2019-11-29 12:59:53.000000+00:00\", \"2022-02-06 01:21:24.000000+00:00\", \"2022-07-02 10:20:43.000000+00:00\", \"2022-07-31 10:37:26.000000+00:00\", \"2023-05-19 01:52:51.000000+00:00\"], \"session_ids\": [\"f21bfd0f-5101-48a9-9805-c933433ddec6\", \"c737f5d6-6e9e-4b36-81d3-234a93d3f260\", \"b41481a2-73d0-46ec-83bc-5f79baab1e23\", \"daf761c1-8bd8-4818-8820-19c27d13527f\", \"55380785-a51a-42ae-9ac2-0c7c757f815d\", \"5c49ab0f-03e2-4bb9-8d42-560487dbe30b\", \"c350bcb1-d612-4d97-aae5-e45768484745\", \"5d7e5ca3-3050-4d0b-a3d2-ae66475bf7e7\", \"a3ab81c0-c5cf-4203-ac20-b1e13fbd9593\", \"692ba16d-4b64-4386-8377-80f874ae667e\"], \"total_duration\": 14532.0, \"total_sessions\": 10, \"mean_week_duration\": 71.941}, \"82477\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-08 05:27:36.000000+00:00\", \"2020-12-06 21:44:00.000000+00:00\", \"2023-03-31 20:58:33.000000+00:00\"], \"session_ids\": [\"85d779ff-fbc4-402d-b335-30ef587ce1a0\", \"dd430c81-9fce-4e3e-b8aa-272cdcd83bbd\", \"ae855b8e-5167-40d7-b32b-008c3dd49c6d\"], \"total_duration\": 550.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}, \"84681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-29 17:04:58.000000+00:00\", \"2019-12-19 15:33:59.000000+00:00\"], \"session_ids\": [\"8c265be5-7ec3-499c-8b4a-31dbed93be66\", \"c3cc03bb-f55f-46bb-802c-e31b71f5e640\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}, \"90146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-05 11:04:48.000000+00:00\", \"2022-03-30 15:22:40.000000+00:00\"], \"session_ids\": [\"53599479-f2ff-4d07-aa20-99d719c30b5d\", \"352ddd18-a3d8-45e8-9b75-7cc165635b10\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 6.569}, \"71531\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-19 15:08:01.000000+00:00\", \"2021-12-03 09:45:34.000000+00:00\"], \"session_ids\": [\"72314677-9e94-4502-b47c-107a7f2e069c\", \"145cf388-6326-4a87-921b-bbbe3df6fd96\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.05}, \"62985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-22 14:28:55.000000+00:00\", \"2019-11-23 07:39:02.000000+00:00\", \"2023-06-06 14:03:11.000000+00:00\", \"2021-10-22 02:48:26.000000+00:00\", \"2019-12-18 10:14:05.000000+00:00\"], \"session_ids\": [\"0cb2abf8-9d89-4968-a87e-8294af279c24\", \"6399549f-004e-4eb4-880e-3ca7b12eb594\", \"c50d5b6f-61de-4e72-bc3e-e0ffa2d85a5a\", \"a5260bb4-e03c-48e8-aaee-666a70c49d58\", \"89a137e5-0e2e-4030-84f1-de6ecdbe9b45\"], \"total_duration\": 830.0, \"total_sessions\": 5, \"mean_week_duration\": 4.109}, \"81595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-06 16:37:11.000000+00:00\", \"2019-06-13 13:57:13.000000+00:00\", \"2019-09-06 21:42:18.000000+00:00\", \"2021-08-12 11:55:21.000000+00:00\", \"2023-06-16 14:30:47.000000+00:00\"], \"session_ids\": [\"5b027bbf-3034-4aa4-a914-18a0b04355a5\", \"a31fe43c-73e6-445e-9c6c-33b18880204f\", \"fe0534a2-9095-45ba-b791-ac28308d9535\", \"13d1ac16-61ac-4560-ab2c-96c0a6afe445\", \"b82faa81-92c0-48b5-941a-3dd18aa28046\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.805}, \"74147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-27 15:34:17.000000+00:00\", \"2022-10-21 17:33:13.000000+00:00\", \"2020-11-14 00:33:18.000000+00:00\", \"2020-02-28 07:23:04.000000+00:00\"], \"session_ids\": [\"da35fb1c-8e90-4352-85f0-68e98f1f6dc7\", \"cfffcc65-7a35-4cff-bad3-8201be92ffdf\", \"b5949c6f-685b-4b6b-9a5e-1fcd09ade79c\", \"824199c1-40a1-4a18-b196-c3d636da1abe\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.378}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Reykjavik, Prague, Buenos Aires, Cape Town, Warsaw, Vienna, Budapest, Kingston" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\", \"Prague\", \"Buenos Aires\", \"Cape Town\", \"Warsaw\", \"Vienna\", \"Budapest\", \"Kingston\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"68068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-11 20:48:26.000000+00:00\", \"2020-02-05 14:37:20.000000+00:00\", \"2023-06-17 10:41:15.000000+00:00\", \"2022-11-22 07:23:55.000000+00:00\", \"2019-03-03 20:22:56.000000+00:00\", \"2020-08-11 20:17:04.000000+00:00\"], \"session_ids\": [\"9414c794-0407-471a-ade9-95bcff67139f\", \"f264e332-a4a2-4969-8514-271fcc466b4a\", \"a24c6281-1c8d-4c0e-9ebb-89800e4c8f4a\", \"b2cf4024-cebd-48bb-9f90-4167a5231cd2\", \"61869465-b0d7-469c-a744-9847f29db975\", \"c9155fdb-2e53-4378-82cf-5fa81cd100fc\"], \"total_duration\": 3311.0, \"total_sessions\": 6, \"mean_week_duration\": 14.781}, \"82477\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-08 05:27:36.000000+00:00\", \"2020-12-06 21:44:00.000000+00:00\", \"2023-03-31 20:58:33.000000+00:00\"], \"session_ids\": [\"85d779ff-fbc4-402d-b335-30ef587ce1a0\", \"dd430c81-9fce-4e3e-b8aa-272cdcd83bbd\", \"ae855b8e-5167-40d7-b32b-008c3dd49c6d\"], \"total_duration\": 550.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}, \"84681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-29 17:04:58.000000+00:00\", \"2019-12-19 15:33:59.000000+00:00\"], \"session_ids\": [\"8c265be5-7ec3-499c-8b4a-31dbed93be66\", \"c3cc03bb-f55f-46bb-802c-e31b71f5e640\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}, \"90146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-05 11:04:48.000000+00:00\", \"2022-03-30 15:22:40.000000+00:00\"], \"session_ids\": [\"53599479-f2ff-4d07-aa20-99d719c30b5d\", \"352ddd18-a3d8-45e8-9b75-7cc165635b10\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 6.569}, \"71531\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-19 15:08:01.000000+00:00\", \"2021-12-03 09:45:34.000000+00:00\"], \"session_ids\": [\"72314677-9e94-4502-b47c-107a7f2e069c\", \"145cf388-6326-4a87-921b-bbbe3df6fd96\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.05}, \"62985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-22 14:28:55.000000+00:00\", \"2019-11-23 07:39:02.000000+00:00\", \"2023-06-06 14:03:11.000000+00:00\", \"2021-10-22 02:48:26.000000+00:00\", \"2019-12-18 10:14:05.000000+00:00\"], \"session_ids\": [\"0cb2abf8-9d89-4968-a87e-8294af279c24\", \"6399549f-004e-4eb4-880e-3ca7b12eb594\", \"c50d5b6f-61de-4e72-bc3e-e0ffa2d85a5a\", \"a5260bb4-e03c-48e8-aaee-666a70c49d58\", \"89a137e5-0e2e-4030-84f1-de6ecdbe9b45\"], \"total_duration\": 830.0, \"total_sessions\": 5, \"mean_week_duration\": 4.109}, \"81595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-06 16:37:11.000000+00:00\", \"2019-06-13 13:57:13.000000+00:00\", \"2019-09-06 21:42:18.000000+00:00\", \"2021-08-12 11:55:21.000000+00:00\", \"2023-06-16 14:30:47.000000+00:00\"], \"session_ids\": [\"5b027bbf-3034-4aa4-a914-18a0b04355a5\", \"a31fe43c-73e6-445e-9c6c-33b18880204f\", \"fe0534a2-9095-45ba-b791-ac28308d9535\", \"13d1ac16-61ac-4560-ab2c-96c0a6afe445\", \"b82faa81-92c0-48b5-941a-3dd18aa28046\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.805}, \"74147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-27 15:34:17.000000+00:00\", \"2022-10-21 17:33:13.000000+00:00\", \"2020-11-14 00:33:18.000000+00:00\", \"2020-02-28 07:23:04.000000+00:00\"], \"session_ids\": [\"da35fb1c-8e90-4352-85f0-68e98f1f6dc7\", \"cfffcc65-7a35-4cff-bad3-8201be92ffdf\", \"b5949c6f-685b-4b6b-9a5e-1fcd09ade79c\", \"824199c1-40a1-4a18-b196-c3d636da1abe\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.378}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"62985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-22 14:28:55.000000+00:00\", \"2019-11-23 07:39:02.000000+00:00\", \"2023-06-06 14:03:11.000000+00:00\", \"2021-10-22 02:48:26.000000+00:00\", \"2019-12-18 10:14:05.000000+00:00\"], \"session_ids\": [\"0cb2abf8-9d89-4968-a87e-8294af279c24\", \"6399549f-004e-4eb4-880e-3ca7b12eb594\", \"c50d5b6f-61de-4e72-bc3e-e0ffa2d85a5a\", \"a5260bb4-e03c-48e8-aaee-666a70c49d58\", \"89a137e5-0e2e-4030-84f1-de6ecdbe9b45\"], \"total_duration\": 830.0, \"total_sessions\": 5, \"mean_week_duration\": 4.109}}, {\"90146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-05 11:04:48.000000+00:00\", \"2022-03-30 15:22:40.000000+00:00\"], \"session_ids\": [\"53599479-f2ff-4d07-aa20-99d719c30b5d\", \"352ddd18-a3d8-45e8-9b75-7cc165635b10\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 6.569}}, {\"82477\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-08 05:27:36.000000+00:00\", \"2020-12-06 21:44:00.000000+00:00\", \"2023-03-31 20:58:33.000000+00:00\"], \"session_ids\": [\"85d779ff-fbc4-402d-b335-30ef587ce1a0\", \"dd430c81-9fce-4e3e-b8aa-272cdcd83bbd\", \"ae855b8e-5167-40d7-b32b-008c3dd49c6d\"], \"total_duration\": 550.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}}, {\"84681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-29 17:04:58.000000+00:00\", \"2019-12-19 15:33:59.000000+00:00\"], \"session_ids\": [\"8c265be5-7ec3-499c-8b4a-31dbed93be66\", \"c3cc03bb-f55f-46bb-802c-e31b71f5e640\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}}, {\"71531\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-19 15:08:01.000000+00:00\", \"2021-12-03 09:45:34.000000+00:00\"], \"session_ids\": [\"72314677-9e94-4502-b47c-107a7f2e069c\", \"145cf388-6326-4a87-921b-bbbe3df6fd96\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.05}}, {\"81595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-06 16:37:11.000000+00:00\", \"2019-06-13 13:57:13.000000+00:00\", \"2019-09-06 21:42:18.000000+00:00\", \"2021-08-12 11:55:21.000000+00:00\", \"2023-06-16 14:30:47.000000+00:00\"], \"session_ids\": [\"5b027bbf-3034-4aa4-a914-18a0b04355a5\", \"a31fe43c-73e6-445e-9c6c-33b18880204f\", \"fe0534a2-9095-45ba-b791-ac28308d9535\", \"13d1ac16-61ac-4560-ab2c-96c0a6afe445\", \"b82faa81-92c0-48b5-941a-3dd18aa28046\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.805}}, {\"68068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-11 20:48:26.000000+00:00\", \"2020-02-05 14:37:20.000000+00:00\", \"2023-06-17 10:41:15.000000+00:00\", \"2022-11-22 07:23:55.000000+00:00\", \"2019-03-03 20:22:56.000000+00:00\", \"2020-08-11 20:17:04.000000+00:00\"], \"session_ids\": [\"9414c794-0407-471a-ade9-95bcff67139f\", \"f264e332-a4a2-4969-8514-271fcc466b4a\", \"a24c6281-1c8d-4c0e-9ebb-89800e4c8f4a\", \"b2cf4024-cebd-48bb-9f90-4167a5231cd2\", \"61869465-b0d7-469c-a744-9847f29db975\", \"c9155fdb-2e53-4378-82cf-5fa81cd100fc\"], \"total_duration\": 3311.0, \"total_sessions\": 6, \"mean_week_duration\": 14.781}}, {\"74147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-27 15:34:17.000000+00:00\", \"2022-10-21 17:33:13.000000+00:00\", \"2020-11-14 00:33:18.000000+00:00\", \"2020-02-28 07:23:04.000000+00:00\"], \"session_ids\": [\"da35fb1c-8e90-4352-85f0-68e98f1f6dc7\", \"cfffcc65-7a35-4cff-bad3-8201be92ffdf\", \"b5949c6f-685b-4b6b-9a5e-1fcd09ade79c\", \"824199c1-40a1-4a18-b196-c3d636da1abe\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.378}}]\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[{\"62985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-22 14:28:55.000000+00:00\", \"2019-11-23 07:39:02.000000+00:00\", \"2023-06-06 14:03:11.000000+00:00\", \"2021-10-22 02:48:26.000000+00:00\", \"2019-12-18 10:14:05.000000+00:00\"], \"session_ids\": [\"0cb2abf8-9d89-4968-a87e-8294af279c24\", \"6399549f-004e-4eb4-880e-3ca7b12eb594\", \"c50d5b6f-61de-4e72-bc3e-e0ffa2d85a5a\", \"a5260bb4-e03c-48e8-aaee-666a70c49d58\", \"89a137e5-0e2e-4030-84f1-de6ecdbe9b45\"], \"total_duration\": 830.0, \"total_sessions\": 5, \"mean_week_duration\": 4.109}}, {\"90146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-05 11:04:48.000000+00:00\", \"2022-03-30 15:22:40.000000+00:00\"], \"session_ids\": [\"53599479-f2ff-4d07-aa20-99d719c30b5d\", \"352ddd18-a3d8-45e8-9b75-7cc165635b10\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 6.569}}, {\"82477\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-08 05:27:36.000000+00:00\", \"2020-12-06 21:44:00.000000+00:00\", \"2023-03-31 20:58:33.000000+00:00\"], \"session_ids\": [\"85d779ff-fbc4-402d-b335-30ef587ce1a0\", \"dd430c81-9fce-4e3e-b8aa-272cdcd83bbd\", \"ae855b8e-5167-40d7-b32b-008c3dd49c6d\"], \"total_duration\": 550.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}}, {\"84681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-29 17:04:58.000000+00:00\", \"2019-12-19 15:33:59.000000+00:00\"], \"session_ids\": [\"8c265be5-7ec3-499c-8b4a-31dbed93be66\", \"c3cc03bb-f55f-46bb-802c-e31b71f5e640\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}}, {\"71531\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-19 15:08:01.000000+00:00\", \"2021-12-03 09:45:34.000000+00:00\"], \"session_ids\": [\"72314677-9e94-4502-b47c-107a7f2e069c\", \"145cf388-6326-4a87-921b-bbbe3df6fd96\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 16.05}}, {\"81595\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-06 16:37:11.000000+00:00\", \"2019-06-13 13:57:13.000000+00:00\", \"2019-09-06 21:42:18.000000+00:00\", \"2021-08-12 11:55:21.000000+00:00\", \"2023-06-16 14:30:47.000000+00:00\"], \"session_ids\": [\"5b027bbf-3034-4aa4-a914-18a0b04355a5\", \"a31fe43c-73e6-445e-9c6c-33b18880204f\", \"fe0534a2-9095-45ba-b791-ac28308d9535\", \"13d1ac16-61ac-4560-ab2c-96c0a6afe445\", \"b82faa81-92c0-48b5-941a-3dd18aa28046\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.805}}, {\"68068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-11 20:48:26.000000+00:00\", \"2020-02-05 14:37:20.000000+00:00\", \"2023-06-17 10:41:15.000000+00:00\", \"2022-11-22 07:23:55.000000+00:00\", \"2019-03-03 20:22:56.000000+00:00\", \"2020-08-11 20:17:04.000000+00:00\"], \"session_ids\": [\"9414c794-0407-471a-ade9-95bcff67139f\", \"f264e332-a4a2-4969-8514-271fcc466b4a\", \"a24c6281-1c8d-4c0e-9ebb-89800e4c8f4a\", \"b2cf4024-cebd-48bb-9f90-4167a5231cd2\", \"61869465-b0d7-469c-a744-9847f29db975\", \"c9155fdb-2e53-4378-82cf-5fa81cd100fc\"], \"total_duration\": 3311.0, \"total_sessions\": 6, \"mean_week_duration\": 14.781}}, {\"74147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-27 15:34:17.000000+00:00\", \"2022-10-21 17:33:13.000000+00:00\", \"2020-11-14 00:33:18.000000+00:00\", \"2020-02-28 07:23:04.000000+00:00\"], \"session_ids\": [\"da35fb1c-8e90-4352-85f0-68e98f1f6dc7\", \"cfffcc65-7a35-4cff-bad3-8201be92ffdf\", \"b5949c6f-685b-4b6b-9a5e-1fcd09ade79c\", \"824199c1-40a1-4a18-b196-c3d636da1abe\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.378}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on users who are users with highest overall total sessions also execute sorting by sessions summation asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"3878\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-28 22:07:30.000000+00:00\", \"2021-10-04 23:15:27.000000+00:00\"], \"session_ids\": [\"bce9265a-66b7-4aa9-a452-49dd7451ed79\", \"aa47520f-a516-4583-84bc-50588947d374\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.675}, \"11833\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-29 15:42:01.000000+00:00\", \"2022-06-11 08:07:16.000000+00:00\"], \"session_ids\": [\"7eb8bdcc-c552-4c68-ba60-1a0f22647a9d\", \"ff62256b-65a6-48f0-81f0-f73a669b9949\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.87}, \"55599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-01 20:43:50.000000+00:00\", \"2019-08-06 04:23:45.000000+00:00\", \"2023-05-24 08:06:46.000000+00:00\", \"2022-09-25 00:50:15.000000+00:00\", \"2019-10-12 18:38:08.000000+00:00\", \"2019-11-07 18:56:14.000000+00:00\"], \"session_ids\": [\"aa83277a-9e40-4da6-8562-36055f0e169d\", \"aa562d8b-8f1d-4fdc-8627-ee1213bbc07b\", \"bfe53921-566f-4102-8604-92c905942da0\", \"cee83c01-0101-4bd1-b909-c7cc66f15a7c\", \"32c8e045-2352-465e-92ff-95ef00b8c08b\", \"35b035c1-b81c-448d-b23e-0d9c5c3e4992\"], \"total_duration\": 734.0, \"total_sessions\": 6, \"mean_week_duration\": 3.688}, \"63955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-12-01 06:37:44.000000+00:00\", \"2019-12-10 10:39:43.000000+00:00\"], \"session_ids\": [\"ffee57f2-f171-49c8-aaef-0068a24c0f58\", \"3efc995d-bd2d-4143-bfc1-ed8f369adc40\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.51}, \"15045\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-19 14:49:41.000000+00:00\", \"2019-08-11 13:31:35.000000+00:00\", \"2019-01-08 23:58:45.000000+00:00\"], \"session_ids\": [\"de929d49-5a2c-4938-943d-2153b25508db\", \"7c5de6fb-d5c3-433e-a620-5e2e3d4e285c\", \"0c907b34-b0db-4357-8889-d9f024fca47f\"], \"total_duration\": 237.0, \"total_sessions\": 3, \"mean_week_duration\": 1.454}, \"14729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-07 10:47:30.000000+00:00\", \"2022-12-06 00:51:55.000000+00:00\"], \"session_ids\": [\"2d271ba5-4d94-4af5-b9be-a037ea5cd043\", \"b75d55ce-aa89-4f84-a722-23828b065cd9\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.745}, \"42599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-03-06 00:39:08.000000+00:00\", \"2022-11-05 01:50:51.000000+00:00\", \"2020-08-26 03:19:59.000000+00:00\", \"2020-02-15 02:21:54.000000+00:00\"], \"session_ids\": [\"b07b6bae-52e8-4451-b4a7-4a47dd7a435d\", \"403c0e14-b96b-45a6-b9fc-34f1fdb230d7\", \"5960ca48-9b2e-4013-86e5-25218a2e126f\", \"9bfd059e-4e47-4025-a789-7772504923cf\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.394}, \"69458\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-07 12:56:40.000000+00:00\", \"2023-05-29 14:41:38.000000+00:00\", \"2022-03-26 15:25:41.000000+00:00\", \"2020-07-25 11:58:35.000000+00:00\", \"2021-04-14 08:16:49.000000+00:00\", \"2022-08-25 06:42:04.000000+00:00\", \"2019-05-15 20:37:45.000000+00:00\", \"2019-01-20 00:37:24.000000+00:00\", \"2022-10-22 06:33:30.000000+00:00\"], \"session_ids\": [\"a9df9998-611b-4122-94ec-b550370eaddc\", \"cdc85420-4927-45a3-9b6d-18c4877401b3\", \"cd1008f9-c4f4-4d6f-b237-033c5b0965b7\", \"48709da0-c40f-4381-9022-9584966a98e6\", \"c6cd8486-e431-494f-9bf5-f06457fad136\", \"11ee2f05-0f8b-41f8-8e9e-b601afbaf7ee\", \"7d107262-0357-485d-bbd0-69963e376983\", \"54dc3ebf-af01-4cd5-81fd-611dca7646eb\", \"b776c4a1-dbbb-4a4a-b23f-1aae4ef98226\"], \"total_duration\": 549.0, \"total_sessions\": 9, \"mean_week_duration\": 2.408}, \"52933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-12-06 01:43:44.000000+00:00\", \"2019-02-22 05:24:39.000000+00:00\", \"2021-01-17 05:20:28.000000+00:00\", \"2023-01-21 00:03:39.000000+00:00\", \"2022-08-13 09:50:20.000000+00:00\", \"2019-12-21 23:18:06.000000+00:00\", \"2020-06-23 22:19:53.000000+00:00\", \"2020-04-09 00:23:35.000000+00:00\"], \"session_ids\": [\"b49093d5-3a25-493d-8c1b-602fb6ec3663\", \"2f447b74-7494-4ec7-988d-814f2b0d62ce\", \"df69db71-6aa5-4447-be6a-4cd75ee86b58\", \"7a5d00e0-0c45-4c66-bbab-29188efc43b1\", \"6d2c2777-12c5-4609-8250-41fc9775a35c\", \"2dd26813-fce3-4365-92c7-57a0fed712f3\", \"4bcd42f2-a965-480a-8997-ebd287cf4af6\", \"889e6f5c-a8e7-4486-8144-703dc1301ede\"], \"total_duration\": 10259.0, \"total_sessions\": 8, \"mean_week_duration\": 50.289}, \"68719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-23 23:10:09.000000+00:00\", \"2021-08-24 23:13:55.000000+00:00\"], \"session_ids\": [\"90c17703-ff48-4f83-b2d0-47c967681e98\", \"b659978d-998d-4c4d-8f25-f5754458c7eb\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 10.111}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69458\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-07 12:56:40.000000+00:00\", \"2023-05-29 14:41:38.000000+00:00\", \"2022-03-26 15:25:41.000000+00:00\", \"2020-07-25 11:58:35.000000+00:00\", \"2021-04-14 08:16:49.000000+00:00\", \"2022-08-25 06:42:04.000000+00:00\", \"2019-05-15 20:37:45.000000+00:00\", \"2019-01-20 00:37:24.000000+00:00\", \"2022-10-22 06:33:30.000000+00:00\"], \"session_ids\": [\"a9df9998-611b-4122-94ec-b550370eaddc\", \"cdc85420-4927-45a3-9b6d-18c4877401b3\", \"cd1008f9-c4f4-4d6f-b237-033c5b0965b7\", \"48709da0-c40f-4381-9022-9584966a98e6\", \"c6cd8486-e431-494f-9bf5-f06457fad136\", \"11ee2f05-0f8b-41f8-8e9e-b601afbaf7ee\", \"7d107262-0357-485d-bbd0-69963e376983\", \"54dc3ebf-af01-4cd5-81fd-611dca7646eb\", \"b776c4a1-dbbb-4a4a-b23f-1aae4ef98226\"], \"total_duration\": 549.0, \"total_sessions\": 9, \"mean_week_duration\": 2.408}}, {\"52933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-12-06 01:43:44.000000+00:00\", \"2019-02-22 05:24:39.000000+00:00\", \"2021-01-17 05:20:28.000000+00:00\", \"2023-01-21 00:03:39.000000+00:00\", \"2022-08-13 09:50:20.000000+00:00\", \"2019-12-21 23:18:06.000000+00:00\", \"2020-06-23 22:19:53.000000+00:00\", \"2020-04-09 00:23:35.000000+00:00\"], \"session_ids\": [\"b49093d5-3a25-493d-8c1b-602fb6ec3663\", \"2f447b74-7494-4ec7-988d-814f2b0d62ce\", \"df69db71-6aa5-4447-be6a-4cd75ee86b58\", \"7a5d00e0-0c45-4c66-bbab-29188efc43b1\", \"6d2c2777-12c5-4609-8250-41fc9775a35c\", \"2dd26813-fce3-4365-92c7-57a0fed712f3\", \"4bcd42f2-a965-480a-8997-ebd287cf4af6\", \"889e6f5c-a8e7-4486-8144-703dc1301ede\"], \"total_duration\": 10259.0, \"total_sessions\": 8, \"mean_week_duration\": 50.289}}, {\"55599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-01 20:43:50.000000+00:00\", \"2019-08-06 04:23:45.000000+00:00\", \"2023-05-24 08:06:46.000000+00:00\", \"2022-09-25 00:50:15.000000+00:00\", \"2019-10-12 18:38:08.000000+00:00\", \"2019-11-07 18:56:14.000000+00:00\"], \"session_ids\": [\"aa83277a-9e40-4da6-8562-36055f0e169d\", \"aa562d8b-8f1d-4fdc-8627-ee1213bbc07b\", \"bfe53921-566f-4102-8604-92c905942da0\", \"cee83c01-0101-4bd1-b909-c7cc66f15a7c\", \"32c8e045-2352-465e-92ff-95ef00b8c08b\", \"35b035c1-b81c-448d-b23e-0d9c5c3e4992\"], \"total_duration\": 734.0, \"total_sessions\": 6, \"mean_week_duration\": 3.688}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-01 20:43:50.000000+00:00\", \"2019-08-06 04:23:45.000000+00:00\", \"2023-05-24 08:06:46.000000+00:00\", \"2022-09-25 00:50:15.000000+00:00\", \"2019-10-12 18:38:08.000000+00:00\", \"2019-11-07 18:56:14.000000+00:00\"], \"session_ids\": [\"aa83277a-9e40-4da6-8562-36055f0e169d\", \"aa562d8b-8f1d-4fdc-8627-ee1213bbc07b\", \"bfe53921-566f-4102-8604-92c905942da0\", \"cee83c01-0101-4bd1-b909-c7cc66f15a7c\", \"32c8e045-2352-465e-92ff-95ef00b8c08b\", \"35b035c1-b81c-448d-b23e-0d9c5c3e4992\"], \"total_duration\": 734.0, \"total_sessions\": 6, \"mean_week_duration\": 3.688}}, {\"52933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-12-06 01:43:44.000000+00:00\", \"2019-02-22 05:24:39.000000+00:00\", \"2021-01-17 05:20:28.000000+00:00\", \"2023-01-21 00:03:39.000000+00:00\", \"2022-08-13 09:50:20.000000+00:00\", \"2019-12-21 23:18:06.000000+00:00\", \"2020-06-23 22:19:53.000000+00:00\", \"2020-04-09 00:23:35.000000+00:00\"], \"session_ids\": [\"b49093d5-3a25-493d-8c1b-602fb6ec3663\", \"2f447b74-7494-4ec7-988d-814f2b0d62ce\", \"df69db71-6aa5-4447-be6a-4cd75ee86b58\", \"7a5d00e0-0c45-4c66-bbab-29188efc43b1\", \"6d2c2777-12c5-4609-8250-41fc9775a35c\", \"2dd26813-fce3-4365-92c7-57a0fed712f3\", \"4bcd42f2-a965-480a-8997-ebd287cf4af6\", \"889e6f5c-a8e7-4486-8144-703dc1301ede\"], \"total_duration\": 10259.0, \"total_sessions\": 8, \"mean_week_duration\": 50.289}}, {\"69458\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-07 12:56:40.000000+00:00\", \"2023-05-29 14:41:38.000000+00:00\", \"2022-03-26 15:25:41.000000+00:00\", \"2020-07-25 11:58:35.000000+00:00\", \"2021-04-14 08:16:49.000000+00:00\", \"2022-08-25 06:42:04.000000+00:00\", \"2019-05-15 20:37:45.000000+00:00\", \"2019-01-20 00:37:24.000000+00:00\", \"2022-10-22 06:33:30.000000+00:00\"], \"session_ids\": [\"a9df9998-611b-4122-94ec-b550370eaddc\", \"cdc85420-4927-45a3-9b6d-18c4877401b3\", \"cd1008f9-c4f4-4d6f-b237-033c5b0965b7\", \"48709da0-c40f-4381-9022-9584966a98e6\", \"c6cd8486-e431-494f-9bf5-f06457fad136\", \"11ee2f05-0f8b-41f8-8e9e-b601afbaf7ee\", \"7d107262-0357-485d-bbd0-69963e376983\", \"54dc3ebf-af01-4cd5-81fd-611dca7646eb\", \"b776c4a1-dbbb-4a4a-b23f-1aae4ef98226\"], \"total_duration\": 549.0, \"total_sessions\": 9, \"mean_week_duration\": 2.408}}]\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[{\"55599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-01 20:43:50.000000+00:00\", \"2019-08-06 04:23:45.000000+00:00\", \"2023-05-24 08:06:46.000000+00:00\", \"2022-09-25 00:50:15.000000+00:00\", \"2019-10-12 18:38:08.000000+00:00\", \"2019-11-07 18:56:14.000000+00:00\"], \"session_ids\": [\"aa83277a-9e40-4da6-8562-36055f0e169d\", \"aa562d8b-8f1d-4fdc-8627-ee1213bbc07b\", \"bfe53921-566f-4102-8604-92c905942da0\", \"cee83c01-0101-4bd1-b909-c7cc66f15a7c\", \"32c8e045-2352-465e-92ff-95ef00b8c08b\", \"35b035c1-b81c-448d-b23e-0d9c5c3e4992\"], \"total_duration\": 734.0, \"total_sessions\": 6, \"mean_week_duration\": 3.688}}, {\"52933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-12-06 01:43:44.000000+00:00\", \"2019-02-22 05:24:39.000000+00:00\", \"2021-01-17 05:20:28.000000+00:00\", \"2023-01-21 00:03:39.000000+00:00\", \"2022-08-13 09:50:20.000000+00:00\", \"2019-12-21 23:18:06.000000+00:00\", \"2020-06-23 22:19:53.000000+00:00\", \"2020-04-09 00:23:35.000000+00:00\"], \"session_ids\": [\"b49093d5-3a25-493d-8c1b-602fb6ec3663\", \"2f447b74-7494-4ec7-988d-814f2b0d62ce\", \"df69db71-6aa5-4447-be6a-4cd75ee86b58\", \"7a5d00e0-0c45-4c66-bbab-29188efc43b1\", \"6d2c2777-12c5-4609-8250-41fc9775a35c\", \"2dd26813-fce3-4365-92c7-57a0fed712f3\", \"4bcd42f2-a965-480a-8997-ebd287cf4af6\", \"889e6f5c-a8e7-4486-8144-703dc1301ede\"], \"total_duration\": 10259.0, \"total_sessions\": 8, \"mean_week_duration\": 50.289}}, {\"69458\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-07 12:56:40.000000+00:00\", \"2023-05-29 14:41:38.000000+00:00\", \"2022-03-26 15:25:41.000000+00:00\", \"2020-07-25 11:58:35.000000+00:00\", \"2021-04-14 08:16:49.000000+00:00\", \"2022-08-25 06:42:04.000000+00:00\", \"2019-05-15 20:37:45.000000+00:00\", \"2019-01-20 00:37:24.000000+00:00\", \"2022-10-22 06:33:30.000000+00:00\"], \"session_ids\": [\"a9df9998-611b-4122-94ec-b550370eaddc\", \"cdc85420-4927-45a3-9b6d-18c4877401b3\", \"cd1008f9-c4f4-4d6f-b237-033c5b0965b7\", \"48709da0-c40f-4381-9022-9584966a98e6\", \"c6cd8486-e431-494f-9bf5-f06457fad136\", \"11ee2f05-0f8b-41f8-8e9e-b601afbaf7ee\", \"7d107262-0357-485d-bbd0-69963e376983\", \"54dc3ebf-af01-4cd5-81fd-611dca7646eb\", \"b776c4a1-dbbb-4a4a-b23f-1aae4ef98226\"], \"total_duration\": 549.0, \"total_sessions\": 9, \"mean_week_duration\": 2.408}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 2 users who currently live in cities Quito, Helsinki, Havana and do sorting by site usage time per week in asc , and show me 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{\"36634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-28 20:38:18.000000+00:00\", \"2020-01-12 10:44:31.000000+00:00\", \"2020-08-09 21:47:10.000000+00:00\"], \"session_ids\": [\"62a61ee3-6244-4dfb-b2a3-f2b5e922300b\", \"94964e89-4962-4702-9706-a9cdbaabaf8c\", \"95b457eb-c632-4826-8a39-1de2303d44b3\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.226}, \"84457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-22 07:59:29.000000+00:00\", \"2022-04-09 18:48:40.000000+00:00\"], \"session_ids\": [\"840823d5-ac97-4739-9c32-5edcb737decb\", \"ef873e3a-f69d-47d1-a4e3-eef93617f00d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.12}, \"50782\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-27 21:27:51.000000+00:00\", \"2020-09-03 16:52:19.000000+00:00\"], \"session_ids\": [\"893d0fd4-f567-473a-9a3f-237c53ce79cb\", \"736aafd1-bb30-4457-8bc6-a372224794e2\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 1.928}, \"65218\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-11 12:41:15.000000+00:00\", \"2020-09-24 15:46:51.000000+00:00\"], \"session_ids\": [\"6006d79b-d414-4200-bb02-f333188cd940\", \"8524a812-37ef-4b14-990b-554d86b2dbd5\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.147}, \"97985\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-26 02:45:43.000000+00:00\", \"2020-03-20 23:15:11.000000+00:00\", \"2020-09-08 07:29:24.000000+00:00\"], \"session_ids\": [\"eb42fb95-76b8-42a4-bcfb-b0e019f4f49f\", \"2badf530-9f3b-4517-a1de-1b8c7e4423e2\", \"0f688cfc-c7d5-4a6a-a62e-ee4b60e41f68\"], \"total_duration\": 701.0, \"total_sessions\": 3, \"mean_week_duration\": 10.621}, \"14784\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-08 16:45:24.000000+00:00\", \"2021-01-31 01:57:51.000000+00:00\"], \"session_ids\": [\"a291b4e4-f7ba-4a09-92ff-148bca706201\", \"23382030-5b59-4975-ac8d-7827721ff9cf\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 38.75}, \"52803\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-25 03:54:17.000000+00:00\", \"2020-02-10 10:29:49.000000+00:00\"], \"session_ids\": [\"c12e3773-90c3-4b1f-bdf0-8870c6b826c9\", \"904337fc-52a6-43f4-9b4f-285279318522\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.282}, \"27810\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-26 03:13:36.000000+00:00\", \"2019-09-06 19:34:20.000000+00:00\"], \"session_ids\": [\"b483a7ef-2ea3-4986-b092-7aae9c0db582\", \"98f88153-0077-4b56-b719-0cd4b56c575c\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}, \"41750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-07-04 22:10:34.000000+00:00\", \"2019-11-17 10:12:03.000000+00:00\"], \"session_ids\": [\"c4a65b8e-e02e-45e4-b052-9ab978d4c7cd\", \"db2a6ff8-d2ad-4949-812b-732353069bcb\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 1.95}, \"90769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-05 09:15:22.000000+00:00\", \"2019-09-22 12:28:44.000000+00:00\"], \"session_ids\": [\"23fb743f-bf69-46f7-aa9b-ecf3894eca47\", \"a7cb284a-581c-45c9-b26d-5b2466a2973b\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.717}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Quito, Helsinki, Havana" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Quito\", \"Helsinki\", \"Havana\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-22 07:59:29.000000+00:00\", \"2022-04-09 18:48:40.000000+00:00\"], \"session_ids\": [\"840823d5-ac97-4739-9c32-5edcb737decb\", \"ef873e3a-f69d-47d1-a4e3-eef93617f00d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.12}}\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[{\"84457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-22 07:59:29.000000+00:00\", \"2022-04-09 18:48:40.000000+00:00\"], \"session_ids\": [\"840823d5-ac97-4739-9c32-5edcb737decb\", \"ef873e3a-f69d-47d1-a4e3-eef93617f00d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.12}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"84457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-22 07:59:29.000000+00:00\", \"2022-04-09 18:48:40.000000+00:00\"], \"session_ids\": [\"840823d5-ac97-4739-9c32-5edcb737decb\", \"ef873e3a-f69d-47d1-a4e3-eef93617f00d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.12}}]\n```\n" } ]