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{\"8455\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-05 23:47:17.000000+00:00\", \"2021-03-15 15:03:35.000000+00:00\"], \"session_ids\": [\"59f418b1-371a-40b4-91b4-2e7902a1a8ff\", \"a37b3844-8ade-4d77-9a14-5ceafdae81e3\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.234}, \"85823\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-15 14:40:26.000000+00:00\", \"2019-03-01 10:14:50.000000+00:00\"], \"session_ids\": [\"157e27f8-5140-4fcb-884a-81ccfa31a4a2\", \"260f7b00-842c-457a-9358-e8be8cf5cf15\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 5.143}, \"77219\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-12 08:41:34.000000+00:00\", \"2020-11-25 01:49:08.000000+00:00\"], \"session_ids\": [\"272656f9-ea8e-46a6-864a-eef387c61e62\", \"bf933eab-b09f-4a24-a246-ec4639947fa3\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.327}, \"90133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-17 06:33:45.000000+00:00\", \"2022-02-27 21:31:46.000000+00:00\", \"2019-07-12 14:19:47.000000+00:00\"], \"session_ids\": [\"48170a26-6d99-4056-8dc4-9931f04781b0\", \"4ad13eb2-dfcd-4878-bb98-08e76e6a8ef1\", \"07bde765-8e90-434c-9773-2db090044fb1\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.112}, \"20095\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-29 15:56:48.000000+00:00\", \"2022-11-15 15:18:49.000000+00:00\", \"2021-07-22 01:39:16.000000+00:00\"], \"session_ids\": [\"f46c795e-8664-425b-95d8-e49576e802da\", \"db8dc83e-4528-4295-8027-ff01a668f234\", \"da60c2ea-73c7-466a-af65-e54f92e5784e\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 3.299}, \"19717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-28 12:34:23.000000+00:00\", \"2019-08-28 17:24:23.000000+00:00\", \"2020-11-20 02:49:51.000000+00:00\"], \"session_ids\": [\"aa78374a-50de-427d-9237-ac173e99d4e7\", \"02eca1db-e102-47bd-ae17-f04aeb606bd8\", \"c06da46b-f7e3-469b-b354-b6e1b0926545\"], \"total_duration\": 631.0, \"total_sessions\": 3, \"mean_week_duration\": 9.708}, \"95403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-09-26 02:37:25.000000+00:00\", \"2019-07-09 20:07:23.000000+00:00\", \"2021-09-03 18:13:30.000000+00:00\", \"2019-06-29 17:26:23.000000+00:00\", \"2023-01-06 00:22:36.000000+00:00\", \"2020-11-02 09:12:35.000000+00:00\", \"2020-12-18 05:19:36.000000+00:00\", \"2020-04-02 22:17:49.000000+00:00\", \"2020-01-23 11:54:03.000000+00:00\", \"2022-06-27 17:17:46.000000+00:00\"], \"session_ids\": [\"a3bb7b8b-0fe6-4da3-b2c3-6f0564b9c4f5\", \"e6ee06b3-2bdf-4411-af48-7455f259cbae\", \"f945a89a-9cf7-40be-91fb-0e8f3540d125\", \"1a0a7048-c386-46be-953d-56bb9ec1d08e\", \"d266f16c-e82f-403e-95df-89f3b3fa2598\", \"f9db4070-e54e-4d82-b8ab-d01ce2462559\", \"a7b20082-e19a-4198-adfe-14baa395dfa1\", \"989a38f0-e201-4bd1-b2f7-820e2807bd3c\", \"4d4973e6-5bda-41b4-8b3f-5db0fc58809f\", \"33853112-5005-467b-9274-9819a8d267cd\"], \"total_duration\": 2364.0, \"total_sessions\": 10, \"mean_week_duration\": 12.848}, \"30515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-10 16:37:55.000000+00:00\", \"2021-12-22 05:00:15.000000+00:00\", \"2019-12-22 06:42:51.000000+00:00\"], \"session_ids\": [\"3229eec6-ff97-4941-b30e-884ef389d3fe\", \"1fb6af73-17e5-4531-8530-e5541c124fe7\", \"8dc33af7-613d-4ea3-9e20-71499883b464\"], \"total_duration\": 175.0, \"total_sessions\": 3, \"mean_week_duration\": 1.129}, \"99862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2023-04-15 23:23:02.000000+00:00\", \"2020-02-15 20:34:03.000000+00:00\"], \"session_ids\": [\"cf285466-9776-4750-a8c4-609298440490\", \"b9e95566-ff28-4da7-84ca-fc9a582b7c4f\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.897}, \"51639\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-09-07 01:58:25.000000+00:00\", \"2020-11-27 09:14:25.000000+00:00\", \"2021-07-19 04:27:04.000000+00:00\", \"2019-09-04 22:57:06.000000+00:00\", \"2023-04-01 01:58:52.000000+00:00\", \"2019-04-29 13:01:33.000000+00:00\", \"2022-11-14 12:10:42.000000+00:00\", \"2022-01-20 12:00:37.000000+00:00\", \"2020-12-23 06:31:34.000000+00:00\"], \"session_ids\": [\"045122a5-d3db-4838-903a-ff8af72ecdc5\", \"2610555b-bbe8-4bd1-9a8f-c884452827d8\", \"096c9e48-528a-435d-b1a5-b1723ce2886d\", \"58f1fb2c-f8fd-4ef1-9a0b-b41ad8544987\", \"d2741a7e-8756-4e9c-92fc-10067223a3a0\", \"74685f36-92e5-4da9-a137-fe78b96e1392\", \"b0135718-1ec6-444b-b5ac-3ff2dac44552\", \"0924fd30-6f2e-45e1-9861-20c19b6572c4\", \"ca2db17f-6a57-49a8-a700-0728447b1254\"], \"total_duration\": 8525.0, \"total_sessions\": 9, \"mean_week_duration\": 41.585}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8455\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-05 23:47:17.000000+00:00\", \"2021-03-15 15:03:35.000000+00:00\"], \"session_ids\": [\"59f418b1-371a-40b4-91b4-2e7902a1a8ff\", \"a37b3844-8ade-4d77-9a14-5ceafdae81e3\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.234}, \"85823\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-15 14:40:26.000000+00:00\", \"2019-03-01 10:14:50.000000+00:00\"], \"session_ids\": [\"157e27f8-5140-4fcb-884a-81ccfa31a4a2\", \"260f7b00-842c-457a-9358-e8be8cf5cf15\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 5.143}, \"77219\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-12 08:41:34.000000+00:00\", \"2020-11-25 01:49:08.000000+00:00\"], \"session_ids\": [\"272656f9-ea8e-46a6-864a-eef387c61e62\", \"bf933eab-b09f-4a24-a246-ec4639947fa3\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.327}, \"90133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-17 06:33:45.000000+00:00\", \"2022-02-27 21:31:46.000000+00:00\", \"2019-07-12 14:19:47.000000+00:00\"], \"session_ids\": [\"48170a26-6d99-4056-8dc4-9931f04781b0\", \"4ad13eb2-dfcd-4878-bb98-08e76e6a8ef1\", \"07bde765-8e90-434c-9773-2db090044fb1\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.112}, \"20095\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-29 15:56:48.000000+00:00\", \"2022-11-15 15:18:49.000000+00:00\", \"2021-07-22 01:39:16.000000+00:00\"], \"session_ids\": [\"f46c795e-8664-425b-95d8-e49576e802da\", \"db8dc83e-4528-4295-8027-ff01a668f234\", \"da60c2ea-73c7-466a-af65-e54f92e5784e\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 3.299}, \"19717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-28 12:34:23.000000+00:00\", \"2019-08-28 17:24:23.000000+00:00\", \"2020-11-20 02:49:51.000000+00:00\"], \"session_ids\": [\"aa78374a-50de-427d-9237-ac173e99d4e7\", \"02eca1db-e102-47bd-ae17-f04aeb606bd8\", \"c06da46b-f7e3-469b-b354-b6e1b0926545\"], \"total_duration\": 631.0, \"total_sessions\": 3, \"mean_week_duration\": 9.708}, \"30515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-10 16:37:55.000000+00:00\", \"2021-12-22 05:00:15.000000+00:00\", \"2019-12-22 06:42:51.000000+00:00\"], \"session_ids\": [\"3229eec6-ff97-4941-b30e-884ef389d3fe\", \"1fb6af73-17e5-4531-8530-e5541c124fe7\", \"8dc33af7-613d-4ea3-9e20-71499883b464\"], \"total_duration\": 175.0, \"total_sessions\": 3, \"mean_week_duration\": 1.129}, \"99862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2023-04-15 23:23:02.000000+00:00\", \"2020-02-15 20:34:03.000000+00:00\"], \"session_ids\": [\"cf285466-9776-4750-a8c4-609298440490\", \"b9e95566-ff28-4da7-84ca-fc9a582b7c4f\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.897}}\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[{\"19717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-28 12:34:23.000000+00:00\", \"2019-08-28 17:24:23.000000+00:00\", \"2020-11-20 02:49:51.000000+00:00\"], \"session_ids\": [\"aa78374a-50de-427d-9237-ac173e99d4e7\", \"02eca1db-e102-47bd-ae17-f04aeb606bd8\", \"c06da46b-f7e3-469b-b354-b6e1b0926545\"], \"total_duration\": 631.0, \"total_sessions\": 3, \"mean_week_duration\": 9.708}}, {\"20095\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-29 15:56:48.000000+00:00\", \"2022-11-15 15:18:49.000000+00:00\", \"2021-07-22 01:39:16.000000+00:00\"], \"session_ids\": [\"f46c795e-8664-425b-95d8-e49576e802da\", \"db8dc83e-4528-4295-8027-ff01a668f234\", \"da60c2ea-73c7-466a-af65-e54f92e5784e\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 3.299}}, {\"30515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-10 16:37:55.000000+00:00\", \"2021-12-22 05:00:15.000000+00:00\", \"2019-12-22 06:42:51.000000+00:00\"], \"session_ids\": [\"3229eec6-ff97-4941-b30e-884ef389d3fe\", \"1fb6af73-17e5-4531-8530-e5541c124fe7\", \"8dc33af7-613d-4ea3-9e20-71499883b464\"], \"total_duration\": 175.0, \"total_sessions\": 3, \"mean_week_duration\": 1.129}}, {\"99862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2023-04-15 23:23:02.000000+00:00\", \"2020-02-15 20:34:03.000000+00:00\"], \"session_ids\": [\"cf285466-9776-4750-a8c4-609298440490\", \"b9e95566-ff28-4da7-84ca-fc9a582b7c4f\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.897}}, {\"8455\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-05 23:47:17.000000+00:00\", \"2021-03-15 15:03:35.000000+00:00\"], \"session_ids\": [\"59f418b1-371a-40b4-91b4-2e7902a1a8ff\", \"a37b3844-8ade-4d77-9a14-5ceafdae81e3\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.234}}, {\"85823\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-15 14:40:26.000000+00:00\", \"2019-03-01 10:14:50.000000+00:00\"], \"session_ids\": [\"157e27f8-5140-4fcb-884a-81ccfa31a4a2\", \"260f7b00-842c-457a-9358-e8be8cf5cf15\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 5.143}}, {\"90133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-17 06:33:45.000000+00:00\", \"2022-02-27 21:31:46.000000+00:00\", \"2019-07-12 14:19:47.000000+00:00\"], \"session_ids\": [\"48170a26-6d99-4056-8dc4-9931f04781b0\", \"4ad13eb2-dfcd-4878-bb98-08e76e6a8ef1\", \"07bde765-8e90-434c-9773-2db090044fb1\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.112}}, {\"77219\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-12 08:41:34.000000+00:00\", \"2020-11-25 01:49:08.000000+00:00\"], \"session_ids\": [\"272656f9-ea8e-46a6-864a-eef387c61e62\", \"bf933eab-b09f-4a24-a246-ec4639947fa3\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.327}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding 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[{\"19717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-28 12:34:23.000000+00:00\", \"2019-08-28 17:24:23.000000+00:00\", \"2020-11-20 02:49:51.000000+00:00\"], \"session_ids\": [\"aa78374a-50de-427d-9237-ac173e99d4e7\", \"02eca1db-e102-47bd-ae17-f04aeb606bd8\", \"c06da46b-f7e3-469b-b354-b6e1b0926545\"], \"total_duration\": 631.0, \"total_sessions\": 3, \"mean_week_duration\": 9.708}}, {\"20095\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-29 15:56:48.000000+00:00\", \"2022-11-15 15:18:49.000000+00:00\", \"2021-07-22 01:39:16.000000+00:00\"], \"session_ids\": [\"f46c795e-8664-425b-95d8-e49576e802da\", \"db8dc83e-4528-4295-8027-ff01a668f234\", \"da60c2ea-73c7-466a-af65-e54f92e5784e\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 3.299}}, {\"30515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-10 16:37:55.000000+00:00\", \"2021-12-22 05:00:15.000000+00:00\", \"2019-12-22 06:42:51.000000+00:00\"], \"session_ids\": [\"3229eec6-ff97-4941-b30e-884ef389d3fe\", \"1fb6af73-17e5-4531-8530-e5541c124fe7\", \"8dc33af7-613d-4ea3-9e20-71499883b464\"], \"total_duration\": 175.0, \"total_sessions\": 3, \"mean_week_duration\": 1.129}}, {\"99862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2023-04-15 23:23:02.000000+00:00\", \"2020-02-15 20:34:03.000000+00:00\"], \"session_ids\": [\"cf285466-9776-4750-a8c4-609298440490\", \"b9e95566-ff28-4da7-84ca-fc9a582b7c4f\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.897}}, {\"8455\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-05 23:47:17.000000+00:00\", \"2021-03-15 15:03:35.000000+00:00\"], \"session_ids\": [\"59f418b1-371a-40b4-91b4-2e7902a1a8ff\", \"a37b3844-8ade-4d77-9a14-5ceafdae81e3\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.234}}, {\"85823\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-15 14:40:26.000000+00:00\", \"2019-03-01 10:14:50.000000+00:00\"], \"session_ids\": [\"157e27f8-5140-4fcb-884a-81ccfa31a4a2\", \"260f7b00-842c-457a-9358-e8be8cf5cf15\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 5.143}}]\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[{\"19717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-28 12:34:23.000000+00:00\", \"2019-08-28 17:24:23.000000+00:00\", \"2020-11-20 02:49:51.000000+00:00\"], \"session_ids\": [\"aa78374a-50de-427d-9237-ac173e99d4e7\", \"02eca1db-e102-47bd-ae17-f04aeb606bd8\", \"c06da46b-f7e3-469b-b354-b6e1b0926545\"], \"total_duration\": 631.0, \"total_sessions\": 3, \"mean_week_duration\": 9.708}}, {\"20095\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-29 15:56:48.000000+00:00\", \"2022-11-15 15:18:49.000000+00:00\", \"2021-07-22 01:39:16.000000+00:00\"], \"session_ids\": [\"f46c795e-8664-425b-95d8-e49576e802da\", \"db8dc83e-4528-4295-8027-ff01a668f234\", \"da60c2ea-73c7-466a-af65-e54f92e5784e\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 3.299}}, {\"30515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-10 16:37:55.000000+00:00\", \"2021-12-22 05:00:15.000000+00:00\", \"2019-12-22 06:42:51.000000+00:00\"], \"session_ids\": [\"3229eec6-ff97-4941-b30e-884ef389d3fe\", \"1fb6af73-17e5-4531-8530-e5541c124fe7\", \"8dc33af7-613d-4ea3-9e20-71499883b464\"], \"total_duration\": 175.0, \"total_sessions\": 3, \"mean_week_duration\": 1.129}}, {\"99862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2023-04-15 23:23:02.000000+00:00\", \"2020-02-15 20:34:03.000000+00:00\"], \"session_ids\": [\"cf285466-9776-4750-a8c4-609298440490\", \"b9e95566-ff28-4da7-84ca-fc9a582b7c4f\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.897}}, {\"8455\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-05 23:47:17.000000+00:00\", \"2021-03-15 15:03:35.000000+00:00\"], \"session_ids\": [\"59f418b1-371a-40b4-91b4-2e7902a1a8ff\", \"a37b3844-8ade-4d77-9a14-5ceafdae81e3\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.234}}, {\"85823\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-15 14:40:26.000000+00:00\", \"2019-03-01 10:14:50.000000+00:00\"], \"session_ids\": [\"157e27f8-5140-4fcb-884a-81ccfa31a4a2\", \"260f7b00-842c-457a-9358-e8be8cf5cf15\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 5.143}}]\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 smallest value of time spent on the site additionaly apply sorting by quantity of sessions form the lowest value to the highest 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{\"63028\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-03 09:53:57.000000+00:00\", \"2019-12-28 21:38:52.000000+00:00\"], \"session_ids\": [\"0de72def-39c4-41b2-983f-97b2dfbb0285\", \"c240a576-f85a-4810-98c9-3511da0d6cc4\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 5.022}, \"96293\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-05-30 12:58:29.000000+00:00\", \"2019-12-26 04:35:38.000000+00:00\"], \"session_ids\": [\"e85e965d-438e-494f-98f8-463e88bea864\", \"01393817-bde7-44d0-8695-d1fe173acb89\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 12.733}, \"90199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-17 15:44:36.000000+00:00\", \"2021-11-07 21:03:19.000000+00:00\", \"2020-08-24 11:39:39.000000+00:00\", \"2023-04-16 11:49:00.000000+00:00\"], \"session_ids\": [\"fa5f68be-f173-44c8-8394-5a9f8650792c\", \"23c5f6c0-62cc-4de3-8661-0a7a9ef2d59b\", \"52e0de19-9dce-4508-bbfa-5fc7870031d3\", \"a6bdeb64-2434-459c-b447-74ff9c178586\"], \"total_duration\": 972.0, \"total_sessions\": 4, \"mean_week_duration\": 4.378}, \"69873\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-04-05 17:30:36.000000+00:00\", \"2021-04-24 08:10:26.000000+00:00\"], \"session_ids\": [\"66094ca6-7898-4378-be95-dfa7afcb31d3\", \"4d41c724-0dbe-4b0d-81e6-da6a8b47d8b5\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 9.12}, \"57271\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-17 12:24:50.000000+00:00\", \"2020-10-10 14:39:23.000000+00:00\", \"2023-04-17 20:12:57.000000+00:00\"], \"session_ids\": [\"f6e6de56-e0e4-484e-befb-a945382e5bd2\", \"8065dda7-6da3-4b19-ac4b-e903a6570c64\", \"3ffc6744-a9fb-490b-9957-3ea7482dfb92\"], \"total_duration\": 837.0, \"total_sessions\": 3, \"mean_week_duration\": 4.005}, \"98930\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-02-10 08:20:37.000000+00:00\", \"2020-06-19 22:38:11.000000+00:00\", \"2021-09-27 21:35:22.000000+00:00\", \"2019-01-29 18:39:15.000000+00:00\", \"2022-02-18 11:17:27.000000+00:00\", \"2023-05-12 23:17:29.000000+00:00\", \"2021-03-25 15:08:50.000000+00:00\"], \"session_ids\": [\"1fb23e98-3299-45a8-8e9e-ae39749aa7f8\", \"ee1de82b-39de-4ed2-8409-ab12da913423\", \"6e29b6f9-7025-4aaa-88b4-4a138f830209\", \"f3d90c21-1963-49da-b53c-01d495dde761\", \"ae5a28cb-9c4b-4a09-b7f0-d804bf217647\", \"0eac7b7b-1466-46bb-8ebb-1b7240268fb0\", \"dc93f212-3a3c-42fb-b9f8-ca4d1a44bab6\"], \"total_duration\": 612.0, \"total_sessions\": 7, \"mean_week_duration\": 2.732}, \"96764\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-12-10 18:04:53.000000+00:00\", \"2019-02-19 22:38:56.000000+00:00\", \"2021-05-13 00:13:02.000000+00:00\"], \"session_ids\": [\"22961f43-06bf-41d2-8989-8a78014c6714\", \"f6b960d5-89bd-4c2d-9d79-2a612ef771ed\", \"a362d531-523a-47fa-9038-6a5dc1a488a0\"], \"total_duration\": 433.0, \"total_sessions\": 3, \"mean_week_duration\": 3.701}, \"67476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 11:13:54.000000+00:00\", \"2021-04-19 07:20:41.000000+00:00\"], \"session_ids\": [\"b0331764-5b75-410b-9939-33033077da87\", \"efecf37c-391f-46e1-a7f6-9c4d6a7869c3\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}, \"46400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-02 16:10:53.000000+00:00\", \"2022-01-30 05:22:13.000000+00:00\", \"2022-09-04 12:22:38.000000+00:00\", \"2020-07-19 16:39:04.000000+00:00\", \"2020-01-01 11:05:50.000000+00:00\", \"2019-01-18 04:54:09.000000+00:00\"], \"session_ids\": [\"106c97ec-5ca4-486a-b2ae-6776de5bf3bf\", \"8d08f454-6841-4a49-bb14-25bd6edad7b0\", \"cc54f80a-8e95-4e05-a691-77fdc6d59f6c\", \"fd838c8c-8b57-47da-9c9d-05a0bebda6ec\", \"006608b7-2e9d-403e-aeb7-c9f8eb4d8664\", \"a6021dec-2768-4784-8c6f-2c0b2150814c\"], \"total_duration\": 233.0, \"total_sessions\": 6, \"mean_week_duration\": 1.04}, \"41726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-12-06 11:29:20.000000+00:00\", \"2020-02-16 15:54:45.000000+00:00\"], \"session_ids\": [\"c420e2af-fd72-40b5-8078-8d12083ffdd3\", \"ed64ce4b-9351-4c24-ab1d-2f11a231ec86\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"67476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 11:13:54.000000+00:00\", \"2021-04-19 07:20:41.000000+00:00\"], \"session_ids\": [\"b0331764-5b75-410b-9939-33033077da87\", \"efecf37c-391f-46e1-a7f6-9c4d6a7869c3\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}}, {\"41726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-12-06 11:29:20.000000+00:00\", \"2020-02-16 15:54:45.000000+00:00\"], \"session_ids\": [\"c420e2af-fd72-40b5-8078-8d12083ffdd3\", \"ed64ce4b-9351-4c24-ab1d-2f11a231ec86\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}, {\"46400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-02 16:10:53.000000+00:00\", \"2022-01-30 05:22:13.000000+00:00\", \"2022-09-04 12:22:38.000000+00:00\", \"2020-07-19 16:39:04.000000+00:00\", \"2020-01-01 11:05:50.000000+00:00\", \"2019-01-18 04:54:09.000000+00:00\"], \"session_ids\": [\"106c97ec-5ca4-486a-b2ae-6776de5bf3bf\", \"8d08f454-6841-4a49-bb14-25bd6edad7b0\", \"cc54f80a-8e95-4e05-a691-77fdc6d59f6c\", \"fd838c8c-8b57-47da-9c9d-05a0bebda6ec\", \"006608b7-2e9d-403e-aeb7-c9f8eb4d8664\", \"a6021dec-2768-4784-8c6f-2c0b2150814c\"], \"total_duration\": 233.0, \"total_sessions\": 6, \"mean_week_duration\": 1.04}}]\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[{\"67476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 11:13:54.000000+00:00\", \"2021-04-19 07:20:41.000000+00:00\"], \"session_ids\": [\"b0331764-5b75-410b-9939-33033077da87\", \"efecf37c-391f-46e1-a7f6-9c4d6a7869c3\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}}, {\"41726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-12-06 11:29:20.000000+00:00\", \"2020-02-16 15:54:45.000000+00:00\"], \"session_ids\": [\"c420e2af-fd72-40b5-8078-8d12083ffdd3\", \"ed64ce4b-9351-4c24-ab1d-2f11a231ec86\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}, {\"46400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-02 16:10:53.000000+00:00\", \"2022-01-30 05:22:13.000000+00:00\", \"2022-09-04 12:22:38.000000+00:00\", \"2020-07-19 16:39:04.000000+00:00\", \"2020-01-01 11:05:50.000000+00:00\", \"2019-01-18 04:54:09.000000+00:00\"], \"session_ids\": [\"106c97ec-5ca4-486a-b2ae-6776de5bf3bf\", \"8d08f454-6841-4a49-bb14-25bd6edad7b0\", \"cc54f80a-8e95-4e05-a691-77fdc6d59f6c\", \"fd838c8c-8b57-47da-9c9d-05a0bebda6ec\", \"006608b7-2e9d-403e-aeb7-c9f8eb4d8664\", \"a6021dec-2768-4784-8c6f-2c0b2150814c\"], \"total_duration\": 233.0, \"total_sessions\": 6, \"mean_week_duration\": 1.04}}]\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[{\"67476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 11:13:54.000000+00:00\", \"2021-04-19 07:20:41.000000+00:00\"], \"session_ids\": [\"b0331764-5b75-410b-9939-33033077da87\", \"efecf37c-391f-46e1-a7f6-9c4d6a7869c3\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}}, {\"41726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-12-06 11:29:20.000000+00:00\", \"2020-02-16 15:54:45.000000+00:00\"], \"session_ids\": [\"c420e2af-fd72-40b5-8078-8d12083ffdd3\", \"ed64ce4b-9351-4c24-ab1d-2f11a231ec86\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}, {\"46400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-02 16:10:53.000000+00:00\", \"2022-01-30 05:22:13.000000+00:00\", \"2022-09-04 12:22:38.000000+00:00\", \"2020-07-19 16:39:04.000000+00:00\", \"2020-01-01 11:05:50.000000+00:00\", \"2019-01-18 04:54:09.000000+00:00\"], \"session_ids\": [\"106c97ec-5ca4-486a-b2ae-6776de5bf3bf\", \"8d08f454-6841-4a49-bb14-25bd6edad7b0\", \"cc54f80a-8e95-4e05-a691-77fdc6d59f6c\", \"fd838c8c-8b57-47da-9c9d-05a0bebda6ec\", \"006608b7-2e9d-403e-aeb7-c9f8eb4d8664\", \"a6021dec-2768-4784-8c6f-2c0b2150814c\"], \"total_duration\": 233.0, \"total_sessions\": 6, \"mean_week_duration\": 1.04}}]\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 user who is folk of the city Vienna also implement sorting by overall total duration from the largest to the smallest." } ]
[ { "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{\"97074\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-14 12:03:51.000000+00:00\", \"2019-11-14 12:14:11.000000+00:00\", \"2020-08-25 23:54:47.000000+00:00\", \"2019-09-25 03:35:01.000000+00:00\"], \"session_ids\": [\"5f2e444f-f90f-4862-9448-3e91d2702c33\", \"63c20fdd-6481-48e1-a1b5-77c3ccd7f996\", \"13237867-0f51-4bb4-8fac-b037627581a4\", \"a36ad6b3-2e70-41ab-b9d6-bcea4137e5c4\"], \"total_duration\": 48.0, \"total_sessions\": 4, \"mean_week_duration\": 0.271}, \"74203\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-03-25 20:26:40.000000+00:00\", \"2022-01-28 01:05:47.000000+00:00\"], \"session_ids\": [\"552a88bb-7e41-4494-8ea0-a751764d152e\", \"d00e490b-cd2b-410b-929d-2c0d135a1aaf\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 5.068}, \"26337\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-11-01 01:21:36.000000+00:00\", \"2022-02-24 23:25:54.000000+00:00\", \"2019-05-09 08:24:43.000000+00:00\"], \"session_ids\": [\"405425dd-5354-4ea4-8749-004fc7eb2bf1\", \"9e9a6e6b-d9a8-4277-9948-a01ab7a5cc6b\", \"fe2c1fe8-36e3-4f46-8f44-445c6a6a7ce0\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.582}, \"71733\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-25 08:54:47.000000+00:00\", \"2019-10-23 00:20:05.000000+00:00\", \"2021-08-20 03:36:38.000000+00:00\", \"2020-10-06 22:47:30.000000+00:00\", \"2021-02-24 10:18:42.000000+00:00\", \"2020-01-13 08:29:17.000000+00:00\"], \"session_ids\": [\"f21f2244-367c-4f77-8fd8-92edb96f9363\", \"0a7697cf-16f3-4123-832a-0ec0c627552c\", \"295ffd0d-7b38-44ff-b32d-8d38c05f9f8e\", \"3ae7fceb-dcb4-43a1-96b8-252ad26070a3\", \"330bfff3-016d-4298-9164-712b69046389\", \"ce540853-d5bd-4d6d-94a9-84f1a6a4e16f\"], \"total_duration\": 586.0, \"total_sessions\": 6, \"mean_week_duration\": 3.83}, \"10036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-23 02:35:27.000000+00:00\", \"2021-09-09 08:22:02.000000+00:00\"], \"session_ids\": [\"be9b51a5-c862-4732-905d-506243d56cb4\", \"18223ae2-2fa9-47f6-b91b-7ef39932644e\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 1.639}, \"67550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-25 08:24:29.000000+00:00\", \"2022-10-24 19:12:21.000000+00:00\"], \"session_ids\": [\"3481d7e5-a196-4e1c-978c-7bacee4f22d4\", \"700db5d4-0138-47e3-a884-96ed381da30e\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.658}, \"42375\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-17 13:39:47.000000+00:00\", \"2019-03-07 21:54:58.000000+00:00\"], \"session_ids\": [\"d5337189-fd6f-4d5c-be6f-fb8e972ee50d\", \"66523cfd-ba26-4025-88be-952b3ff9f030\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 0.904}, \"60227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-06 19:22:44.000000+00:00\", \"2022-11-19 20:02:01.000000+00:00\"], \"session_ids\": [\"8c56d4ac-9d35-4f05-a218-946792fdce3c\", \"e27fd2df-c9b9-4ee3-b9cf-1b3870b77a34\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}, \"63765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-02-16 22:14:15.000000+00:00\", \"2022-01-16 01:30:34.000000+00:00\", \"2019-02-18 13:21:49.000000+00:00\", \"2021-08-01 22:57:50.000000+00:00\", \"2022-09-18 09:16:29.000000+00:00\", \"2019-02-22 12:56:33.000000+00:00\", \"2021-01-12 11:10:41.000000+00:00\"], \"session_ids\": [\"02e3e9d7-5f8e-4b40-925a-da61699a6c12\", \"e77ae8e0-1786-405f-8771-22a95c44ab31\", \"d8a88919-53b8-4717-820c-4ca0c52c4043\", \"e9e16168-d0cd-4250-8988-856152de06c4\", \"b1e307a1-00d4-4e5c-b52e-f343dc2db95e\", \"505e00f8-b761-47ff-9549-9ae975b786b1\", \"0a87011b-8467-46ec-b5f0-19e37a404cfb\"], \"total_duration\": 87.0, \"total_sessions\": 7, \"mean_week_duration\": 0.465}, \"30987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-24 05:35:11.000000+00:00\", \"2021-09-30 18:37:12.000000+00:00\"], \"session_ids\": [\"83f69117-d8eb-4b18-bec2-5dbaed58c220\", \"6bc615f2-201a-43f4-b35d-09c11d2cbe02\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 2.478}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Vienna" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Vienna\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 4 users who are not living in city Havana , moreover sort by city naming 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{\"88690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-10 01:19:38.000000+00:00\", \"2020-09-11 21:34:45.000000+00:00\", \"2021-08-09 04:44:43.000000+00:00\", \"2020-01-15 11:32:53.000000+00:00\", \"2019-12-08 07:27:19.000000+00:00\", \"2022-08-07 02:46:13.000000+00:00\"], \"session_ids\": [\"7d9e76a2-ce6a-4099-8c36-ee5cb7746c0b\", \"3edddac8-2fcb-4a0d-92d3-f259f1d2e246\", \"674f6c90-da72-41d1-a689-3b7d4128ef88\", \"edf7d1c0-8831-458c-ab3b-1ab5c161afeb\", \"caa6a41e-320f-42a5-a64b-2b1ae6b6dd5f\", \"88ab73c9-1c39-4aca-b669-da7d8559bbce\"], \"total_duration\": 2774.0, \"total_sessions\": 6, \"mean_week_duration\": 15.497}, \"76747\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-02 19:37:32.000000+00:00\", \"2022-06-05 08:15:41.000000+00:00\"], \"session_ids\": [\"954fa5f5-3f1b-4570-a4ad-26018b534208\", \"be2dc2de-0318-41e1-8219-ff83898fa62a\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 2.179}, \"17004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-03 21:58:43.000000+00:00\", \"2020-07-21 07:51:17.000000+00:00\"], \"session_ids\": [\"f279415f-c474-4a80-8ca6-1a29fb328334\", \"9111e355-c67a-4fc7-9e25-059899b010c2\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.421}, \"28955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 16:21:07.000000+00:00\", \"2021-10-28 17:06:04.000000+00:00\", \"2022-01-18 02:33:09.000000+00:00\", \"2019-02-17 06:20:31.000000+00:00\", \"2021-04-30 00:43:28.000000+00:00\"], \"session_ids\": [\"fafa0e3f-e5c2-4cc1-bad9-d989cd1c9a70\", \"84bc3d71-0bf1-4772-9842-f4ddd35bb7b5\", \"8611b139-85d4-4898-9853-278259fccd1d\", \"291d45aa-d061-4a41-861f-ac990be46e1d\", \"d63ad533-430d-462a-ac3d-0d0280b07325\"], \"total_duration\": 2731.0, \"total_sessions\": 5, \"mean_week_duration\": 12.302}, \"35714\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-05 21:25:44.000000+00:00\", \"2021-03-15 14:15:44.000000+00:00\", \"2020-01-16 14:46:20.000000+00:00\", \"2019-12-04 07:58:00.000000+00:00\", \"2020-11-17 14:59:39.000000+00:00\"], \"session_ids\": [\"86fa3d05-c793-421d-8904-57d27d636cc4\", \"09263f16-f5cd-4de7-9a07-e2af3d362015\", \"0ab48b09-c0e0-4ac4-a0ef-feb3d6748be3\", \"a989ccf5-9ee6-4c5e-97a6-5669b69b7f86\", \"84bcc33a-b421-46a5-8d2f-6ba35ceda755\"], \"total_duration\": 3353.0, \"total_sessions\": 5, \"mean_week_duration\": 39.917}, \"58899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-09 00:12:37.000000+00:00\", \"2020-10-26 11:27:38.000000+00:00\", \"2019-07-13 15:10:50.000000+00:00\", \"2023-04-12 15:06:17.000000+00:00\"], \"session_ids\": [\"2642fb4c-c463-4625-b325-5c8f20df55a8\", \"f959ed5d-8f6b-4d95-a46b-72c1473c84dc\", \"d0f0b48b-b717-4984-89ef-6d9d08ac95a6\", \"d0a8f9c3-7478-4afb-b1f4-24c84cb1cd25\"], \"total_duration\": 1357.0, \"total_sessions\": 4, \"mean_week_duration\": 6.923}, \"48212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-02-22 09:17:10.000000+00:00\", \"2022-06-02 21:36:07.000000+00:00\", \"2019-08-01 15:21:55.000000+00:00\", \"2021-07-07 06:36:43.000000+00:00\", \"2022-04-12 02:03:19.000000+00:00\", \"2022-02-03 04:23:01.000000+00:00\", \"2022-03-14 18:01:04.000000+00:00\", \"2022-06-20 01:16:43.000000+00:00\", \"2019-03-17 09:21:16.000000+00:00\", \"2021-10-06 23:01:27.000000+00:00\", \"2019-06-01 13:51:04.000000+00:00\"], \"session_ids\": [\"2dd9d336-388d-4804-8cad-06bb7bf919ae\", \"8ce7bce1-956f-49f0-a5bb-3c526a0cd284\", \"bb75f6d9-8dae-4593-a7d8-51f812b51f21\", \"4b3fde05-0193-4124-b474-a9693a208094\", \"3d8cf6af-300f-4c5c-b980-68a8858ab57a\", \"eaee1daa-8266-4f38-bdd8-f5f7455ad376\", \"44fd6140-1b5b-4d29-9c82-1688e0940fd5\", \"db278e4e-01f6-4cf1-a14d-c6c9df5095e9\", \"14bd1ae6-1800-44cb-862f-0567d8e75529\", \"812b37be-15f9-4301-9e73-06c3e4be6a49\", \"394fbf8b-1d4f-41e6-89b6-3302807f4e98\"], \"total_duration\": 6310.0, \"total_sessions\": 11, \"mean_week_duration\": 37.118}, \"11094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-09-11 11:03:36.000000+00:00\", \"2020-01-31 01:37:23.000000+00:00\"], \"session_ids\": [\"18bb829a-3493-414b-a6e8-187501c65dcb\", \"ce809283-67ae-49ef-95ec-bcbeb1ab6858\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}, \"52989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-14 13:28:34.000000+00:00\", \"2020-02-07 22:54:27.000000+00:00\", \"2020-01-26 12:08:29.000000+00:00\", \"2022-07-17 02:42:20.000000+00:00\", \"2022-06-15 11:05:28.000000+00:00\", \"2023-03-20 17:57:15.000000+00:00\", \"2021-11-17 15:42:16.000000+00:00\", \"2022-03-31 06:20:43.000000+00:00\", \"2019-06-09 14:11:12.000000+00:00\"], \"session_ids\": [\"5e443d4b-f85c-4075-be1b-e6fc9345875e\", \"221d249a-856e-4088-988b-cda2e123998f\", \"623fe363-0c37-4c21-aa07-887b581af124\", \"a63c46d7-bd05-4f25-9aa0-acadb0fa94a3\", \"593cf4a9-4fae-454e-a025-4dad4f890221\", \"999b553e-aa91-4447-b7f1-a5fa27587018\", \"be1e2cdb-c826-4773-8f90-cef52d86954e\", \"d579464b-5bbb-40cf-b617-2c39751ee1b4\", \"e9af1198-399c-4898-9cff-595413eb9948\"], \"total_duration\": 670.0, \"total_sessions\": 9, \"mean_week_duration\": 3.252}, \"31251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-09 12:43:35.000000+00:00\", \"2021-02-17 18:34:07.000000+00:00\"], \"session_ids\": [\"5656f4e9-c3aa-4146-b3d2-a0fc3f6dee45\", \"b333ba38-d394-4166-ad4b-7f7f794a5113\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where 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{\"88690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-10 01:19:38.000000+00:00\", \"2020-09-11 21:34:45.000000+00:00\", \"2021-08-09 04:44:43.000000+00:00\", \"2020-01-15 11:32:53.000000+00:00\", \"2019-12-08 07:27:19.000000+00:00\", \"2022-08-07 02:46:13.000000+00:00\"], \"session_ids\": [\"7d9e76a2-ce6a-4099-8c36-ee5cb7746c0b\", \"3edddac8-2fcb-4a0d-92d3-f259f1d2e246\", \"674f6c90-da72-41d1-a689-3b7d4128ef88\", \"edf7d1c0-8831-458c-ab3b-1ab5c161afeb\", \"caa6a41e-320f-42a5-a64b-2b1ae6b6dd5f\", \"88ab73c9-1c39-4aca-b669-da7d8559bbce\"], \"total_duration\": 2774.0, \"total_sessions\": 6, \"mean_week_duration\": 15.497}, \"76747\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-02 19:37:32.000000+00:00\", \"2022-06-05 08:15:41.000000+00:00\"], \"session_ids\": [\"954fa5f5-3f1b-4570-a4ad-26018b534208\", \"be2dc2de-0318-41e1-8219-ff83898fa62a\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 2.179}, \"17004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-03 21:58:43.000000+00:00\", \"2020-07-21 07:51:17.000000+00:00\"], \"session_ids\": [\"f279415f-c474-4a80-8ca6-1a29fb328334\", \"9111e355-c67a-4fc7-9e25-059899b010c2\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.421}, \"28955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 16:21:07.000000+00:00\", \"2021-10-28 17:06:04.000000+00:00\", \"2022-01-18 02:33:09.000000+00:00\", \"2019-02-17 06:20:31.000000+00:00\", \"2021-04-30 00:43:28.000000+00:00\"], \"session_ids\": [\"fafa0e3f-e5c2-4cc1-bad9-d989cd1c9a70\", \"84bc3d71-0bf1-4772-9842-f4ddd35bb7b5\", \"8611b139-85d4-4898-9853-278259fccd1d\", \"291d45aa-d061-4a41-861f-ac990be46e1d\", \"d63ad533-430d-462a-ac3d-0d0280b07325\"], \"total_duration\": 2731.0, \"total_sessions\": 5, \"mean_week_duration\": 12.302}, \"35714\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-05 21:25:44.000000+00:00\", \"2021-03-15 14:15:44.000000+00:00\", \"2020-01-16 14:46:20.000000+00:00\", \"2019-12-04 07:58:00.000000+00:00\", \"2020-11-17 14:59:39.000000+00:00\"], \"session_ids\": [\"86fa3d05-c793-421d-8904-57d27d636cc4\", \"09263f16-f5cd-4de7-9a07-e2af3d362015\", \"0ab48b09-c0e0-4ac4-a0ef-feb3d6748be3\", \"a989ccf5-9ee6-4c5e-97a6-5669b69b7f86\", \"84bcc33a-b421-46a5-8d2f-6ba35ceda755\"], \"total_duration\": 3353.0, \"total_sessions\": 5, \"mean_week_duration\": 39.917}, \"58899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-09 00:12:37.000000+00:00\", \"2020-10-26 11:27:38.000000+00:00\", \"2019-07-13 15:10:50.000000+00:00\", \"2023-04-12 15:06:17.000000+00:00\"], \"session_ids\": [\"2642fb4c-c463-4625-b325-5c8f20df55a8\", \"f959ed5d-8f6b-4d95-a46b-72c1473c84dc\", \"d0f0b48b-b717-4984-89ef-6d9d08ac95a6\", \"d0a8f9c3-7478-4afb-b1f4-24c84cb1cd25\"], \"total_duration\": 1357.0, \"total_sessions\": 4, \"mean_week_duration\": 6.923}, \"48212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-02-22 09:17:10.000000+00:00\", \"2022-06-02 21:36:07.000000+00:00\", \"2019-08-01 15:21:55.000000+00:00\", \"2021-07-07 06:36:43.000000+00:00\", \"2022-04-12 02:03:19.000000+00:00\", \"2022-02-03 04:23:01.000000+00:00\", \"2022-03-14 18:01:04.000000+00:00\", \"2022-06-20 01:16:43.000000+00:00\", \"2019-03-17 09:21:16.000000+00:00\", \"2021-10-06 23:01:27.000000+00:00\", \"2019-06-01 13:51:04.000000+00:00\"], \"session_ids\": [\"2dd9d336-388d-4804-8cad-06bb7bf919ae\", \"8ce7bce1-956f-49f0-a5bb-3c526a0cd284\", \"bb75f6d9-8dae-4593-a7d8-51f812b51f21\", \"4b3fde05-0193-4124-b474-a9693a208094\", \"3d8cf6af-300f-4c5c-b980-68a8858ab57a\", \"eaee1daa-8266-4f38-bdd8-f5f7455ad376\", \"44fd6140-1b5b-4d29-9c82-1688e0940fd5\", \"db278e4e-01f6-4cf1-a14d-c6c9df5095e9\", \"14bd1ae6-1800-44cb-862f-0567d8e75529\", \"812b37be-15f9-4301-9e73-06c3e4be6a49\", \"394fbf8b-1d4f-41e6-89b6-3302807f4e98\"], \"total_duration\": 6310.0, \"total_sessions\": 11, \"mean_week_duration\": 37.118}, \"11094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-09-11 11:03:36.000000+00:00\", \"2020-01-31 01:37:23.000000+00:00\"], \"session_ids\": [\"18bb829a-3493-414b-a6e8-187501c65dcb\", \"ce809283-67ae-49ef-95ec-bcbeb1ab6858\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}, \"52989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-14 13:28:34.000000+00:00\", \"2020-02-07 22:54:27.000000+00:00\", \"2020-01-26 12:08:29.000000+00:00\", \"2022-07-17 02:42:20.000000+00:00\", \"2022-06-15 11:05:28.000000+00:00\", \"2023-03-20 17:57:15.000000+00:00\", \"2021-11-17 15:42:16.000000+00:00\", \"2022-03-31 06:20:43.000000+00:00\", \"2019-06-09 14:11:12.000000+00:00\"], \"session_ids\": [\"5e443d4b-f85c-4075-be1b-e6fc9345875e\", \"221d249a-856e-4088-988b-cda2e123998f\", \"623fe363-0c37-4c21-aa07-887b581af124\", \"a63c46d7-bd05-4f25-9aa0-acadb0fa94a3\", \"593cf4a9-4fae-454e-a025-4dad4f890221\", \"999b553e-aa91-4447-b7f1-a5fa27587018\", \"be1e2cdb-c826-4773-8f90-cef52d86954e\", \"d579464b-5bbb-40cf-b617-2c39751ee1b4\", \"e9af1198-399c-4898-9cff-595413eb9948\"], \"total_duration\": 670.0, \"total_sessions\": 9, \"mean_week_duration\": 3.252}, \"31251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-09 12:43:35.000000+00:00\", \"2021-02-17 18:34:07.000000+00:00\"], \"session_ids\": [\"5656f4e9-c3aa-4146-b3d2-a0fc3f6dee45\", \"b333ba38-d394-4166-ad4b-7f7f794a5113\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-14 13:28:34.000000+00:00\", \"2020-02-07 22:54:27.000000+00:00\", \"2020-01-26 12:08:29.000000+00:00\", \"2022-07-17 02:42:20.000000+00:00\", \"2022-06-15 11:05:28.000000+00:00\", \"2023-03-20 17:57:15.000000+00:00\", \"2021-11-17 15:42:16.000000+00:00\", \"2022-03-31 06:20:43.000000+00:00\", \"2019-06-09 14:11:12.000000+00:00\"], \"session_ids\": [\"5e443d4b-f85c-4075-be1b-e6fc9345875e\", \"221d249a-856e-4088-988b-cda2e123998f\", \"623fe363-0c37-4c21-aa07-887b581af124\", \"a63c46d7-bd05-4f25-9aa0-acadb0fa94a3\", \"593cf4a9-4fae-454e-a025-4dad4f890221\", \"999b553e-aa91-4447-b7f1-a5fa27587018\", \"be1e2cdb-c826-4773-8f90-cef52d86954e\", \"d579464b-5bbb-40cf-b617-2c39751ee1b4\", \"e9af1198-399c-4898-9cff-595413eb9948\"], \"total_duration\": 670.0, \"total_sessions\": 9, \"mean_week_duration\": 3.252}}, {\"28955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 16:21:07.000000+00:00\", \"2021-10-28 17:06:04.000000+00:00\", \"2022-01-18 02:33:09.000000+00:00\", \"2019-02-17 06:20:31.000000+00:00\", \"2021-04-30 00:43:28.000000+00:00\"], \"session_ids\": [\"fafa0e3f-e5c2-4cc1-bad9-d989cd1c9a70\", \"84bc3d71-0bf1-4772-9842-f4ddd35bb7b5\", \"8611b139-85d4-4898-9853-278259fccd1d\", \"291d45aa-d061-4a41-861f-ac990be46e1d\", \"d63ad533-430d-462a-ac3d-0d0280b07325\"], \"total_duration\": 2731.0, \"total_sessions\": 5, \"mean_week_duration\": 12.302}}, {\"58899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-09 00:12:37.000000+00:00\", \"2020-10-26 11:27:38.000000+00:00\", \"2019-07-13 15:10:50.000000+00:00\", \"2023-04-12 15:06:17.000000+00:00\"], \"session_ids\": [\"2642fb4c-c463-4625-b325-5c8f20df55a8\", \"f959ed5d-8f6b-4d95-a46b-72c1473c84dc\", \"d0f0b48b-b717-4984-89ef-6d9d08ac95a6\", \"d0a8f9c3-7478-4afb-b1f4-24c84cb1cd25\"], \"total_duration\": 1357.0, \"total_sessions\": 4, \"mean_week_duration\": 6.923}}, {\"31251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-09 12:43:35.000000+00:00\", \"2021-02-17 18:34:07.000000+00:00\"], \"session_ids\": [\"5656f4e9-c3aa-4146-b3d2-a0fc3f6dee45\", \"b333ba38-d394-4166-ad4b-7f7f794a5113\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"88690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-10 01:19:38.000000+00:00\", \"2020-09-11 21:34:45.000000+00:00\", \"2021-08-09 04:44:43.000000+00:00\", \"2020-01-15 11:32:53.000000+00:00\", \"2019-12-08 07:27:19.000000+00:00\", \"2022-08-07 02:46:13.000000+00:00\"], \"session_ids\": [\"7d9e76a2-ce6a-4099-8c36-ee5cb7746c0b\", \"3edddac8-2fcb-4a0d-92d3-f259f1d2e246\", \"674f6c90-da72-41d1-a689-3b7d4128ef88\", \"edf7d1c0-8831-458c-ab3b-1ab5c161afeb\", \"caa6a41e-320f-42a5-a64b-2b1ae6b6dd5f\", \"88ab73c9-1c39-4aca-b669-da7d8559bbce\"], \"total_duration\": 2774.0, \"total_sessions\": 6, \"mean_week_duration\": 15.497}}, {\"11094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-09-11 11:03:36.000000+00:00\", \"2020-01-31 01:37:23.000000+00:00\"], \"session_ids\": [\"18bb829a-3493-414b-a6e8-187501c65dcb\", \"ce809283-67ae-49ef-95ec-bcbeb1ab6858\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}, {\"17004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-03 21:58:43.000000+00:00\", \"2020-07-21 07:51:17.000000+00:00\"], \"session_ids\": [\"f279415f-c474-4a80-8ca6-1a29fb328334\", \"9111e355-c67a-4fc7-9e25-059899b010c2\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.421}}, {\"76747\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-02 19:37:32.000000+00:00\", \"2022-06-05 08:15:41.000000+00:00\"], \"session_ids\": [\"954fa5f5-3f1b-4570-a4ad-26018b534208\", \"be2dc2de-0318-41e1-8219-ff83898fa62a\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 2.179}}, {\"35714\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-05 21:25:44.000000+00:00\", \"2021-03-15 14:15:44.000000+00:00\", \"2020-01-16 14:46:20.000000+00:00\", \"2019-12-04 07:58:00.000000+00:00\", \"2020-11-17 14:59:39.000000+00:00\"], \"session_ids\": [\"86fa3d05-c793-421d-8904-57d27d636cc4\", \"09263f16-f5cd-4de7-9a07-e2af3d362015\", \"0ab48b09-c0e0-4ac4-a0ef-feb3d6748be3\", \"a989ccf5-9ee6-4c5e-97a6-5669b69b7f86\", \"84bcc33a-b421-46a5-8d2f-6ba35ceda755\"], \"total_duration\": 3353.0, \"total_sessions\": 5, \"mean_week_duration\": 39.917}}, {\"48212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-02-22 09:17:10.000000+00:00\", \"2022-06-02 21:36:07.000000+00:00\", \"2019-08-01 15:21:55.000000+00:00\", \"2021-07-07 06:36:43.000000+00:00\", \"2022-04-12 02:03:19.000000+00:00\", \"2022-02-03 04:23:01.000000+00:00\", \"2022-03-14 18:01:04.000000+00:00\", \"2022-06-20 01:16:43.000000+00:00\", \"2019-03-17 09:21:16.000000+00:00\", \"2021-10-06 23:01:27.000000+00:00\", \"2019-06-01 13:51:04.000000+00:00\"], \"session_ids\": [\"2dd9d336-388d-4804-8cad-06bb7bf919ae\", \"8ce7bce1-956f-49f0-a5bb-3c526a0cd284\", \"bb75f6d9-8dae-4593-a7d8-51f812b51f21\", \"4b3fde05-0193-4124-b474-a9693a208094\", \"3d8cf6af-300f-4c5c-b980-68a8858ab57a\", \"eaee1daa-8266-4f38-bdd8-f5f7455ad376\", \"44fd6140-1b5b-4d29-9c82-1688e0940fd5\", \"db278e4e-01f6-4cf1-a14d-c6c9df5095e9\", \"14bd1ae6-1800-44cb-862f-0567d8e75529\", \"812b37be-15f9-4301-9e73-06c3e4be6a49\", \"394fbf8b-1d4f-41e6-89b6-3302807f4e98\"], \"total_duration\": 6310.0, \"total_sessions\": 11, \"mean_week_duration\": 37.118}}]\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[{\"52989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-14 13:28:34.000000+00:00\", \"2020-02-07 22:54:27.000000+00:00\", \"2020-01-26 12:08:29.000000+00:00\", \"2022-07-17 02:42:20.000000+00:00\", \"2022-06-15 11:05:28.000000+00:00\", \"2023-03-20 17:57:15.000000+00:00\", \"2021-11-17 15:42:16.000000+00:00\", \"2022-03-31 06:20:43.000000+00:00\", \"2019-06-09 14:11:12.000000+00:00\"], \"session_ids\": [\"5e443d4b-f85c-4075-be1b-e6fc9345875e\", \"221d249a-856e-4088-988b-cda2e123998f\", \"623fe363-0c37-4c21-aa07-887b581af124\", \"a63c46d7-bd05-4f25-9aa0-acadb0fa94a3\", \"593cf4a9-4fae-454e-a025-4dad4f890221\", \"999b553e-aa91-4447-b7f1-a5fa27587018\", \"be1e2cdb-c826-4773-8f90-cef52d86954e\", \"d579464b-5bbb-40cf-b617-2c39751ee1b4\", \"e9af1198-399c-4898-9cff-595413eb9948\"], \"total_duration\": 670.0, \"total_sessions\": 9, \"mean_week_duration\": 3.252}}, {\"28955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 16:21:07.000000+00:00\", \"2021-10-28 17:06:04.000000+00:00\", \"2022-01-18 02:33:09.000000+00:00\", \"2019-02-17 06:20:31.000000+00:00\", \"2021-04-30 00:43:28.000000+00:00\"], \"session_ids\": [\"fafa0e3f-e5c2-4cc1-bad9-d989cd1c9a70\", \"84bc3d71-0bf1-4772-9842-f4ddd35bb7b5\", \"8611b139-85d4-4898-9853-278259fccd1d\", \"291d45aa-d061-4a41-861f-ac990be46e1d\", \"d63ad533-430d-462a-ac3d-0d0280b07325\"], \"total_duration\": 2731.0, \"total_sessions\": 5, \"mean_week_duration\": 12.302}}, {\"58899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-09 00:12:37.000000+00:00\", \"2020-10-26 11:27:38.000000+00:00\", \"2019-07-13 15:10:50.000000+00:00\", \"2023-04-12 15:06:17.000000+00:00\"], \"session_ids\": [\"2642fb4c-c463-4625-b325-5c8f20df55a8\", \"f959ed5d-8f6b-4d95-a46b-72c1473c84dc\", \"d0f0b48b-b717-4984-89ef-6d9d08ac95a6\", \"d0a8f9c3-7478-4afb-b1f4-24c84cb1cd25\"], \"total_duration\": 1357.0, \"total_sessions\": 4, \"mean_week_duration\": 6.923}}, {\"31251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-09 12:43:35.000000+00:00\", \"2021-02-17 18:34:07.000000+00:00\"], \"session_ids\": [\"5656f4e9-c3aa-4146-b3d2-a0fc3f6dee45\", \"b333ba38-d394-4166-ad4b-7f7f794a5113\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}]\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[{\"52989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-14 13:28:34.000000+00:00\", \"2020-02-07 22:54:27.000000+00:00\", \"2020-01-26 12:08:29.000000+00:00\", \"2022-07-17 02:42:20.000000+00:00\", \"2022-06-15 11:05:28.000000+00:00\", \"2023-03-20 17:57:15.000000+00:00\", \"2021-11-17 15:42:16.000000+00:00\", \"2022-03-31 06:20:43.000000+00:00\", \"2019-06-09 14:11:12.000000+00:00\"], \"session_ids\": [\"5e443d4b-f85c-4075-be1b-e6fc9345875e\", \"221d249a-856e-4088-988b-cda2e123998f\", \"623fe363-0c37-4c21-aa07-887b581af124\", \"a63c46d7-bd05-4f25-9aa0-acadb0fa94a3\", \"593cf4a9-4fae-454e-a025-4dad4f890221\", \"999b553e-aa91-4447-b7f1-a5fa27587018\", \"be1e2cdb-c826-4773-8f90-cef52d86954e\", \"d579464b-5bbb-40cf-b617-2c39751ee1b4\", \"e9af1198-399c-4898-9cff-595413eb9948\"], \"total_duration\": 670.0, \"total_sessions\": 9, \"mean_week_duration\": 3.252}}, {\"28955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 16:21:07.000000+00:00\", \"2021-10-28 17:06:04.000000+00:00\", \"2022-01-18 02:33:09.000000+00:00\", \"2019-02-17 06:20:31.000000+00:00\", \"2021-04-30 00:43:28.000000+00:00\"], \"session_ids\": [\"fafa0e3f-e5c2-4cc1-bad9-d989cd1c9a70\", \"84bc3d71-0bf1-4772-9842-f4ddd35bb7b5\", \"8611b139-85d4-4898-9853-278259fccd1d\", \"291d45aa-d061-4a41-861f-ac990be46e1d\", \"d63ad533-430d-462a-ac3d-0d0280b07325\"], \"total_duration\": 2731.0, \"total_sessions\": 5, \"mean_week_duration\": 12.302}}, {\"58899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-09 00:12:37.000000+00:00\", \"2020-10-26 11:27:38.000000+00:00\", \"2019-07-13 15:10:50.000000+00:00\", \"2023-04-12 15:06:17.000000+00:00\"], \"session_ids\": [\"2642fb4c-c463-4625-b325-5c8f20df55a8\", \"f959ed5d-8f6b-4d95-a46b-72c1473c84dc\", \"d0f0b48b-b717-4984-89ef-6d9d08ac95a6\", \"d0a8f9c3-7478-4afb-b1f4-24c84cb1cd25\"], \"total_duration\": 1357.0, \"total_sessions\": 4, \"mean_week_duration\": 6.923}}, {\"31251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-09 12:43:35.000000+00:00\", \"2021-02-17 18:34:07.000000+00:00\"], \"session_ids\": [\"5656f4e9-c3aa-4146-b3d2-a0fc3f6dee45\", \"b333ba38-d394-4166-ad4b-7f7f794a5113\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on 4 users with a app usage time per week that is higher than 17, exclusive 17 also carry out sorting by city name descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48716\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-07-21 09:17:58.000000+00:00\", \"2019-08-09 01:03:53.000000+00:00\"], \"session_ids\": [\"b7425d70-bf3f-4c16-8705-3c05a6fac8d7\", \"c5999d32-4992-4a03-bd9c-ab03b5411f4f\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 3.814}, \"62432\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-02 09:57:01.000000+00:00\", \"2022-04-30 19:22:51.000000+00:00\", \"2023-04-17 08:19:24.000000+00:00\", \"2022-04-25 22:16:24.000000+00:00\", \"2019-11-04 17:36:49.000000+00:00\", \"2021-03-07 23:12:22.000000+00:00\", \"2020-10-08 19:24:38.000000+00:00\", \"2023-05-26 17:48:43.000000+00:00\", \"2019-11-09 13:43:12.000000+00:00\", \"2021-07-10 07:30:50.000000+00:00\"], \"session_ids\": [\"a9928a20-88eb-4759-9fa7-eb46f04b3611\", \"a48a53ca-bbfd-454f-92c6-85d5661413de\", \"2134c86a-f5db-4165-bc94-7246601280b7\", \"8daab564-0bd4-4fe1-b180-f4a69e2d2194\", \"25add45e-c8bc-44d8-8fce-a20d90ec3ff0\", \"6f768e3f-76be-48dd-a40c-ace9a908d3bc\", \"8549d49f-1ad1-4a83-8b07-9ba81c27329f\", \"d983e2fc-6a3f-4911-b677-5fec1ff6ec86\", \"6787f53f-4970-417a-856b-5d9cd0fb4a1e\", \"70f07768-5472-43b3-ab33-525afe6039fa\"], \"total_duration\": 13565.0, \"total_sessions\": 10, \"mean_week_duration\": 72.93}, \"18153\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-02 11:26:56.000000+00:00\", \"2023-06-24 07:09:02.000000+00:00\", \"2021-10-04 11:29:37.000000+00:00\", \"2019-05-02 03:16:48.000000+00:00\", \"2019-10-02 12:04:05.000000+00:00\"], \"session_ids\": [\"3257f907-84df-464e-a53c-1f2187dc1f6e\", \"a89d74a1-361c-4c6a-a4b7-a38781c0ef3a\", \"7e22d412-d81b-4eda-90f4-ff24346489df\", \"0b09f2f9-0ecc-47c3-b75c-3aa79e997cd9\", \"5f742c8e-bfea-4fb6-9c6c-184d74e21768\"], \"total_duration\": 342.0, \"total_sessions\": 5, \"mean_week_duration\": 1.52}, \"39503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-11 14:17:47.000000+00:00\", \"2021-11-05 20:23:48.000000+00:00\", \"2020-11-09 11:07:26.000000+00:00\", \"2022-12-04 02:56:18.000000+00:00\", \"2021-05-10 02:37:20.000000+00:00\", \"2020-03-17 07:18:02.000000+00:00\", \"2022-06-23 22:15:42.000000+00:00\", \"2021-11-25 06:20:03.000000+00:00\"], \"session_ids\": [\"a4d5c2dd-312c-4910-ac13-6df4b81b91a3\", \"6585afdb-e4c5-4687-9cfb-69203b5bcce0\", \"30da57c0-dfe8-4c0e-ae0e-7115fe01e049\", \"aaf9882c-318d-4018-982a-a4ce11f4016a\", \"b79bf057-21d1-4785-9ca9-72dcfb1029f6\", \"d0588a0f-c7e6-4e4a-9e31-0483b04fd4e5\", \"127f705a-3002-4162-9204-683ebf3863f1\", \"c265288d-75ff-4976-81df-6eebe66ea08b\"], \"total_duration\": 15386.0, \"total_sessions\": 8, \"mean_week_duration\": 108.352}, \"45589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-06 23:34:34.000000+00:00\", \"2022-09-22 02:06:49.000000+00:00\", \"2020-04-28 06:48:35.000000+00:00\", \"2023-01-21 04:51:53.000000+00:00\", \"2023-06-10 22:21:22.000000+00:00\", \"2022-07-14 01:30:00.000000+00:00\"], \"session_ids\": [\"9be0dc5d-6165-4a3e-b9dd-8c9134952573\", \"398f04b5-d6e5-41df-ba63-0726a8a144e2\", \"0d6a40a5-8c96-495f-9f04-2db3114d380f\", \"21d76eab-a3fc-4d83-9334-c931b3bd8c6e\", \"9fda37ca-a79d-4908-8d38-0e489ed50eb3\", \"e5059bad-a82d-4984-b61e-92541f667c4f\"], \"total_duration\": 159.0, \"total_sessions\": 6, \"mean_week_duration\": 0.975}, \"49069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-15 21:50:46.000000+00:00\", \"2021-04-11 06:16:18.000000+00:00\"], \"session_ids\": [\"6429c550-c2ff-43a8-821b-642cb7c24baf\", \"a62470c7-41b3-4c90-9c00-01e2e8beeb59\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 4.471}, \"55890\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-07-22 05:08:45.000000+00:00\", \"2019-02-28 22:26:01.000000+00:00\"], \"session_ids\": [\"2d74cafe-5372-47bd-847d-9ad41eec0e2c\", \"b1f2d116-67e7-431e-a8b0-1aedc198265b\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 0.751}, \"91019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-28 14:56:10.000000+00:00\", \"2021-12-14 14:40:02.000000+00:00\"], \"session_ids\": [\"c28a6da1-984b-4d87-9ab8-50a3a5a7502f\", \"70c06faa-bb20-44c8-a09e-4c0170f97d40\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 1.309}, \"81315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 23:29:30.000000+00:00\", \"2022-02-28 19:52:16.000000+00:00\", \"2019-06-12 14:53:09.000000+00:00\", \"2019-04-07 11:15:39.000000+00:00\", \"2021-03-31 22:25:54.000000+00:00\"], \"session_ids\": [\"e6dd2290-6d85-4a56-be0a-d9cab9453806\", \"7f905676-20d1-4eb9-938c-a42529b459f1\", \"a501fc78-82ca-40e1-b642-00bff1e96b22\", \"76b04c42-406b-4c12-9beb-c3bd0a8f77a1\", \"1e56ab77-0490-40a2-ae68-4d92ab647d63\"], \"total_duration\": 3734.0, \"total_sessions\": 5, \"mean_week_duration\": 18.304}, \"59233\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-05 13:58:31.000000+00:00\", \"2020-10-24 01:18:34.000000+00:00\", \"2022-10-12 21:12:54.000000+00:00\"], \"session_ids\": [\"90c41a92-a5fb-4c59-a314-0ffb8c770021\", \"15dd9f4d-7be6-4870-9536-1dd83de6e062\", \"46a0f8f4-341c-4e84-a526-eaec162d3182\"], \"total_duration\": 257.0, \"total_sessions\": 3, \"mean_week_duration\": 1.669}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 17" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62432\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-02 09:57:01.000000+00:00\", \"2022-04-30 19:22:51.000000+00:00\", \"2023-04-17 08:19:24.000000+00:00\", \"2022-04-25 22:16:24.000000+00:00\", \"2019-11-04 17:36:49.000000+00:00\", \"2021-03-07 23:12:22.000000+00:00\", \"2020-10-08 19:24:38.000000+00:00\", \"2023-05-26 17:48:43.000000+00:00\", \"2019-11-09 13:43:12.000000+00:00\", \"2021-07-10 07:30:50.000000+00:00\"], \"session_ids\": [\"a9928a20-88eb-4759-9fa7-eb46f04b3611\", \"a48a53ca-bbfd-454f-92c6-85d5661413de\", \"2134c86a-f5db-4165-bc94-7246601280b7\", \"8daab564-0bd4-4fe1-b180-f4a69e2d2194\", \"25add45e-c8bc-44d8-8fce-a20d90ec3ff0\", \"6f768e3f-76be-48dd-a40c-ace9a908d3bc\", \"8549d49f-1ad1-4a83-8b07-9ba81c27329f\", \"d983e2fc-6a3f-4911-b677-5fec1ff6ec86\", \"6787f53f-4970-417a-856b-5d9cd0fb4a1e\", \"70f07768-5472-43b3-ab33-525afe6039fa\"], \"total_duration\": 13565.0, \"total_sessions\": 10, \"mean_week_duration\": 72.93}, \"39503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-11 14:17:47.000000+00:00\", \"2021-11-05 20:23:48.000000+00:00\", \"2020-11-09 11:07:26.000000+00:00\", \"2022-12-04 02:56:18.000000+00:00\", \"2021-05-10 02:37:20.000000+00:00\", \"2020-03-17 07:18:02.000000+00:00\", \"2022-06-23 22:15:42.000000+00:00\", \"2021-11-25 06:20:03.000000+00:00\"], \"session_ids\": [\"a4d5c2dd-312c-4910-ac13-6df4b81b91a3\", \"6585afdb-e4c5-4687-9cfb-69203b5bcce0\", \"30da57c0-dfe8-4c0e-ae0e-7115fe01e049\", \"aaf9882c-318d-4018-982a-a4ce11f4016a\", \"b79bf057-21d1-4785-9ca9-72dcfb1029f6\", \"d0588a0f-c7e6-4e4a-9e31-0483b04fd4e5\", \"127f705a-3002-4162-9204-683ebf3863f1\", \"c265288d-75ff-4976-81df-6eebe66ea08b\"], \"total_duration\": 15386.0, \"total_sessions\": 8, \"mean_week_duration\": 108.352}, \"81315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 23:29:30.000000+00:00\", \"2022-02-28 19:52:16.000000+00:00\", \"2019-06-12 14:53:09.000000+00:00\", \"2019-04-07 11:15:39.000000+00:00\", \"2021-03-31 22:25:54.000000+00:00\"], \"session_ids\": [\"e6dd2290-6d85-4a56-be0a-d9cab9453806\", \"7f905676-20d1-4eb9-938c-a42529b459f1\", \"a501fc78-82ca-40e1-b642-00bff1e96b22\", \"76b04c42-406b-4c12-9beb-c3bd0a8f77a1\", \"1e56ab77-0490-40a2-ae68-4d92ab647d63\"], \"total_duration\": 3734.0, \"total_sessions\": 5, \"mean_week_duration\": 18.304}}\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[{\"62432\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-02 09:57:01.000000+00:00\", \"2022-04-30 19:22:51.000000+00:00\", \"2023-04-17 08:19:24.000000+00:00\", \"2022-04-25 22:16:24.000000+00:00\", \"2019-11-04 17:36:49.000000+00:00\", \"2021-03-07 23:12:22.000000+00:00\", \"2020-10-08 19:24:38.000000+00:00\", \"2023-05-26 17:48:43.000000+00:00\", \"2019-11-09 13:43:12.000000+00:00\", \"2021-07-10 07:30:50.000000+00:00\"], \"session_ids\": [\"a9928a20-88eb-4759-9fa7-eb46f04b3611\", \"a48a53ca-bbfd-454f-92c6-85d5661413de\", \"2134c86a-f5db-4165-bc94-7246601280b7\", \"8daab564-0bd4-4fe1-b180-f4a69e2d2194\", \"25add45e-c8bc-44d8-8fce-a20d90ec3ff0\", \"6f768e3f-76be-48dd-a40c-ace9a908d3bc\", \"8549d49f-1ad1-4a83-8b07-9ba81c27329f\", \"d983e2fc-6a3f-4911-b677-5fec1ff6ec86\", \"6787f53f-4970-417a-856b-5d9cd0fb4a1e\", \"70f07768-5472-43b3-ab33-525afe6039fa\"], \"total_duration\": 13565.0, \"total_sessions\": 10, \"mean_week_duration\": 72.93}}, {\"39503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-11 14:17:47.000000+00:00\", \"2021-11-05 20:23:48.000000+00:00\", \"2020-11-09 11:07:26.000000+00:00\", \"2022-12-04 02:56:18.000000+00:00\", \"2021-05-10 02:37:20.000000+00:00\", \"2020-03-17 07:18:02.000000+00:00\", \"2022-06-23 22:15:42.000000+00:00\", \"2021-11-25 06:20:03.000000+00:00\"], \"session_ids\": [\"a4d5c2dd-312c-4910-ac13-6df4b81b91a3\", \"6585afdb-e4c5-4687-9cfb-69203b5bcce0\", \"30da57c0-dfe8-4c0e-ae0e-7115fe01e049\", \"aaf9882c-318d-4018-982a-a4ce11f4016a\", \"b79bf057-21d1-4785-9ca9-72dcfb1029f6\", \"d0588a0f-c7e6-4e4a-9e31-0483b04fd4e5\", \"127f705a-3002-4162-9204-683ebf3863f1\", \"c265288d-75ff-4976-81df-6eebe66ea08b\"], \"total_duration\": 15386.0, \"total_sessions\": 8, \"mean_week_duration\": 108.352}}, {\"81315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 23:29:30.000000+00:00\", \"2022-02-28 19:52:16.000000+00:00\", \"2019-06-12 14:53:09.000000+00:00\", \"2019-04-07 11:15:39.000000+00:00\", \"2021-03-31 22:25:54.000000+00:00\"], \"session_ids\": [\"e6dd2290-6d85-4a56-be0a-d9cab9453806\", \"7f905676-20d1-4eb9-938c-a42529b459f1\", \"a501fc78-82ca-40e1-b642-00bff1e96b22\", \"76b04c42-406b-4c12-9beb-c3bd0a8f77a1\", \"1e56ab77-0490-40a2-ae68-4d92ab647d63\"], \"total_duration\": 3734.0, \"total_sessions\": 5, \"mean_week_duration\": 18.304}}]\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[{\"62432\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-02 09:57:01.000000+00:00\", \"2022-04-30 19:22:51.000000+00:00\", \"2023-04-17 08:19:24.000000+00:00\", \"2022-04-25 22:16:24.000000+00:00\", \"2019-11-04 17:36:49.000000+00:00\", \"2021-03-07 23:12:22.000000+00:00\", \"2020-10-08 19:24:38.000000+00:00\", \"2023-05-26 17:48:43.000000+00:00\", \"2019-11-09 13:43:12.000000+00:00\", \"2021-07-10 07:30:50.000000+00:00\"], \"session_ids\": [\"a9928a20-88eb-4759-9fa7-eb46f04b3611\", \"a48a53ca-bbfd-454f-92c6-85d5661413de\", \"2134c86a-f5db-4165-bc94-7246601280b7\", \"8daab564-0bd4-4fe1-b180-f4a69e2d2194\", \"25add45e-c8bc-44d8-8fce-a20d90ec3ff0\", \"6f768e3f-76be-48dd-a40c-ace9a908d3bc\", \"8549d49f-1ad1-4a83-8b07-9ba81c27329f\", \"d983e2fc-6a3f-4911-b677-5fec1ff6ec86\", \"6787f53f-4970-417a-856b-5d9cd0fb4a1e\", \"70f07768-5472-43b3-ab33-525afe6039fa\"], \"total_duration\": 13565.0, \"total_sessions\": 10, \"mean_week_duration\": 72.93}}, {\"39503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-11 14:17:47.000000+00:00\", \"2021-11-05 20:23:48.000000+00:00\", \"2020-11-09 11:07:26.000000+00:00\", \"2022-12-04 02:56:18.000000+00:00\", \"2021-05-10 02:37:20.000000+00:00\", \"2020-03-17 07:18:02.000000+00:00\", \"2022-06-23 22:15:42.000000+00:00\", \"2021-11-25 06:20:03.000000+00:00\"], \"session_ids\": [\"a4d5c2dd-312c-4910-ac13-6df4b81b91a3\", \"6585afdb-e4c5-4687-9cfb-69203b5bcce0\", \"30da57c0-dfe8-4c0e-ae0e-7115fe01e049\", \"aaf9882c-318d-4018-982a-a4ce11f4016a\", \"b79bf057-21d1-4785-9ca9-72dcfb1029f6\", \"d0588a0f-c7e6-4e4a-9e31-0483b04fd4e5\", \"127f705a-3002-4162-9204-683ebf3863f1\", \"c265288d-75ff-4976-81df-6eebe66ea08b\"], \"total_duration\": 15386.0, \"total_sessions\": 8, \"mean_week_duration\": 108.352}}, {\"81315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 23:29:30.000000+00:00\", \"2022-02-28 19:52:16.000000+00:00\", \"2019-06-12 14:53:09.000000+00:00\", \"2019-04-07 11:15:39.000000+00:00\", \"2021-03-31 22:25:54.000000+00:00\"], \"session_ids\": [\"e6dd2290-6d85-4a56-be0a-d9cab9453806\", \"7f905676-20d1-4eb9-938c-a42529b459f1\", \"a501fc78-82ca-40e1-b642-00bff1e96b22\", \"76b04c42-406b-4c12-9beb-c3bd0a8f77a1\", \"1e56ab77-0490-40a2-ae68-4d92ab647d63\"], \"total_duration\": 3734.0, \"total_sessions\": 5, \"mean_week_duration\": 18.304}}]\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[{\"62432\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-02 09:57:01.000000+00:00\", \"2022-04-30 19:22:51.000000+00:00\", \"2023-04-17 08:19:24.000000+00:00\", \"2022-04-25 22:16:24.000000+00:00\", \"2019-11-04 17:36:49.000000+00:00\", \"2021-03-07 23:12:22.000000+00:00\", \"2020-10-08 19:24:38.000000+00:00\", \"2023-05-26 17:48:43.000000+00:00\", \"2019-11-09 13:43:12.000000+00:00\", \"2021-07-10 07:30:50.000000+00:00\"], \"session_ids\": [\"a9928a20-88eb-4759-9fa7-eb46f04b3611\", \"a48a53ca-bbfd-454f-92c6-85d5661413de\", \"2134c86a-f5db-4165-bc94-7246601280b7\", \"8daab564-0bd4-4fe1-b180-f4a69e2d2194\", \"25add45e-c8bc-44d8-8fce-a20d90ec3ff0\", \"6f768e3f-76be-48dd-a40c-ace9a908d3bc\", \"8549d49f-1ad1-4a83-8b07-9ba81c27329f\", \"d983e2fc-6a3f-4911-b677-5fec1ff6ec86\", \"6787f53f-4970-417a-856b-5d9cd0fb4a1e\", \"70f07768-5472-43b3-ab33-525afe6039fa\"], \"total_duration\": 13565.0, \"total_sessions\": 10, \"mean_week_duration\": 72.93}}, {\"39503\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-11 14:17:47.000000+00:00\", \"2021-11-05 20:23:48.000000+00:00\", \"2020-11-09 11:07:26.000000+00:00\", \"2022-12-04 02:56:18.000000+00:00\", \"2021-05-10 02:37:20.000000+00:00\", \"2020-03-17 07:18:02.000000+00:00\", \"2022-06-23 22:15:42.000000+00:00\", \"2021-11-25 06:20:03.000000+00:00\"], \"session_ids\": [\"a4d5c2dd-312c-4910-ac13-6df4b81b91a3\", \"6585afdb-e4c5-4687-9cfb-69203b5bcce0\", \"30da57c0-dfe8-4c0e-ae0e-7115fe01e049\", \"aaf9882c-318d-4018-982a-a4ce11f4016a\", \"b79bf057-21d1-4785-9ca9-72dcfb1029f6\", \"d0588a0f-c7e6-4e4a-9e31-0483b04fd4e5\", \"127f705a-3002-4162-9204-683ebf3863f1\", \"c265288d-75ff-4976-81df-6eebe66ea08b\"], \"total_duration\": 15386.0, \"total_sessions\": 8, \"mean_week_duration\": 108.352}}, {\"81315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 23:29:30.000000+00:00\", \"2022-02-28 19:52:16.000000+00:00\", \"2019-06-12 14:53:09.000000+00:00\", \"2019-04-07 11:15:39.000000+00:00\", \"2021-03-31 22:25:54.000000+00:00\"], \"session_ids\": [\"e6dd2290-6d85-4a56-be0a-d9cab9453806\", \"7f905676-20d1-4eb9-938c-a42529b459f1\", \"a501fc78-82ca-40e1-b642-00bff1e96b22\", \"76b04c42-406b-4c12-9beb-c3bd0a8f77a1\", \"1e56ab77-0490-40a2-ae68-4d92ab647d63\"], \"total_duration\": 3734.0, \"total_sessions\": 5, \"mean_week_duration\": 18.304}}]\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 5 users who have overall total sessions strictly bigger than 2 and smaller than 9 as well as apply sorting by total duration amount ascending and save only 3 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{\"27201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-24 21:59:47.000000+00:00\", \"2020-11-08 07:30:22.000000+00:00\", \"2020-03-17 11:39:07.000000+00:00\", \"2019-10-15 18:45:49.000000+00:00\"], \"session_ids\": [\"2bf1265e-43ce-466d-9f2f-6e6f3e8b7c85\", \"eff890ff-6ea3-4ed3-9015-5cf367dd05a3\", \"f41ae4ec-a2d4-4f2f-90a4-d7ef34fca73e\", \"9a330fa5-9b98-4b80-945f-bbb38d4daff6\"], \"total_duration\": 1647.0, \"total_sessions\": 4, \"mean_week_duration\": 15.538}, \"44015\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-20 07:19:10.000000+00:00\", \"2022-08-12 07:30:17.000000+00:00\"], \"session_ids\": [\"04301f9a-1e76-4bee-b62f-3c753c13bf3d\", \"5489cef5-6d8f-453f-902c-eaf1413e8410\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.317}, \"3149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-05 13:52:09.000000+00:00\", \"2019-09-25 21:18:48.000000+00:00\", \"2021-03-15 23:11:25.000000+00:00\"], \"session_ids\": [\"a475fe30-dec5-40c0-8ab7-af075ca04d02\", \"64e6e526-21b2-42e8-b284-24395c3c6698\", \"6daa57ac-1e90-4501-8245-79e5f0a218b7\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.831}, \"79045\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-26 17:27:37.000000+00:00\", \"2020-09-02 10:01:04.000000+00:00\"], \"session_ids\": [\"188933fd-68c6-4759-b0ee-810b1ad49eb4\", \"812935a4-9c68-4e0c-9f6d-c7597f01e41f\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 7.617}, \"19035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-29 22:21:41.000000+00:00\", \"2021-02-13 11:12:02.000000+00:00\", \"2021-07-02 22:27:53.000000+00:00\", \"2019-08-06 22:36:25.000000+00:00\"], \"session_ids\": [\"f1eea9e7-7e82-4ded-868a-15dd6090478e\", \"9354e747-f5dd-4967-ab6c-492801d5a234\", \"4d54bac4-32a9-405c-9994-dc4effe333e8\", \"907863b7-f9d5-4555-9270-da9454cdcfc3\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 10.667}, \"19716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-21 07:49:51.000000+00:00\", \"2022-12-18 02:35:23.000000+00:00\"], \"session_ids\": [\"f27446ef-0c2c-4790-8a5c-06092138149b\", \"24b9ac1b-a720-405e-943e-68e6d61fd740\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.195}, \"15743\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 10:16:24.000000+00:00\", \"2020-04-26 02:04:27.000000+00:00\", \"2021-01-08 23:29:19.000000+00:00\", \"2019-07-18 19:49:57.000000+00:00\", \"2020-12-29 18:35:54.000000+00:00\", \"2022-09-30 17:48:10.000000+00:00\", \"2019-05-08 19:40:27.000000+00:00\"], \"session_ids\": [\"dbacca60-579c-4e56-ab19-f70b5871d1c0\", \"75efcd7e-1f22-434e-b458-689afdcf13fc\", \"85f8f9f3-7388-4ab3-b19e-09bd2ab8c0dd\", \"2ef5502f-20bb-4b72-9c1d-56f6f148d99a\", \"d9ac3032-333f-4af8-9b47-bf868cf22e28\", \"70ac8539-56e5-4ad6-9c17-d9f9b4fe270e\", \"ca8ab3ae-baa5-408e-b9b6-d8530cf53dcc\"], \"total_duration\": 8418.0, \"total_sessions\": 7, \"mean_week_duration\": 42.731}, \"49322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-13 03:53:22.000000+00:00\", \"2019-02-10 22:37:21.000000+00:00\", \"2020-01-11 10:44:31.000000+00:00\", \"2022-12-29 23:05:14.000000+00:00\"], \"session_ids\": [\"aa15fc4c-2a1b-4da8-9c02-00cd30945f8f\", \"f40b4262-a362-4af9-8189-83584e2326fa\", \"b96afdc9-684f-4054-b287-db3fd4319181\", \"6b6ca1cd-f57c-4b78-9b22-160b1e0b6cb6\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.714}, \"36911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-21 04:49:03.000000+00:00\", \"2023-01-29 15:25:10.000000+00:00\", \"2019-07-01 19:05:50.000000+00:00\", \"2023-03-31 08:20:54.000000+00:00\", \"2022-11-20 11:48:49.000000+00:00\", \"2019-05-04 01:54:06.000000+00:00\"], \"session_ids\": [\"e5002698-cc37-45a5-a18c-73d272ccc752\", \"e5b1ed0f-b789-4c4e-80e6-ff21c87714cf\", \"5ac16472-2179-4d5e-acc4-0d3d62476710\", \"fd8cefd9-473f-42ba-b6ce-09b01edaa6b4\", \"88917cc4-2a7d-4d39-b5be-b826a10ea7d2\", \"b5a26e3d-28dd-43cb-beac-317a0546998d\"], \"total_duration\": 5626.0, \"total_sessions\": 6, \"mean_week_duration\": 26.538}, \"13145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-26 20:13:45.000000+00:00\", \"2021-07-22 02:03:03.000000+00:00\"], \"session_ids\": [\"39e43371-3f46-467a-af02-31f281be5e6b\", \"4878460e-36df-4765-848e-af4e613418d4\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 4.864}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 2 and are equal or less than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-24 21:59:47.000000+00:00\", \"2020-11-08 07:30:22.000000+00:00\", \"2020-03-17 11:39:07.000000+00:00\", \"2019-10-15 18:45:49.000000+00:00\"], \"session_ids\": [\"2bf1265e-43ce-466d-9f2f-6e6f3e8b7c85\", \"eff890ff-6ea3-4ed3-9015-5cf367dd05a3\", \"f41ae4ec-a2d4-4f2f-90a4-d7ef34fca73e\", \"9a330fa5-9b98-4b80-945f-bbb38d4daff6\"], \"total_duration\": 1647.0, \"total_sessions\": 4, \"mean_week_duration\": 15.538}, \"3149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-05 13:52:09.000000+00:00\", \"2019-09-25 21:18:48.000000+00:00\", \"2021-03-15 23:11:25.000000+00:00\"], \"session_ids\": [\"a475fe30-dec5-40c0-8ab7-af075ca04d02\", \"64e6e526-21b2-42e8-b284-24395c3c6698\", \"6daa57ac-1e90-4501-8245-79e5f0a218b7\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.831}, \"19035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-29 22:21:41.000000+00:00\", \"2021-02-13 11:12:02.000000+00:00\", \"2021-07-02 22:27:53.000000+00:00\", \"2019-08-06 22:36:25.000000+00:00\"], \"session_ids\": [\"f1eea9e7-7e82-4ded-868a-15dd6090478e\", \"9354e747-f5dd-4967-ab6c-492801d5a234\", \"4d54bac4-32a9-405c-9994-dc4effe333e8\", \"907863b7-f9d5-4555-9270-da9454cdcfc3\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 10.667}, \"15743\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 10:16:24.000000+00:00\", \"2020-04-26 02:04:27.000000+00:00\", \"2021-01-08 23:29:19.000000+00:00\", \"2019-07-18 19:49:57.000000+00:00\", \"2020-12-29 18:35:54.000000+00:00\", \"2022-09-30 17:48:10.000000+00:00\", \"2019-05-08 19:40:27.000000+00:00\"], \"session_ids\": [\"dbacca60-579c-4e56-ab19-f70b5871d1c0\", \"75efcd7e-1f22-434e-b458-689afdcf13fc\", \"85f8f9f3-7388-4ab3-b19e-09bd2ab8c0dd\", \"2ef5502f-20bb-4b72-9c1d-56f6f148d99a\", \"d9ac3032-333f-4af8-9b47-bf868cf22e28\", \"70ac8539-56e5-4ad6-9c17-d9f9b4fe270e\", \"ca8ab3ae-baa5-408e-b9b6-d8530cf53dcc\"], \"total_duration\": 8418.0, \"total_sessions\": 7, \"mean_week_duration\": 42.731}, \"49322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-13 03:53:22.000000+00:00\", \"2019-02-10 22:37:21.000000+00:00\", \"2020-01-11 10:44:31.000000+00:00\", \"2022-12-29 23:05:14.000000+00:00\"], \"session_ids\": [\"aa15fc4c-2a1b-4da8-9c02-00cd30945f8f\", \"f40b4262-a362-4af9-8189-83584e2326fa\", \"b96afdc9-684f-4054-b287-db3fd4319181\", \"6b6ca1cd-f57c-4b78-9b22-160b1e0b6cb6\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.714}, \"36911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-21 04:49:03.000000+00:00\", \"2023-01-29 15:25:10.000000+00:00\", \"2019-07-01 19:05:50.000000+00:00\", \"2023-03-31 08:20:54.000000+00:00\", \"2022-11-20 11:48:49.000000+00:00\", \"2019-05-04 01:54:06.000000+00:00\"], \"session_ids\": [\"e5002698-cc37-45a5-a18c-73d272ccc752\", \"e5b1ed0f-b789-4c4e-80e6-ff21c87714cf\", \"5ac16472-2179-4d5e-acc4-0d3d62476710\", \"fd8cefd9-473f-42ba-b6ce-09b01edaa6b4\", \"88917cc4-2a7d-4d39-b5be-b826a10ea7d2\", \"b5a26e3d-28dd-43cb-beac-317a0546998d\"], \"total_duration\": 5626.0, \"total_sessions\": 6, \"mean_week_duration\": 26.538}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"3149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-05 13:52:09.000000+00:00\", \"2019-09-25 21:18:48.000000+00:00\", \"2021-03-15 23:11:25.000000+00:00\"], \"session_ids\": [\"a475fe30-dec5-40c0-8ab7-af075ca04d02\", \"64e6e526-21b2-42e8-b284-24395c3c6698\", \"6daa57ac-1e90-4501-8245-79e5f0a218b7\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.831}}, {\"49322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-13 03:53:22.000000+00:00\", \"2019-02-10 22:37:21.000000+00:00\", \"2020-01-11 10:44:31.000000+00:00\", \"2022-12-29 23:05:14.000000+00:00\"], \"session_ids\": [\"aa15fc4c-2a1b-4da8-9c02-00cd30945f8f\", \"f40b4262-a362-4af9-8189-83584e2326fa\", \"b96afdc9-684f-4054-b287-db3fd4319181\", \"6b6ca1cd-f57c-4b78-9b22-160b1e0b6cb6\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.714}}, {\"19035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-29 22:21:41.000000+00:00\", \"2021-02-13 11:12:02.000000+00:00\", \"2021-07-02 22:27:53.000000+00:00\", \"2019-08-06 22:36:25.000000+00:00\"], \"session_ids\": [\"f1eea9e7-7e82-4ded-868a-15dd6090478e\", \"9354e747-f5dd-4967-ab6c-492801d5a234\", \"4d54bac4-32a9-405c-9994-dc4effe333e8\", \"907863b7-f9d5-4555-9270-da9454cdcfc3\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 10.667}}, {\"27201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-24 21:59:47.000000+00:00\", \"2020-11-08 07:30:22.000000+00:00\", \"2020-03-17 11:39:07.000000+00:00\", \"2019-10-15 18:45:49.000000+00:00\"], \"session_ids\": [\"2bf1265e-43ce-466d-9f2f-6e6f3e8b7c85\", \"eff890ff-6ea3-4ed3-9015-5cf367dd05a3\", \"f41ae4ec-a2d4-4f2f-90a4-d7ef34fca73e\", \"9a330fa5-9b98-4b80-945f-bbb38d4daff6\"], \"total_duration\": 1647.0, \"total_sessions\": 4, \"mean_week_duration\": 15.538}}, {\"36911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-21 04:49:03.000000+00:00\", \"2023-01-29 15:25:10.000000+00:00\", \"2019-07-01 19:05:50.000000+00:00\", \"2023-03-31 08:20:54.000000+00:00\", \"2022-11-20 11:48:49.000000+00:00\", \"2019-05-04 01:54:06.000000+00:00\"], \"session_ids\": [\"e5002698-cc37-45a5-a18c-73d272ccc752\", \"e5b1ed0f-b789-4c4e-80e6-ff21c87714cf\", \"5ac16472-2179-4d5e-acc4-0d3d62476710\", \"fd8cefd9-473f-42ba-b6ce-09b01edaa6b4\", \"88917cc4-2a7d-4d39-b5be-b826a10ea7d2\", \"b5a26e3d-28dd-43cb-beac-317a0546998d\"], \"total_duration\": 5626.0, \"total_sessions\": 6, \"mean_week_duration\": 26.538}}, {\"15743\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 10:16:24.000000+00:00\", \"2020-04-26 02:04:27.000000+00:00\", \"2021-01-08 23:29:19.000000+00:00\", \"2019-07-18 19:49:57.000000+00:00\", \"2020-12-29 18:35:54.000000+00:00\", \"2022-09-30 17:48:10.000000+00:00\", \"2019-05-08 19:40:27.000000+00:00\"], \"session_ids\": [\"dbacca60-579c-4e56-ab19-f70b5871d1c0\", \"75efcd7e-1f22-434e-b458-689afdcf13fc\", \"85f8f9f3-7388-4ab3-b19e-09bd2ab8c0dd\", \"2ef5502f-20bb-4b72-9c1d-56f6f148d99a\", \"d9ac3032-333f-4af8-9b47-bf868cf22e28\", \"70ac8539-56e5-4ad6-9c17-d9f9b4fe270e\", \"ca8ab3ae-baa5-408e-b9b6-d8530cf53dcc\"], \"total_duration\": 8418.0, \"total_sessions\": 7, \"mean_week_duration\": 42.731}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"3149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-05 13:52:09.000000+00:00\", \"2019-09-25 21:18:48.000000+00:00\", \"2021-03-15 23:11:25.000000+00:00\"], \"session_ids\": [\"a475fe30-dec5-40c0-8ab7-af075ca04d02\", \"64e6e526-21b2-42e8-b284-24395c3c6698\", \"6daa57ac-1e90-4501-8245-79e5f0a218b7\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.831}}, {\"49322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-13 03:53:22.000000+00:00\", \"2019-02-10 22:37:21.000000+00:00\", \"2020-01-11 10:44:31.000000+00:00\", \"2022-12-29 23:05:14.000000+00:00\"], \"session_ids\": [\"aa15fc4c-2a1b-4da8-9c02-00cd30945f8f\", \"f40b4262-a362-4af9-8189-83584e2326fa\", \"b96afdc9-684f-4054-b287-db3fd4319181\", \"6b6ca1cd-f57c-4b78-9b22-160b1e0b6cb6\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.714}}, {\"19035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-29 22:21:41.000000+00:00\", \"2021-02-13 11:12:02.000000+00:00\", \"2021-07-02 22:27:53.000000+00:00\", \"2019-08-06 22:36:25.000000+00:00\"], \"session_ids\": [\"f1eea9e7-7e82-4ded-868a-15dd6090478e\", \"9354e747-f5dd-4967-ab6c-492801d5a234\", \"4d54bac4-32a9-405c-9994-dc4effe333e8\", \"907863b7-f9d5-4555-9270-da9454cdcfc3\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 10.667}}]\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[{\"3149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-05 13:52:09.000000+00:00\", \"2019-09-25 21:18:48.000000+00:00\", \"2021-03-15 23:11:25.000000+00:00\"], \"session_ids\": [\"a475fe30-dec5-40c0-8ab7-af075ca04d02\", \"64e6e526-21b2-42e8-b284-24395c3c6698\", \"6daa57ac-1e90-4501-8245-79e5f0a218b7\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.831}}, {\"49322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-13 03:53:22.000000+00:00\", \"2019-02-10 22:37:21.000000+00:00\", \"2020-01-11 10:44:31.000000+00:00\", \"2022-12-29 23:05:14.000000+00:00\"], \"session_ids\": [\"aa15fc4c-2a1b-4da8-9c02-00cd30945f8f\", \"f40b4262-a362-4af9-8189-83584e2326fa\", \"b96afdc9-684f-4054-b287-db3fd4319181\", \"6b6ca1cd-f57c-4b78-9b22-160b1e0b6cb6\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.714}}, {\"19035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-29 22:21:41.000000+00:00\", \"2021-02-13 11:12:02.000000+00:00\", \"2021-07-02 22:27:53.000000+00:00\", \"2019-08-06 22:36:25.000000+00:00\"], \"session_ids\": [\"f1eea9e7-7e82-4ded-868a-15dd6090478e\", \"9354e747-f5dd-4967-ab6c-492801d5a234\", \"4d54bac4-32a9-405c-9994-dc4effe333e8\", \"907863b7-f9d5-4555-9270-da9454cdcfc3\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 10.667}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 4 users whose mean week duration is bigger than 11 (not including) and smaller than 29 in addition apply sorting by overall duration of sessions per week from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-12-02 01:34:12.000000+00:00\", \"2020-09-08 16:57:42.000000+00:00\"], \"session_ids\": [\"e1e4aa65-26fa-40f7-87e4-17fd3b0df7fe\", \"38426ea9-888b-4401-ade4-7177db8bbeec\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}, \"54177\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-04 12:15:26.000000+00:00\", \"2020-08-01 11:44:25.000000+00:00\", \"2020-08-26 23:05:52.000000+00:00\"], \"session_ids\": [\"d5474184-d4ee-480b-a302-ddca4171bc60\", \"e1e7f45c-bfdd-4cfb-a224-2a8c59cc9380\", \"12a92e64-4dfc-4fbe-a0db-b8f074fc9803\"], \"total_duration\": 742.0, \"total_sessions\": 3, \"mean_week_duration\": 10.754}, \"82829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-24 22:59:42.000000+00:00\", \"2020-06-29 16:13:21.000000+00:00\", \"2022-09-18 02:40:27.000000+00:00\", \"2019-10-15 16:56:50.000000+00:00\", \"2020-02-17 07:54:53.000000+00:00\", \"2022-07-21 18:26:01.000000+00:00\", \"2022-12-20 20:29:04.000000+00:00\"], \"session_ids\": [\"8bdd51a3-1fe2-44a0-a0d2-174e761cbd0c\", \"ecca66bf-bd35-4dd4-9f68-40ba0f9a7318\", \"5f27646c-e1ab-4e24-a29e-4457db253d74\", \"cbb11c2e-ea10-4366-8244-937220393316\", \"26bebc67-7ae7-4fbc-bfc8-8ada9babcff5\", \"59308151-2166-45e9-ae1c-ebd9f423cc3b\", \"1428d00b-dc31-45a1-b397-4b8e84309bec\"], \"total_duration\": 4590.0, \"total_sessions\": 7, \"mean_week_duration\": 27.485}, \"20893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-28 19:13:00.000000+00:00\", \"2019-09-06 07:54:55.000000+00:00\"], \"session_ids\": [\"914b6887-8fdf-46d7-b608-5e0b217a8d32\", \"30b7c847-7230-4063-b8f9-bc7829820fc9\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 2.11}, \"56006\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-01-24 01:41:04.000000+00:00\", \"2022-11-21 01:23:50.000000+00:00\", \"2019-04-04 03:52:33.000000+00:00\", \"2020-02-22 16:33:05.000000+00:00\", \"2019-08-06 22:47:30.000000+00:00\"], \"session_ids\": [\"866dfa16-a029-4b9b-ab3c-b4027d56fdc1\", \"599123bb-fde5-4646-bc42-4d4c33e57f56\", \"9862ee20-d7e4-4b2c-a4d5-fd0648d25e88\", \"39b54359-b644-4e49-8415-506b8b15ca40\", \"906414a9-aabb-4195-9963-d647d20abb4f\"], \"total_duration\": 164.0, \"total_sessions\": 5, \"mean_week_duration\": 0.82}, \"85132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-07 11:49:30.000000+00:00\", \"2020-11-22 18:33:30.000000+00:00\", \"2020-09-16 23:11:48.000000+00:00\", \"2022-03-13 05:06:28.000000+00:00\", \"2021-05-05 18:59:35.000000+00:00\", \"2021-04-03 00:31:02.000000+00:00\"], \"session_ids\": [\"72ea1d1c-73c6-428a-8dc9-a968752224b3\", \"ffaf34fb-3d39-4b63-8654-cde7ee231631\", \"184425a9-a31e-4ca6-aeb5-967b6c670466\", \"01428521-d9ac-4eb7-84f9-b4ebdef98be4\", \"cfe1a0dd-ff57-4335-8362-23ae1a2a8cf2\", \"8dc7f3b0-8e7c-483b-9414-59ad4c784cb8\"], \"total_duration\": 352.0, \"total_sessions\": 6, \"mean_week_duration\": 3.556}, \"59345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-24 19:57:10.000000+00:00\", \"2020-10-31 08:46:54.000000+00:00\"], \"session_ids\": [\"e2af94c0-a031-41dd-a94a-5f45428afafc\", \"a41c51a8-4012-44b3-b8a4-a410e57f4c61\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.976}, \"69407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-05 02:39:35.000000+00:00\", \"2021-11-03 13:28:21.000000+00:00\", \"2020-12-28 11:35:33.000000+00:00\"], \"session_ids\": [\"42dce780-c7da-4479-98b6-67a4c98c49f5\", \"e51f057d-b23d-4f8e-9b38-5b07c8b2dbaa\", \"4e28e506-855a-4292-8f70-ea64650f8273\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 11.129}, \"71139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-02 04:10:39.000000+00:00\", \"2021-05-31 04:36:16.000000+00:00\", \"2020-03-05 12:59:15.000000+00:00\", \"2020-02-18 16:05:39.000000+00:00\", \"2019-02-09 00:31:06.000000+00:00\"], \"session_ids\": [\"577c6b4b-32d5-4bc3-a793-7885d3feed03\", \"6a119787-e54e-4e76-972c-e238c908f9ba\", \"43a3822b-5e4a-4ab2-9fa3-0b9eda4e526c\", \"dc5ef1be-292f-4063-88ae-57e42449e4d1\", \"21344fcf-2dbe-4426-8142-8a934b419d03\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 1.02}, \"25063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-22 00:44:45.000000+00:00\", \"2019-06-07 13:37:43.000000+00:00\", \"2022-01-07 13:58:23.000000+00:00\"], \"session_ids\": [\"590481f9-64c4-455c-af5f-1414fd03e780\", \"5113ce68-421d-4ed9-ac2c-f4fbb9de7de1\", \"f278ec3f-8ea7-493a-9193-cae0e518c21b\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 2.407}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 11 and are equal or less than 29" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-24 22:59:42.000000+00:00\", \"2020-06-29 16:13:21.000000+00:00\", \"2022-09-18 02:40:27.000000+00:00\", \"2019-10-15 16:56:50.000000+00:00\", \"2020-02-17 07:54:53.000000+00:00\", \"2022-07-21 18:26:01.000000+00:00\", \"2022-12-20 20:29:04.000000+00:00\"], \"session_ids\": [\"8bdd51a3-1fe2-44a0-a0d2-174e761cbd0c\", \"ecca66bf-bd35-4dd4-9f68-40ba0f9a7318\", \"5f27646c-e1ab-4e24-a29e-4457db253d74\", \"cbb11c2e-ea10-4366-8244-937220393316\", \"26bebc67-7ae7-4fbc-bfc8-8ada9babcff5\", \"59308151-2166-45e9-ae1c-ebd9f423cc3b\", \"1428d00b-dc31-45a1-b397-4b8e84309bec\"], \"total_duration\": 4590.0, \"total_sessions\": 7, \"mean_week_duration\": 27.485}, \"69407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-05 02:39:35.000000+00:00\", \"2021-11-03 13:28:21.000000+00:00\", \"2020-12-28 11:35:33.000000+00:00\"], \"session_ids\": [\"42dce780-c7da-4479-98b6-67a4c98c49f5\", \"e51f057d-b23d-4f8e-9b38-5b07c8b2dbaa\", \"4e28e506-855a-4292-8f70-ea64650f8273\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 11.129}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-05 02:39:35.000000+00:00\", \"2021-11-03 13:28:21.000000+00:00\", \"2020-12-28 11:35:33.000000+00:00\"], \"session_ids\": [\"42dce780-c7da-4479-98b6-67a4c98c49f5\", \"e51f057d-b23d-4f8e-9b38-5b07c8b2dbaa\", \"4e28e506-855a-4292-8f70-ea64650f8273\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 11.129}}, {\"82829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-24 22:59:42.000000+00:00\", \"2020-06-29 16:13:21.000000+00:00\", \"2022-09-18 02:40:27.000000+00:00\", \"2019-10-15 16:56:50.000000+00:00\", \"2020-02-17 07:54:53.000000+00:00\", \"2022-07-21 18:26:01.000000+00:00\", \"2022-12-20 20:29:04.000000+00:00\"], \"session_ids\": [\"8bdd51a3-1fe2-44a0-a0d2-174e761cbd0c\", \"ecca66bf-bd35-4dd4-9f68-40ba0f9a7318\", \"5f27646c-e1ab-4e24-a29e-4457db253d74\", \"cbb11c2e-ea10-4366-8244-937220393316\", \"26bebc67-7ae7-4fbc-bfc8-8ada9babcff5\", \"59308151-2166-45e9-ae1c-ebd9f423cc3b\", \"1428d00b-dc31-45a1-b397-4b8e84309bec\"], \"total_duration\": 4590.0, \"total_sessions\": 7, \"mean_week_duration\": 27.485}}]\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[{\"69407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-05 02:39:35.000000+00:00\", \"2021-11-03 13:28:21.000000+00:00\", \"2020-12-28 11:35:33.000000+00:00\"], \"session_ids\": [\"42dce780-c7da-4479-98b6-67a4c98c49f5\", \"e51f057d-b23d-4f8e-9b38-5b07c8b2dbaa\", \"4e28e506-855a-4292-8f70-ea64650f8273\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 11.129}}, {\"82829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-24 22:59:42.000000+00:00\", \"2020-06-29 16:13:21.000000+00:00\", \"2022-09-18 02:40:27.000000+00:00\", \"2019-10-15 16:56:50.000000+00:00\", \"2020-02-17 07:54:53.000000+00:00\", \"2022-07-21 18:26:01.000000+00:00\", \"2022-12-20 20:29:04.000000+00:00\"], \"session_ids\": [\"8bdd51a3-1fe2-44a0-a0d2-174e761cbd0c\", \"ecca66bf-bd35-4dd4-9f68-40ba0f9a7318\", \"5f27646c-e1ab-4e24-a29e-4457db253d74\", \"cbb11c2e-ea10-4366-8244-937220393316\", \"26bebc67-7ae7-4fbc-bfc8-8ada9babcff5\", \"59308151-2166-45e9-ae1c-ebd9f423cc3b\", \"1428d00b-dc31-45a1-b397-4b8e84309bec\"], \"total_duration\": 4590.0, \"total_sessions\": 7, \"mean_week_duration\": 27.485}}]\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[{\"69407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-05 02:39:35.000000+00:00\", \"2021-11-03 13:28:21.000000+00:00\", \"2020-12-28 11:35:33.000000+00:00\"], \"session_ids\": [\"42dce780-c7da-4479-98b6-67a4c98c49f5\", \"e51f057d-b23d-4f8e-9b38-5b07c8b2dbaa\", \"4e28e506-855a-4292-8f70-ea64650f8273\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 11.129}}, {\"82829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-24 22:59:42.000000+00:00\", \"2020-06-29 16:13:21.000000+00:00\", \"2022-09-18 02:40:27.000000+00:00\", \"2019-10-15 16:56:50.000000+00:00\", \"2020-02-17 07:54:53.000000+00:00\", \"2022-07-21 18:26:01.000000+00:00\", \"2022-12-20 20:29:04.000000+00:00\"], \"session_ids\": [\"8bdd51a3-1fe2-44a0-a0d2-174e761cbd0c\", \"ecca66bf-bd35-4dd4-9f68-40ba0f9a7318\", \"5f27646c-e1ab-4e24-a29e-4457db253d74\", \"cbb11c2e-ea10-4366-8244-937220393316\", \"26bebc67-7ae7-4fbc-bfc8-8ada9babcff5\", \"59308151-2166-45e9-ae1c-ebd9f423cc3b\", \"1428d00b-dc31-45a1-b397-4b8e84309bec\"], \"total_duration\": 4590.0, \"total_sessions\": 7, \"mean_week_duration\": 27.485}}]\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 7 users with a time using the app per week that is above 26 and below 25, exclusively 25 also perform sorting by mean week duration ascendingly and in addition save only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"46630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-17 18:36:23.000000+00:00\", \"2023-03-03 01:38:43.000000+00:00\"], \"session_ids\": [\"d2d18064-ed86-43da-b481-84add068b944\", \"f89893a2-22a0-40ef-af3b-b6395ffd74f3\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 1.815}, \"61340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 8, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-18 17:27:32.000000+00:00\", \"2021-05-31 10:45:58.000000+00:00\", \"2019-06-10 22:33:50.000000+00:00\", \"2023-01-25 19:53:34.000000+00:00\", \"2019-04-25 12:46:50.000000+00:00\", \"2022-08-20 04:46:04.000000+00:00\", \"2019-06-15 21:04:08.000000+00:00\"], \"session_ids\": [\"b416bcf9-40c5-416e-8847-940df3321c53\", \"ee97f6c5-c7bf-4520-ab8e-168a559a35cd\", \"a347f562-f93e-4cca-a319-6e6e3183727a\", \"d1ac9d75-3d45-452b-a2db-2296e0e70b1a\", \"5af0c738-d7f0-4d1b-9c42-b11f6da186f2\", \"084cc241-75e8-462d-b656-0928efcc5501\", \"4b378d03-5065-4661-ae60-2a890ff0b3e5\"], \"total_duration\": 1016.0, \"total_sessions\": 7, \"mean_week_duration\": 5.184}, \"6198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-05-23 04:23:05.000000+00:00\", \"2022-02-04 22:18:49.000000+00:00\"], \"session_ids\": [\"07876727-58b7-4d25-a607-1aeb7188cca7\", \"71b2ea10-5b6b-43c1-820c-cbaa0ae98496\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}, \"32699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-18 18:36:58.000000+00:00\", \"2021-01-27 21:56:06.000000+00:00\", \"2019-05-31 00:41:10.000000+00:00\", \"2020-03-06 08:45:35.000000+00:00\", \"2022-07-22 01:19:26.000000+00:00\", \"2020-02-25 01:44:52.000000+00:00\", \"2020-08-25 15:48:58.000000+00:00\", \"2022-12-13 16:44:38.000000+00:00\", \"2019-08-18 22:32:41.000000+00:00\", \"2019-01-21 01:53:39.000000+00:00\", \"2020-09-01 01:13:21.000000+00:00\"], \"session_ids\": [\"ffca147c-3fb5-4143-89d6-f8448da3daa0\", \"d92cd895-75fc-4793-9ee5-f39a954b5a13\", \"4f224522-89ed-426f-9746-ade5a1dc5fdc\", \"f37f5d5f-060f-4db1-a75b-e0143667c6f1\", \"10385c9c-e877-4885-82b5-77ddc423bed9\", \"9f96b079-0996-4adb-b3e7-92b47276fb65\", \"538d0ddd-a7f7-4117-9e8a-945a6aba6fda\", \"9282e680-2e70-4565-bcd1-978011b564a6\", \"7347e203-d372-41dd-952e-30d4977292da\", \"fe524c60-1e13-40c3-b3c0-a501afe9bc65\", \"9758e752-0ccd-4372-a033-9df7d53a7242\"], \"total_duration\": 841.0, \"total_sessions\": 11, \"mean_week_duration\": 4.123}, \"32995\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-05 13:16:34.000000+00:00\", \"2020-08-21 07:20:09.000000+00:00\"], \"session_ids\": [\"8917e98d-7948-4030-ad52-24885a2a9156\", \"0b61c483-14e7-4402-b9e7-7fd712e1cfd9\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 4.659}, \"26793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-19 11:21:50.000000+00:00\", \"2020-07-26 01:17:15.000000+00:00\", \"2020-06-28 11:58:24.000000+00:00\"], \"session_ids\": [\"9a4c6e7f-7bb4-4527-8bf8-3b56d430dc44\", \"d3058667-9a23-44c9-aff2-2b459656fb78\", \"3b8f34f2-c2fe-4e87-b5c4-089b5d045af1\"], \"total_duration\": 473.0, \"total_sessions\": 3, \"mean_week_duration\": 6.479}, \"30226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-21 01:30:25.000000+00:00\", \"2021-03-01 05:48:22.000000+00:00\"], \"session_ids\": [\"8a19030b-dd43-440b-9092-c028f01b47cd\", \"3507fc59-6ef6-4332-916e-14f04329605e\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}, \"64931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-17 21:25:45.000000+00:00\", \"2021-05-06 07:23:39.000000+00:00\"], \"session_ids\": [\"5066c09a-aa37-4a8f-a255-b900486eb08c\", \"db1d7c3d-f0a8-46de-95d1-dbf05f364781\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 4.538}, \"90492\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-05 13:28:29.000000+00:00\", \"2019-08-19 20:21:54.000000+00:00\"], \"session_ids\": [\"56dd1029-5011-438c-ae5f-c0643e58df5f\", \"a27c35e2-329d-4e23-8b50-bb63b34f9f62\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}, \"87583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-09 20:34:02.000000+00:00\", \"2020-12-30 21:25:42.000000+00:00\"], \"session_ids\": [\"5cd0338f-0f97-4d03-b8c9-20fdaebdd8ee\", \"fe5e16b4-86a9-4ff6-a784-09f09739c076\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.663}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 25 and are equal or greater than 26" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 26]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"46630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-17 18:36:23.000000+00:00\", \"2023-03-03 01:38:43.000000+00:00\"], \"session_ids\": [\"d2d18064-ed86-43da-b481-84add068b944\", \"f89893a2-22a0-40ef-af3b-b6395ffd74f3\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 1.815}, \"61340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 8, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-18 17:27:32.000000+00:00\", \"2021-05-31 10:45:58.000000+00:00\", \"2019-06-10 22:33:50.000000+00:00\", \"2023-01-25 19:53:34.000000+00:00\", \"2019-04-25 12:46:50.000000+00:00\", \"2022-08-20 04:46:04.000000+00:00\", \"2019-06-15 21:04:08.000000+00:00\"], \"session_ids\": [\"b416bcf9-40c5-416e-8847-940df3321c53\", \"ee97f6c5-c7bf-4520-ab8e-168a559a35cd\", \"a347f562-f93e-4cca-a319-6e6e3183727a\", \"d1ac9d75-3d45-452b-a2db-2296e0e70b1a\", \"5af0c738-d7f0-4d1b-9c42-b11f6da186f2\", \"084cc241-75e8-462d-b656-0928efcc5501\", \"4b378d03-5065-4661-ae60-2a890ff0b3e5\"], \"total_duration\": 1016.0, \"total_sessions\": 7, \"mean_week_duration\": 5.184}, \"6198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-05-23 04:23:05.000000+00:00\", \"2022-02-04 22:18:49.000000+00:00\"], \"session_ids\": [\"07876727-58b7-4d25-a607-1aeb7188cca7\", \"71b2ea10-5b6b-43c1-820c-cbaa0ae98496\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}, \"32699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-18 18:36:58.000000+00:00\", \"2021-01-27 21:56:06.000000+00:00\", \"2019-05-31 00:41:10.000000+00:00\", \"2020-03-06 08:45:35.000000+00:00\", \"2022-07-22 01:19:26.000000+00:00\", \"2020-02-25 01:44:52.000000+00:00\", \"2020-08-25 15:48:58.000000+00:00\", \"2022-12-13 16:44:38.000000+00:00\", \"2019-08-18 22:32:41.000000+00:00\", \"2019-01-21 01:53:39.000000+00:00\", \"2020-09-01 01:13:21.000000+00:00\"], \"session_ids\": [\"ffca147c-3fb5-4143-89d6-f8448da3daa0\", \"d92cd895-75fc-4793-9ee5-f39a954b5a13\", \"4f224522-89ed-426f-9746-ade5a1dc5fdc\", \"f37f5d5f-060f-4db1-a75b-e0143667c6f1\", \"10385c9c-e877-4885-82b5-77ddc423bed9\", \"9f96b079-0996-4adb-b3e7-92b47276fb65\", \"538d0ddd-a7f7-4117-9e8a-945a6aba6fda\", \"9282e680-2e70-4565-bcd1-978011b564a6\", \"7347e203-d372-41dd-952e-30d4977292da\", \"fe524c60-1e13-40c3-b3c0-a501afe9bc65\", \"9758e752-0ccd-4372-a033-9df7d53a7242\"], \"total_duration\": 841.0, \"total_sessions\": 11, \"mean_week_duration\": 4.123}, \"32995\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-05 13:16:34.000000+00:00\", \"2020-08-21 07:20:09.000000+00:00\"], \"session_ids\": [\"8917e98d-7948-4030-ad52-24885a2a9156\", \"0b61c483-14e7-4402-b9e7-7fd712e1cfd9\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 4.659}, \"26793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-19 11:21:50.000000+00:00\", \"2020-07-26 01:17:15.000000+00:00\", \"2020-06-28 11:58:24.000000+00:00\"], \"session_ids\": [\"9a4c6e7f-7bb4-4527-8bf8-3b56d430dc44\", \"d3058667-9a23-44c9-aff2-2b459656fb78\", \"3b8f34f2-c2fe-4e87-b5c4-089b5d045af1\"], \"total_duration\": 473.0, \"total_sessions\": 3, \"mean_week_duration\": 6.479}, \"30226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-21 01:30:25.000000+00:00\", \"2021-03-01 05:48:22.000000+00:00\"], \"session_ids\": [\"8a19030b-dd43-440b-9092-c028f01b47cd\", \"3507fc59-6ef6-4332-916e-14f04329605e\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}, \"64931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-17 21:25:45.000000+00:00\", \"2021-05-06 07:23:39.000000+00:00\"], \"session_ids\": [\"5066c09a-aa37-4a8f-a255-b900486eb08c\", \"db1d7c3d-f0a8-46de-95d1-dbf05f364781\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 4.538}, \"90492\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-05 13:28:29.000000+00:00\", \"2019-08-19 20:21:54.000000+00:00\"], \"session_ids\": [\"56dd1029-5011-438c-ae5f-c0643e58df5f\", \"a27c35e2-329d-4e23-8b50-bb63b34f9f62\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}, \"87583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-09 20:34:02.000000+00:00\", \"2020-12-30 21:25:42.000000+00:00\"], \"session_ids\": [\"5cd0338f-0f97-4d03-b8c9-20fdaebdd8ee\", \"fe5e16b4-86a9-4ff6-a784-09f09739c076\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.663}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-21 01:30:25.000000+00:00\", \"2021-03-01 05:48:22.000000+00:00\"], \"session_ids\": [\"8a19030b-dd43-440b-9092-c028f01b47cd\", \"3507fc59-6ef6-4332-916e-14f04329605e\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}}, {\"87583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-09 20:34:02.000000+00:00\", \"2020-12-30 21:25:42.000000+00:00\"], \"session_ids\": [\"5cd0338f-0f97-4d03-b8c9-20fdaebdd8ee\", \"fe5e16b4-86a9-4ff6-a784-09f09739c076\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.663}}, {\"6198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-05-23 04:23:05.000000+00:00\", \"2022-02-04 22:18:49.000000+00:00\"], \"session_ids\": [\"07876727-58b7-4d25-a607-1aeb7188cca7\", \"71b2ea10-5b6b-43c1-820c-cbaa0ae98496\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}}, {\"46630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-17 18:36:23.000000+00:00\", \"2023-03-03 01:38:43.000000+00:00\"], \"session_ids\": [\"d2d18064-ed86-43da-b481-84add068b944\", \"f89893a2-22a0-40ef-af3b-b6395ffd74f3\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 1.815}}, {\"90492\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-05 13:28:29.000000+00:00\", \"2019-08-19 20:21:54.000000+00:00\"], \"session_ids\": [\"56dd1029-5011-438c-ae5f-c0643e58df5f\", \"a27c35e2-329d-4e23-8b50-bb63b34f9f62\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}}, {\"32699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-18 18:36:58.000000+00:00\", \"2021-01-27 21:56:06.000000+00:00\", \"2019-05-31 00:41:10.000000+00:00\", \"2020-03-06 08:45:35.000000+00:00\", \"2022-07-22 01:19:26.000000+00:00\", \"2020-02-25 01:44:52.000000+00:00\", \"2020-08-25 15:48:58.000000+00:00\", \"2022-12-13 16:44:38.000000+00:00\", \"2019-08-18 22:32:41.000000+00:00\", \"2019-01-21 01:53:39.000000+00:00\", \"2020-09-01 01:13:21.000000+00:00\"], \"session_ids\": [\"ffca147c-3fb5-4143-89d6-f8448da3daa0\", \"d92cd895-75fc-4793-9ee5-f39a954b5a13\", \"4f224522-89ed-426f-9746-ade5a1dc5fdc\", \"f37f5d5f-060f-4db1-a75b-e0143667c6f1\", \"10385c9c-e877-4885-82b5-77ddc423bed9\", \"9f96b079-0996-4adb-b3e7-92b47276fb65\", \"538d0ddd-a7f7-4117-9e8a-945a6aba6fda\", \"9282e680-2e70-4565-bcd1-978011b564a6\", \"7347e203-d372-41dd-952e-30d4977292da\", \"fe524c60-1e13-40c3-b3c0-a501afe9bc65\", \"9758e752-0ccd-4372-a033-9df7d53a7242\"], \"total_duration\": 841.0, \"total_sessions\": 11, \"mean_week_duration\": 4.123}}, {\"64931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-17 21:25:45.000000+00:00\", \"2021-05-06 07:23:39.000000+00:00\"], \"session_ids\": [\"5066c09a-aa37-4a8f-a255-b900486eb08c\", \"db1d7c3d-f0a8-46de-95d1-dbf05f364781\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 4.538}}, {\"32995\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-05 13:16:34.000000+00:00\", \"2020-08-21 07:20:09.000000+00:00\"], \"session_ids\": [\"8917e98d-7948-4030-ad52-24885a2a9156\", \"0b61c483-14e7-4402-b9e7-7fd712e1cfd9\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 4.659}}, {\"61340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 8, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-18 17:27:32.000000+00:00\", \"2021-05-31 10:45:58.000000+00:00\", \"2019-06-10 22:33:50.000000+00:00\", \"2023-01-25 19:53:34.000000+00:00\", \"2019-04-25 12:46:50.000000+00:00\", \"2022-08-20 04:46:04.000000+00:00\", \"2019-06-15 21:04:08.000000+00:00\"], \"session_ids\": [\"b416bcf9-40c5-416e-8847-940df3321c53\", \"ee97f6c5-c7bf-4520-ab8e-168a559a35cd\", \"a347f562-f93e-4cca-a319-6e6e3183727a\", \"d1ac9d75-3d45-452b-a2db-2296e0e70b1a\", \"5af0c738-d7f0-4d1b-9c42-b11f6da186f2\", \"084cc241-75e8-462d-b656-0928efcc5501\", \"4b378d03-5065-4661-ae60-2a890ff0b3e5\"], \"total_duration\": 1016.0, \"total_sessions\": 7, \"mean_week_duration\": 5.184}}, {\"26793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-19 11:21:50.000000+00:00\", \"2020-07-26 01:17:15.000000+00:00\", \"2020-06-28 11:58:24.000000+00:00\"], \"session_ids\": [\"9a4c6e7f-7bb4-4527-8bf8-3b56d430dc44\", \"d3058667-9a23-44c9-aff2-2b459656fb78\", \"3b8f34f2-c2fe-4e87-b5c4-089b5d045af1\"], \"total_duration\": 473.0, \"total_sessions\": 3, \"mean_week_duration\": 6.479}}]\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[{\"30226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-21 01:30:25.000000+00:00\", \"2021-03-01 05:48:22.000000+00:00\"], \"session_ids\": [\"8a19030b-dd43-440b-9092-c028f01b47cd\", \"3507fc59-6ef6-4332-916e-14f04329605e\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}}, {\"87583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-09 20:34:02.000000+00:00\", \"2020-12-30 21:25:42.000000+00:00\"], \"session_ids\": [\"5cd0338f-0f97-4d03-b8c9-20fdaebdd8ee\", \"fe5e16b4-86a9-4ff6-a784-09f09739c076\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.663}}, {\"6198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-05-23 04:23:05.000000+00:00\", \"2022-02-04 22:18:49.000000+00:00\"], \"session_ids\": [\"07876727-58b7-4d25-a607-1aeb7188cca7\", \"71b2ea10-5b6b-43c1-820c-cbaa0ae98496\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}}, {\"46630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-17 18:36:23.000000+00:00\", \"2023-03-03 01:38:43.000000+00:00\"], \"session_ids\": [\"d2d18064-ed86-43da-b481-84add068b944\", \"f89893a2-22a0-40ef-af3b-b6395ffd74f3\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 1.815}}]\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[{\"30226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-21 01:30:25.000000+00:00\", \"2021-03-01 05:48:22.000000+00:00\"], \"session_ids\": [\"8a19030b-dd43-440b-9092-c028f01b47cd\", \"3507fc59-6ef6-4332-916e-14f04329605e\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}}, {\"87583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-09 20:34:02.000000+00:00\", \"2020-12-30 21:25:42.000000+00:00\"], \"session_ids\": [\"5cd0338f-0f97-4d03-b8c9-20fdaebdd8ee\", \"fe5e16b4-86a9-4ff6-a784-09f09739c076\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.663}}, {\"6198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-05-23 04:23:05.000000+00:00\", \"2022-02-04 22:18:49.000000+00:00\"], \"session_ids\": [\"07876727-58b7-4d25-a607-1aeb7188cca7\", \"71b2ea10-5b6b-43c1-820c-cbaa0ae98496\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}}, {\"46630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-17 18:36:23.000000+00:00\", \"2023-03-03 01:38:43.000000+00:00\"], \"session_ids\": [\"d2d18064-ed86-43da-b481-84add068b944\", \"f89893a2-22a0-40ef-af3b-b6395ffd74f3\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 1.815}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users who don't belong to city Nassau as well as execute sorting by time spent on the site per week from the smallest value to the largest value as well as remain only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89757\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-09-07 07:12:02.000000+00:00\", \"2020-06-24 01:45:21.000000+00:00\"], \"session_ids\": [\"68e241ca-649c-4a91-bb62-08b9a302c63c\", \"02c2030b-3b82-41ae-b6fb-687127176f6e\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"79931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-11 03:48:49.000000+00:00\", \"2022-03-06 22:18:31.000000+00:00\"], \"session_ids\": [\"feda3e78-8ddb-4a2e-b050-756f35464645\", \"209f556f-1e81-4bed-9850-664a3df2cd57\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 1.108}, \"16718\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-17 03:40:43.000000+00:00\", \"2020-09-11 04:32:16.000000+00:00\"], \"session_ids\": [\"74f7aad6-30c3-4289-8a1e-8c033ed8ba98\", \"fa1cade6-41c6-4c08-9304-53693e87d4c7\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}, \"67257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 22:57:00.000000+00:00\", \"2023-02-04 20:20:28.000000+00:00\"], \"session_ids\": [\"b1325a53-b4ab-4902-8ef6-65d9403a6d9a\", \"a721b0ff-83ab-4821-918e-da0476a262a8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}, \"82227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-02-19 23:36:36.000000+00:00\", \"2020-07-21 16:53:08.000000+00:00\"], \"session_ids\": [\"3c3b9379-1686-48e2-8c72-ef803e495b78\", \"c997f898-6b78-4b03-a25e-ca2c1a8ecf40\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 5.459}, \"80939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2023-01-01 01:15:48.000000+00:00\", \"2020-12-22 07:11:41.000000+00:00\", \"2020-02-12 16:39:18.000000+00:00\", \"2021-03-12 01:04:12.000000+00:00\", \"2021-01-05 03:41:33.000000+00:00\", \"2019-05-31 10:20:44.000000+00:00\"], \"session_ids\": [\"3200f9e6-7014-4131-830e-6f92ba990b81\", \"a16c4a63-25c1-4367-ae26-7fe733e40567\", \"b15180a3-09d7-4db0-bccf-72fa3041b659\", \"5caf8c06-fad4-485c-8211-a598d496b44e\", \"cdb79a32-0009-4b2a-85df-a97f308f86a0\", \"f632e853-20ec-429e-a736-8dec2a7390c8\"], \"total_duration\": 1185.0, \"total_sessions\": 6, \"mean_week_duration\": 6.303}, \"2489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-09-17 11:53:03.000000+00:00\", \"2021-06-01 10:12:32.000000+00:00\"], \"session_ids\": [\"9d1cc587-f168-442b-b283-e1edbf89bec6\", \"d3eb8fd4-8cfc-4c0d-ae83-062b44421492\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 1.189}, \"78727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-10 12:38:12.000000+00:00\", \"2022-03-28 12:45:55.000000+00:00\"], \"session_ids\": [\"86b46e0a-c5db-4f09-b898-f35b42d57ae3\", \"101d269d-df88-4988-adfe-f594d38a617d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}, \"25391\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-10 14:27:45.000000+00:00\", \"2023-01-10 04:45:26.000000+00:00\", \"2023-03-12 23:15:56.000000+00:00\", \"2020-07-02 19:20:11.000000+00:00\", \"2020-07-23 22:06:09.000000+00:00\", \"2019-10-02 05:33:04.000000+00:00\", \"2019-09-04 17:53:52.000000+00:00\", \"2022-10-26 11:22:18.000000+00:00\"], \"session_ids\": [\"0b72898b-1c5b-4fd4-86d6-c1e32658358d\", \"898df9b9-b611-4b99-83b7-019d88e3667e\", \"3f2fca80-dcb9-487f-8a36-04e561bf5b36\", \"57c760e4-834a-4fb8-a869-e9638efee1ba\", \"68bd8cc0-b322-4974-97c0-eacabb9a5d1a\", \"732eea53-2619-4729-869f-64c5f42b7428\", \"11deab10-ad81-4049-ae76-b4e0c14c0275\", \"92c44d46-0773-4973-a2a5-1d043d20d3d1\"], \"total_duration\": 3915.0, \"total_sessions\": 8, \"mean_week_duration\": 21.277}, \"18157\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-15 07:45:36.000000+00:00\", \"2020-01-11 15:54:52.000000+00:00\"], \"session_ids\": [\"85edd84d-ea7e-4261-a518-2929a368aab4\", \"dc7b7495-54d8-4b37-a5d4-f46e72d32e6f\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Nassau" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Nassau\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89757\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-09-07 07:12:02.000000+00:00\", \"2020-06-24 01:45:21.000000+00:00\"], \"session_ids\": [\"68e241ca-649c-4a91-bb62-08b9a302c63c\", \"02c2030b-3b82-41ae-b6fb-687127176f6e\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"79931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-11 03:48:49.000000+00:00\", \"2022-03-06 22:18:31.000000+00:00\"], \"session_ids\": [\"feda3e78-8ddb-4a2e-b050-756f35464645\", \"209f556f-1e81-4bed-9850-664a3df2cd57\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 1.108}, \"16718\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-17 03:40:43.000000+00:00\", \"2020-09-11 04:32:16.000000+00:00\"], \"session_ids\": [\"74f7aad6-30c3-4289-8a1e-8c033ed8ba98\", \"fa1cade6-41c6-4c08-9304-53693e87d4c7\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}, \"67257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 22:57:00.000000+00:00\", \"2023-02-04 20:20:28.000000+00:00\"], \"session_ids\": [\"b1325a53-b4ab-4902-8ef6-65d9403a6d9a\", \"a721b0ff-83ab-4821-918e-da0476a262a8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}, \"82227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-02-19 23:36:36.000000+00:00\", \"2020-07-21 16:53:08.000000+00:00\"], \"session_ids\": [\"3c3b9379-1686-48e2-8c72-ef803e495b78\", \"c997f898-6b78-4b03-a25e-ca2c1a8ecf40\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 5.459}, \"80939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2023-01-01 01:15:48.000000+00:00\", \"2020-12-22 07:11:41.000000+00:00\", \"2020-02-12 16:39:18.000000+00:00\", \"2021-03-12 01:04:12.000000+00:00\", \"2021-01-05 03:41:33.000000+00:00\", \"2019-05-31 10:20:44.000000+00:00\"], \"session_ids\": [\"3200f9e6-7014-4131-830e-6f92ba990b81\", \"a16c4a63-25c1-4367-ae26-7fe733e40567\", \"b15180a3-09d7-4db0-bccf-72fa3041b659\", \"5caf8c06-fad4-485c-8211-a598d496b44e\", \"cdb79a32-0009-4b2a-85df-a97f308f86a0\", \"f632e853-20ec-429e-a736-8dec2a7390c8\"], \"total_duration\": 1185.0, \"total_sessions\": 6, \"mean_week_duration\": 6.303}, \"2489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-09-17 11:53:03.000000+00:00\", \"2021-06-01 10:12:32.000000+00:00\"], \"session_ids\": [\"9d1cc587-f168-442b-b283-e1edbf89bec6\", \"d3eb8fd4-8cfc-4c0d-ae83-062b44421492\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 1.189}, \"78727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-10 12:38:12.000000+00:00\", \"2022-03-28 12:45:55.000000+00:00\"], \"session_ids\": [\"86b46e0a-c5db-4f09-b898-f35b42d57ae3\", \"101d269d-df88-4988-adfe-f594d38a617d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}, \"25391\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-10 14:27:45.000000+00:00\", \"2023-01-10 04:45:26.000000+00:00\", \"2023-03-12 23:15:56.000000+00:00\", \"2020-07-02 19:20:11.000000+00:00\", \"2020-07-23 22:06:09.000000+00:00\", \"2019-10-02 05:33:04.000000+00:00\", \"2019-09-04 17:53:52.000000+00:00\", \"2022-10-26 11:22:18.000000+00:00\"], \"session_ids\": [\"0b72898b-1c5b-4fd4-86d6-c1e32658358d\", \"898df9b9-b611-4b99-83b7-019d88e3667e\", \"3f2fca80-dcb9-487f-8a36-04e561bf5b36\", \"57c760e4-834a-4fb8-a869-e9638efee1ba\", \"68bd8cc0-b322-4974-97c0-eacabb9a5d1a\", \"732eea53-2619-4729-869f-64c5f42b7428\", \"11deab10-ad81-4049-ae76-b4e0c14c0275\", \"92c44d46-0773-4973-a2a5-1d043d20d3d1\"], \"total_duration\": 3915.0, \"total_sessions\": 8, \"mean_week_duration\": 21.277}, \"18157\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-15 07:45:36.000000+00:00\", \"2020-01-11 15:54:52.000000+00:00\"], \"session_ids\": [\"85edd84d-ea7e-4261-a518-2929a368aab4\", \"dc7b7495-54d8-4b37-a5d4-f46e72d32e6f\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}\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[{\"67257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 22:57:00.000000+00:00\", \"2023-02-04 20:20:28.000000+00:00\"], \"session_ids\": [\"b1325a53-b4ab-4902-8ef6-65d9403a6d9a\", \"a721b0ff-83ab-4821-918e-da0476a262a8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}}, {\"16718\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-17 03:40:43.000000+00:00\", \"2020-09-11 04:32:16.000000+00:00\"], \"session_ids\": [\"74f7aad6-30c3-4289-8a1e-8c033ed8ba98\", \"fa1cade6-41c6-4c08-9304-53693e87d4c7\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}}, {\"18157\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-15 07:45:36.000000+00:00\", \"2020-01-11 15:54:52.000000+00:00\"], \"session_ids\": [\"85edd84d-ea7e-4261-a518-2929a368aab4\", \"dc7b7495-54d8-4b37-a5d4-f46e72d32e6f\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}, {\"79931\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-11 03:48:49.000000+00:00\", \"2022-03-06 22:18:31.000000+00:00\"], \"session_ids\": [\"feda3e78-8ddb-4a2e-b050-756f35464645\", \"209f556f-1e81-4bed-9850-664a3df2cd57\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 1.108}}, {\"2489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-09-17 11:53:03.000000+00:00\", \"2021-06-01 10:12:32.000000+00:00\"], \"session_ids\": [\"9d1cc587-f168-442b-b283-e1edbf89bec6\", \"d3eb8fd4-8cfc-4c0d-ae83-062b44421492\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 1.189}}, {\"89757\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-09-07 07:12:02.000000+00:00\", \"2020-06-24 01:45:21.000000+00:00\"], \"session_ids\": [\"68e241ca-649c-4a91-bb62-08b9a302c63c\", \"02c2030b-3b82-41ae-b6fb-687127176f6e\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"82227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-02-19 23:36:36.000000+00:00\", \"2020-07-21 16:53:08.000000+00:00\"], \"session_ids\": [\"3c3b9379-1686-48e2-8c72-ef803e495b78\", \"c997f898-6b78-4b03-a25e-ca2c1a8ecf40\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 5.459}}, {\"80939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2023-01-01 01:15:48.000000+00:00\", \"2020-12-22 07:11:41.000000+00:00\", \"2020-02-12 16:39:18.000000+00:00\", \"2021-03-12 01:04:12.000000+00:00\", \"2021-01-05 03:41:33.000000+00:00\", \"2019-05-31 10:20:44.000000+00:00\"], \"session_ids\": [\"3200f9e6-7014-4131-830e-6f92ba990b81\", \"a16c4a63-25c1-4367-ae26-7fe733e40567\", \"b15180a3-09d7-4db0-bccf-72fa3041b659\", \"5caf8c06-fad4-485c-8211-a598d496b44e\", \"cdb79a32-0009-4b2a-85df-a97f308f86a0\", \"f632e853-20ec-429e-a736-8dec2a7390c8\"], \"total_duration\": 1185.0, \"total_sessions\": 6, \"mean_week_duration\": 6.303}}, {\"78727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-10 12:38:12.000000+00:00\", \"2022-03-28 12:45:55.000000+00:00\"], \"session_ids\": [\"86b46e0a-c5db-4f09-b898-f35b42d57ae3\", \"101d269d-df88-4988-adfe-f594d38a617d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}}, {\"25391\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-10 14:27:45.000000+00:00\", \"2023-01-10 04:45:26.000000+00:00\", \"2023-03-12 23:15:56.000000+00:00\", \"2020-07-02 19:20:11.000000+00:00\", \"2020-07-23 22:06:09.000000+00:00\", \"2019-10-02 05:33:04.000000+00:00\", \"2019-09-04 17:53:52.000000+00:00\", \"2022-10-26 11:22:18.000000+00:00\"], \"session_ids\": [\"0b72898b-1c5b-4fd4-86d6-c1e32658358d\", \"898df9b9-b611-4b99-83b7-019d88e3667e\", \"3f2fca80-dcb9-487f-8a36-04e561bf5b36\", \"57c760e4-834a-4fb8-a869-e9638efee1ba\", \"68bd8cc0-b322-4974-97c0-eacabb9a5d1a\", \"732eea53-2619-4729-869f-64c5f42b7428\", \"11deab10-ad81-4049-ae76-b4e0c14c0275\", \"92c44d46-0773-4973-a2a5-1d043d20d3d1\"], \"total_duration\": 3915.0, \"total_sessions\": 8, \"mean_week_duration\": 21.277}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"67257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 22:57:00.000000+00:00\", \"2023-02-04 20:20:28.000000+00:00\"], \"session_ids\": [\"b1325a53-b4ab-4902-8ef6-65d9403a6d9a\", \"a721b0ff-83ab-4821-918e-da0476a262a8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}}, {\"16718\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-17 03:40:43.000000+00:00\", \"2020-09-11 04:32:16.000000+00:00\"], \"session_ids\": [\"74f7aad6-30c3-4289-8a1e-8c033ed8ba98\", \"fa1cade6-41c6-4c08-9304-53693e87d4c7\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}}]\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[{\"67257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 22:57:00.000000+00:00\", \"2023-02-04 20:20:28.000000+00:00\"], \"session_ids\": [\"b1325a53-b4ab-4902-8ef6-65d9403a6d9a\", \"a721b0ff-83ab-4821-918e-da0476a262a8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}}, {\"16718\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-17 03:40:43.000000+00:00\", \"2020-09-11 04:32:16.000000+00:00\"], \"session_ids\": [\"74f7aad6-30c3-4289-8a1e-8c033ed8ba98\", \"fa1cade6-41c6-4c08-9304-53693e87d4c7\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.759}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 3 users with a sum of duration that is above 4264 and below 1833, exclusively 1833 and 4264 also apply sorting by mean_week_duration asc , and keep only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-05 01:51:24.000000+00:00\", \"2022-09-06 06:52:24.000000+00:00\", \"2022-05-26 16:32:57.000000+00:00\", \"2020-06-21 16:09:15.000000+00:00\", \"2019-05-30 02:49:08.000000+00:00\", \"2023-05-27 07:44:51.000000+00:00\", \"2022-07-13 12:39:19.000000+00:00\", \"2022-10-28 05:10:15.000000+00:00\", \"2021-08-22 15:15:53.000000+00:00\"], \"session_ids\": [\"cfbeb9f0-bdac-49bb-ab83-446ef86d5443\", \"356e91df-e0f1-48ba-bc1e-b2da4c0de202\", \"078d33c1-869c-42f1-8844-0be93fc4fb00\", \"73988f5f-03e8-44b4-8bec-ca9fba0e2653\", \"266da6aa-8819-441c-9271-8fd5ec264408\", \"47a997e3-4866-404c-bacb-e031584a04a6\", \"d9a30267-7cd8-4976-8d03-3d4943e49546\", \"2d6a9ee9-7a63-4b79-a583-29667b3c2a91\", \"edc0b25f-0a6e-4bd7-a589-519affd55e8d\"], \"total_duration\": 5267.0, \"total_sessions\": 9, \"mean_week_duration\": 25.201}, \"2162\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-17 06:39:13.000000+00:00\", \"2019-06-24 20:34:06.000000+00:00\", \"2020-10-16 12:27:10.000000+00:00\"], \"session_ids\": [\"d9c8150e-e9dc-4854-91e9-c336ee05e107\", \"77c61d8a-1937-4599-8668-29fdae9e698f\", \"b6ee46a0-008b-4961-ade9-dadd87282aae\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 4.983}, \"7157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-06-13 18:08:38.000000+00:00\", \"2019-10-06 20:40:27.000000+00:00\"], \"session_ids\": [\"18c585e3-6836-4403-962a-3992b76e4343\", \"185e4fb6-81b9-45d4-b4ce-90ba3ea7b582\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 9.882}, \"29989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-15 03:44:51.000000+00:00\", \"2019-09-26 19:02:14.000000+00:00\"], \"session_ids\": [\"b6444fc0-817a-4456-ac46-8072a4b7d832\", \"3841ba85-7b79-41c9-8fbb-c432fa978b41\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}, \"30102\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 18:57:27.000000+00:00\", \"2021-05-15 06:01:57.000000+00:00\"], \"session_ids\": [\"73788d0c-48ce-41a7-9a59-01eb83dbc88f\", \"6e1253dd-d023-415c-a698-d33890bedd7d\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 4.769}, \"17721\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-15 00:10:33.000000+00:00\", \"2019-11-10 06:39:37.000000+00:00\"], \"session_ids\": [\"22548e16-dd47-4d48-8d98-eed9e0f32a88\", \"8fea4df0-1e27-4f19-9c17-8989b383cb22\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.291}, \"60738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-17 11:53:32.000000+00:00\", \"2023-02-23 23:12:13.000000+00:00\"], \"session_ids\": [\"d27c9e62-d892-47b5-beb0-4b94c6b5d82a\", \"35b034f3-481f-43de-a2d5-1bf4ea574267\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}, \"46116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-03-06 10:50:19.000000+00:00\", \"2021-02-28 14:28:09.000000+00:00\"], \"session_ids\": [\"9e46345f-04fb-4ab9-9f7b-252bcb9d9acd\", \"529ed32a-cb06-478b-9adc-257451028b66\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.365}, \"12755\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-30 23:42:26.000000+00:00\", \"2023-03-29 20:08:11.000000+00:00\", \"2021-10-31 00:31:12.000000+00:00\"], \"session_ids\": [\"640bb626-12c7-47ac-a2a8-bd75db1bc3d8\", \"975e6b2e-ffac-433b-999b-8be32b13ef14\", \"88436649-296a-4615-b749-6f58203dec36\"], \"total_duration\": 832.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}, \"15650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-12-24 03:43:13.000000+00:00\", \"2022-06-03 07:32:35.000000+00:00\", \"2019-02-19 06:57:12.000000+00:00\", \"2020-06-01 21:20:52.000000+00:00\", \"2021-06-13 23:56:39.000000+00:00\", \"2019-06-02 17:02:17.000000+00:00\", \"2022-11-15 17:48:05.000000+00:00\", \"2023-02-14 21:46:12.000000+00:00\", \"2021-05-02 06:14:17.000000+00:00\", \"2021-10-26 07:28:12.000000+00:00\", \"2022-08-18 07:55:12.000000+00:00\"], \"session_ids\": [\"a6416a4f-7e4e-4349-b46a-5a421464a027\", \"935c0b85-8497-4db1-aeb7-e7486ef29aa0\", \"8e076bae-8cc7-4ddf-8077-3427e549bf49\", \"b33c2ce8-473b-48c2-8f90-8ae46e3c9511\", \"adcd018a-2a92-41fb-96f1-781059ef28de\", \"668ed9bd-2dfd-45cb-8a41-51c59e9d9a9d\", \"3ceafb1b-a656-4995-ae07-a7c4311403d6\", \"fcac5605-ac60-457d-8eb1-f72ab15b033e\", \"f2d736a9-e33d-40bb-8f9f-90fc7de6eadd\", \"a934a013-d1d4-440a-8233-2b13f7c173d5\", \"254e02ec-cc08-46db-9e58-29fef9dbb4a2\"], \"total_duration\": 592.0, \"total_sessions\": 11, \"mean_week_duration\": 2.846}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 1833 and are greater than 4264" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1833, 4264]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"2162\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-17 06:39:13.000000+00:00\", \"2019-06-24 20:34:06.000000+00:00\", \"2020-10-16 12:27:10.000000+00:00\"], \"session_ids\": [\"d9c8150e-e9dc-4854-91e9-c336ee05e107\", \"77c61d8a-1937-4599-8668-29fdae9e698f\", \"b6ee46a0-008b-4961-ade9-dadd87282aae\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 4.983}, \"7157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-06-13 18:08:38.000000+00:00\", \"2019-10-06 20:40:27.000000+00:00\"], \"session_ids\": [\"18c585e3-6836-4403-962a-3992b76e4343\", \"185e4fb6-81b9-45d4-b4ce-90ba3ea7b582\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 9.882}, \"29989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-15 03:44:51.000000+00:00\", \"2019-09-26 19:02:14.000000+00:00\"], \"session_ids\": [\"b6444fc0-817a-4456-ac46-8072a4b7d832\", \"3841ba85-7b79-41c9-8fbb-c432fa978b41\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}, \"30102\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 18:57:27.000000+00:00\", \"2021-05-15 06:01:57.000000+00:00\"], \"session_ids\": [\"73788d0c-48ce-41a7-9a59-01eb83dbc88f\", \"6e1253dd-d023-415c-a698-d33890bedd7d\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 4.769}, \"17721\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-15 00:10:33.000000+00:00\", \"2019-11-10 06:39:37.000000+00:00\"], \"session_ids\": [\"22548e16-dd47-4d48-8d98-eed9e0f32a88\", \"8fea4df0-1e27-4f19-9c17-8989b383cb22\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.291}, \"60738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-17 11:53:32.000000+00:00\", \"2023-02-23 23:12:13.000000+00:00\"], \"session_ids\": [\"d27c9e62-d892-47b5-beb0-4b94c6b5d82a\", \"35b034f3-481f-43de-a2d5-1bf4ea574267\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}, \"46116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-03-06 10:50:19.000000+00:00\", \"2021-02-28 14:28:09.000000+00:00\"], \"session_ids\": [\"9e46345f-04fb-4ab9-9f7b-252bcb9d9acd\", \"529ed32a-cb06-478b-9adc-257451028b66\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.365}, \"12755\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-30 23:42:26.000000+00:00\", \"2023-03-29 20:08:11.000000+00:00\", \"2021-10-31 00:31:12.000000+00:00\"], \"session_ids\": [\"640bb626-12c7-47ac-a2a8-bd75db1bc3d8\", \"975e6b2e-ffac-433b-999b-8be32b13ef14\", \"88436649-296a-4615-b749-6f58203dec36\"], \"total_duration\": 832.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}, \"15650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-12-24 03:43:13.000000+00:00\", \"2022-06-03 07:32:35.000000+00:00\", \"2019-02-19 06:57:12.000000+00:00\", \"2020-06-01 21:20:52.000000+00:00\", \"2021-06-13 23:56:39.000000+00:00\", \"2019-06-02 17:02:17.000000+00:00\", \"2022-11-15 17:48:05.000000+00:00\", \"2023-02-14 21:46:12.000000+00:00\", \"2021-05-02 06:14:17.000000+00:00\", \"2021-10-26 07:28:12.000000+00:00\", \"2022-08-18 07:55:12.000000+00:00\"], \"session_ids\": [\"a6416a4f-7e4e-4349-b46a-5a421464a027\", \"935c0b85-8497-4db1-aeb7-e7486ef29aa0\", \"8e076bae-8cc7-4ddf-8077-3427e549bf49\", \"b33c2ce8-473b-48c2-8f90-8ae46e3c9511\", \"adcd018a-2a92-41fb-96f1-781059ef28de\", \"668ed9bd-2dfd-45cb-8a41-51c59e9d9a9d\", \"3ceafb1b-a656-4995-ae07-a7c4311403d6\", \"fcac5605-ac60-457d-8eb1-f72ab15b033e\", \"f2d736a9-e33d-40bb-8f9f-90fc7de6eadd\", \"a934a013-d1d4-440a-8233-2b13f7c173d5\", \"254e02ec-cc08-46db-9e58-29fef9dbb4a2\"], \"total_duration\": 592.0, \"total_sessions\": 11, \"mean_week_duration\": 2.846}, \"14193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-05 01:51:24.000000+00:00\", \"2022-09-06 06:52:24.000000+00:00\", \"2022-05-26 16:32:57.000000+00:00\", \"2020-06-21 16:09:15.000000+00:00\", \"2019-05-30 02:49:08.000000+00:00\", \"2023-05-27 07:44:51.000000+00:00\", \"2022-07-13 12:39:19.000000+00:00\", \"2022-10-28 05:10:15.000000+00:00\", \"2021-08-22 15:15:53.000000+00:00\"], \"session_ids\": [\"cfbeb9f0-bdac-49bb-ab83-446ef86d5443\", \"356e91df-e0f1-48ba-bc1e-b2da4c0de202\", \"078d33c1-869c-42f1-8844-0be93fc4fb00\", \"73988f5f-03e8-44b4-8bec-ca9fba0e2653\", \"266da6aa-8819-441c-9271-8fd5ec264408\", \"47a997e3-4866-404c-bacb-e031584a04a6\", \"d9a30267-7cd8-4976-8d03-3d4943e49546\", \"2d6a9ee9-7a63-4b79-a583-29667b3c2a91\", \"edc0b25f-0a6e-4bd7-a589-519affd55e8d\"], \"total_duration\": 5267.0, \"total_sessions\": 9, \"mean_week_duration\": 25.201}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-17 11:53:32.000000+00:00\", \"2023-02-23 23:12:13.000000+00:00\"], \"session_ids\": [\"d27c9e62-d892-47b5-beb0-4b94c6b5d82a\", \"35b034f3-481f-43de-a2d5-1bf4ea574267\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}}, {\"29989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-15 03:44:51.000000+00:00\", \"2019-09-26 19:02:14.000000+00:00\"], \"session_ids\": [\"b6444fc0-817a-4456-ac46-8072a4b7d832\", \"3841ba85-7b79-41c9-8fbb-c432fa978b41\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}, {\"17721\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-15 00:10:33.000000+00:00\", \"2019-11-10 06:39:37.000000+00:00\"], \"session_ids\": [\"22548e16-dd47-4d48-8d98-eed9e0f32a88\", \"8fea4df0-1e27-4f19-9c17-8989b383cb22\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.291}}, {\"46116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-03-06 10:50:19.000000+00:00\", \"2021-02-28 14:28:09.000000+00:00\"], \"session_ids\": [\"9e46345f-04fb-4ab9-9f7b-252bcb9d9acd\", \"529ed32a-cb06-478b-9adc-257451028b66\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.365}}, {\"15650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-12-24 03:43:13.000000+00:00\", \"2022-06-03 07:32:35.000000+00:00\", \"2019-02-19 06:57:12.000000+00:00\", \"2020-06-01 21:20:52.000000+00:00\", \"2021-06-13 23:56:39.000000+00:00\", \"2019-06-02 17:02:17.000000+00:00\", \"2022-11-15 17:48:05.000000+00:00\", \"2023-02-14 21:46:12.000000+00:00\", \"2021-05-02 06:14:17.000000+00:00\", \"2021-10-26 07:28:12.000000+00:00\", \"2022-08-18 07:55:12.000000+00:00\"], \"session_ids\": [\"a6416a4f-7e4e-4349-b46a-5a421464a027\", \"935c0b85-8497-4db1-aeb7-e7486ef29aa0\", \"8e076bae-8cc7-4ddf-8077-3427e549bf49\", \"b33c2ce8-473b-48c2-8f90-8ae46e3c9511\", \"adcd018a-2a92-41fb-96f1-781059ef28de\", \"668ed9bd-2dfd-45cb-8a41-51c59e9d9a9d\", \"3ceafb1b-a656-4995-ae07-a7c4311403d6\", \"fcac5605-ac60-457d-8eb1-f72ab15b033e\", \"f2d736a9-e33d-40bb-8f9f-90fc7de6eadd\", \"a934a013-d1d4-440a-8233-2b13f7c173d5\", \"254e02ec-cc08-46db-9e58-29fef9dbb4a2\"], \"total_duration\": 592.0, \"total_sessions\": 11, \"mean_week_duration\": 2.846}}, {\"30102\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 18:57:27.000000+00:00\", \"2021-05-15 06:01:57.000000+00:00\"], \"session_ids\": [\"73788d0c-48ce-41a7-9a59-01eb83dbc88f\", \"6e1253dd-d023-415c-a698-d33890bedd7d\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 4.769}}, {\"2162\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-17 06:39:13.000000+00:00\", \"2019-06-24 20:34:06.000000+00:00\", \"2020-10-16 12:27:10.000000+00:00\"], \"session_ids\": [\"d9c8150e-e9dc-4854-91e9-c336ee05e107\", \"77c61d8a-1937-4599-8668-29fdae9e698f\", \"b6ee46a0-008b-4961-ade9-dadd87282aae\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 4.983}}, {\"12755\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-30 23:42:26.000000+00:00\", \"2023-03-29 20:08:11.000000+00:00\", \"2021-10-31 00:31:12.000000+00:00\"], \"session_ids\": [\"640bb626-12c7-47ac-a2a8-bd75db1bc3d8\", \"975e6b2e-ffac-433b-999b-8be32b13ef14\", \"88436649-296a-4615-b749-6f58203dec36\"], \"total_duration\": 832.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}}, {\"7157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-06-13 18:08:38.000000+00:00\", \"2019-10-06 20:40:27.000000+00:00\"], \"session_ids\": [\"18c585e3-6836-4403-962a-3992b76e4343\", \"185e4fb6-81b9-45d4-b4ce-90ba3ea7b582\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 9.882}}, {\"14193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-05 01:51:24.000000+00:00\", \"2022-09-06 06:52:24.000000+00:00\", \"2022-05-26 16:32:57.000000+00:00\", \"2020-06-21 16:09:15.000000+00:00\", \"2019-05-30 02:49:08.000000+00:00\", \"2023-05-27 07:44:51.000000+00:00\", \"2022-07-13 12:39:19.000000+00:00\", \"2022-10-28 05:10:15.000000+00:00\", \"2021-08-22 15:15:53.000000+00:00\"], \"session_ids\": [\"cfbeb9f0-bdac-49bb-ab83-446ef86d5443\", \"356e91df-e0f1-48ba-bc1e-b2da4c0de202\", \"078d33c1-869c-42f1-8844-0be93fc4fb00\", \"73988f5f-03e8-44b4-8bec-ca9fba0e2653\", \"266da6aa-8819-441c-9271-8fd5ec264408\", \"47a997e3-4866-404c-bacb-e031584a04a6\", \"d9a30267-7cd8-4976-8d03-3d4943e49546\", \"2d6a9ee9-7a63-4b79-a583-29667b3c2a91\", \"edc0b25f-0a6e-4bd7-a589-519affd55e8d\"], \"total_duration\": 5267.0, \"total_sessions\": 9, \"mean_week_duration\": 25.201}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-17 11:53:32.000000+00:00\", \"2023-02-23 23:12:13.000000+00:00\"], \"session_ids\": [\"d27c9e62-d892-47b5-beb0-4b94c6b5d82a\", \"35b034f3-481f-43de-a2d5-1bf4ea574267\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}}, {\"29989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-15 03:44:51.000000+00:00\", \"2019-09-26 19:02:14.000000+00:00\"], \"session_ids\": [\"b6444fc0-817a-4456-ac46-8072a4b7d832\", \"3841ba85-7b79-41c9-8fbb-c432fa978b41\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}]\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[{\"60738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-17 11:53:32.000000+00:00\", \"2023-02-23 23:12:13.000000+00:00\"], \"session_ids\": [\"d27c9e62-d892-47b5-beb0-4b94c6b5d82a\", \"35b034f3-481f-43de-a2d5-1bf4ea574267\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}}, {\"29989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-15 03:44:51.000000+00:00\", \"2019-09-26 19:02:14.000000+00:00\"], \"session_ids\": [\"b6444fc0-817a-4456-ac46-8072a4b7d832\", \"3841ba85-7b79-41c9-8fbb-c432fa978b41\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 7 users who have sessions count strictly bigger than 2 also put to use sorting by average_week_duration risingly." } ]
[ { "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{\"70737\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-28 09:06:19.000000+00:00\", \"2021-07-19 19:25:02.000000+00:00\"], \"session_ids\": [\"2c6f2fef-fbeb-468d-9806-c02dc1f9c177\", \"0e2cfac4-8c25-42d0-8e6b-3a5602dd33d4\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 4.062}, \"97517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-12-20 08:08:25.000000+00:00\", \"2020-05-13 12:42:03.000000+00:00\"], \"session_ids\": [\"5cdda9d5-a791-4eca-9df1-9bf5edbb8a3f\", \"1990235d-6182-442e-b22b-a3146ab90356\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 2.656}, \"12471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-28 16:54:57.000000+00:00\", \"2023-03-28 06:17:32.000000+00:00\", \"2019-10-12 16:29:46.000000+00:00\"], \"session_ids\": [\"33bd0a92-1eb7-4234-bd09-3a479b2c02cf\", \"846445dc-8c87-4c0d-8943-d10c1c93072e\", \"ff75e822-a1e7-419c-8d44-1177f59c1cc0\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.994}, \"56898\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-04 19:05:41.000000+00:00\", \"2022-09-15 12:40:58.000000+00:00\"], \"session_ids\": [\"2bb0a414-f844-4532-984d-0aa2cc132425\", \"1a8eb5dc-d845-4478-9353-891d9ad9fc97\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 13.25}, \"41754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-20 11:55:44.000000+00:00\", \"2019-09-18 06:05:14.000000+00:00\"], \"session_ids\": [\"803f86a8-e953-40f8-aba4-4177b62d01d2\", \"accb5b4f-c163-4632-bbf8-33cf6b035bf2\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.22}, \"37641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 12:47:23.000000+00:00\", \"2020-02-13 19:36:27.000000+00:00\", \"2022-09-28 03:25:57.000000+00:00\", \"2019-12-06 17:30:44.000000+00:00\", \"2022-07-12 17:31:22.000000+00:00\", \"2022-08-09 20:49:18.000000+00:00\"], \"session_ids\": [\"4e7e202e-47f8-4b3f-9d8d-38b072bad863\", \"992d3b33-034d-4468-943f-6d2a660bacd9\", \"a2d9fc01-689e-4e00-a921-ba03dd415a2a\", \"4f94033d-a02e-4b14-820f-fe6655616335\", \"4770d82a-a14a-4727-b3b1-2241a54143dd\", \"8f7f5fbf-b42d-4751-adc7-6d88df1a9333\"], \"total_duration\": 277.0, \"total_sessions\": 6, \"mean_week_duration\": 1.884}, \"21855\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-04 14:41:40.000000+00:00\", \"2021-06-21 11:00:53.000000+00:00\"], \"session_ids\": [\"868b2384-ae42-4ebb-9c67-4e53571d7062\", \"1d47d6f6-c995-4e00-84ec-2814afd35667\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.69}, \"77979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-18 19:19:14.000000+00:00\", \"2021-07-20 08:52:28.000000+00:00\", \"2019-06-27 11:17:07.000000+00:00\", \"2022-07-13 22:49:19.000000+00:00\", \"2020-02-06 07:11:38.000000+00:00\", \"2021-03-15 20:29:56.000000+00:00\"], \"session_ids\": [\"e1023b32-7557-4de6-883f-6560a048d427\", \"5f395aa7-e68b-406c-ad9e-5fc8b36563da\", \"ded49726-0e39-499c-82cc-7ef99b505cb0\", \"c5b537bf-0620-4b2d-a4db-9bd1a3c2471a\", \"703acbac-f8e8-4119-8a92-38d66c2e9b85\", \"f60101e3-79dc-4aca-97ec-bffda0bdc9ce\"], \"total_duration\": 5343.0, \"total_sessions\": 6, \"mean_week_duration\": 27.4}, \"26914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-12 07:00:06.000000+00:00\", \"2021-09-23 06:51:07.000000+00:00\", \"2023-04-17 05:43:24.000000+00:00\"], \"session_ids\": [\"63dc3f80-82a0-4dea-a05f-f2ae43cc7c58\", \"3444d09a-66cd-4839-ba5b-d8750a16fb69\", \"e6a9922d-c207-4ac6-b978-28cd30fda206\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}, \"79871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-11 08:19:48.000000+00:00\", \"2020-08-11 01:49:58.000000+00:00\"], \"session_ids\": [\"5a2a5767-a33a-4b1f-9ea0-41891e3b6245\", \"d572585d-c1ea-473c-afaa-5230a691a50d\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 2.61}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 2" }, { "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{\"12471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-28 16:54:57.000000+00:00\", \"2023-03-28 06:17:32.000000+00:00\", \"2019-10-12 16:29:46.000000+00:00\"], \"session_ids\": [\"33bd0a92-1eb7-4234-bd09-3a479b2c02cf\", \"846445dc-8c87-4c0d-8943-d10c1c93072e\", \"ff75e822-a1e7-419c-8d44-1177f59c1cc0\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.994}, \"37641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 12:47:23.000000+00:00\", \"2020-02-13 19:36:27.000000+00:00\", \"2022-09-28 03:25:57.000000+00:00\", \"2019-12-06 17:30:44.000000+00:00\", \"2022-07-12 17:31:22.000000+00:00\", \"2022-08-09 20:49:18.000000+00:00\"], \"session_ids\": [\"4e7e202e-47f8-4b3f-9d8d-38b072bad863\", \"992d3b33-034d-4468-943f-6d2a660bacd9\", \"a2d9fc01-689e-4e00-a921-ba03dd415a2a\", \"4f94033d-a02e-4b14-820f-fe6655616335\", \"4770d82a-a14a-4727-b3b1-2241a54143dd\", \"8f7f5fbf-b42d-4751-adc7-6d88df1a9333\"], \"total_duration\": 277.0, \"total_sessions\": 6, \"mean_week_duration\": 1.884}, \"77979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-18 19:19:14.000000+00:00\", \"2021-07-20 08:52:28.000000+00:00\", \"2019-06-27 11:17:07.000000+00:00\", \"2022-07-13 22:49:19.000000+00:00\", \"2020-02-06 07:11:38.000000+00:00\", \"2021-03-15 20:29:56.000000+00:00\"], \"session_ids\": [\"e1023b32-7557-4de6-883f-6560a048d427\", \"5f395aa7-e68b-406c-ad9e-5fc8b36563da\", \"ded49726-0e39-499c-82cc-7ef99b505cb0\", \"c5b537bf-0620-4b2d-a4db-9bd1a3c2471a\", \"703acbac-f8e8-4119-8a92-38d66c2e9b85\", \"f60101e3-79dc-4aca-97ec-bffda0bdc9ce\"], \"total_duration\": 5343.0, \"total_sessions\": 6, \"mean_week_duration\": 27.4}, \"26914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-12 07:00:06.000000+00:00\", \"2021-09-23 06:51:07.000000+00:00\", \"2023-04-17 05:43:24.000000+00:00\"], \"session_ids\": [\"63dc3f80-82a0-4dea-a05f-f2ae43cc7c58\", \"3444d09a-66cd-4839-ba5b-d8750a16fb69\", \"e6a9922d-c207-4ac6-b978-28cd30fda206\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"26914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-12 07:00:06.000000+00:00\", \"2021-09-23 06:51:07.000000+00:00\", \"2023-04-17 05:43:24.000000+00:00\"], \"session_ids\": [\"63dc3f80-82a0-4dea-a05f-f2ae43cc7c58\", \"3444d09a-66cd-4839-ba5b-d8750a16fb69\", \"e6a9922d-c207-4ac6-b978-28cd30fda206\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}}, {\"37641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 12:47:23.000000+00:00\", \"2020-02-13 19:36:27.000000+00:00\", \"2022-09-28 03:25:57.000000+00:00\", \"2019-12-06 17:30:44.000000+00:00\", \"2022-07-12 17:31:22.000000+00:00\", \"2022-08-09 20:49:18.000000+00:00\"], \"session_ids\": [\"4e7e202e-47f8-4b3f-9d8d-38b072bad863\", \"992d3b33-034d-4468-943f-6d2a660bacd9\", \"a2d9fc01-689e-4e00-a921-ba03dd415a2a\", \"4f94033d-a02e-4b14-820f-fe6655616335\", \"4770d82a-a14a-4727-b3b1-2241a54143dd\", \"8f7f5fbf-b42d-4751-adc7-6d88df1a9333\"], \"total_duration\": 277.0, \"total_sessions\": 6, \"mean_week_duration\": 1.884}}, {\"12471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-28 16:54:57.000000+00:00\", \"2023-03-28 06:17:32.000000+00:00\", \"2019-10-12 16:29:46.000000+00:00\"], \"session_ids\": [\"33bd0a92-1eb7-4234-bd09-3a479b2c02cf\", \"846445dc-8c87-4c0d-8943-d10c1c93072e\", \"ff75e822-a1e7-419c-8d44-1177f59c1cc0\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.994}}, {\"77979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-18 19:19:14.000000+00:00\", \"2021-07-20 08:52:28.000000+00:00\", \"2019-06-27 11:17:07.000000+00:00\", \"2022-07-13 22:49:19.000000+00:00\", \"2020-02-06 07:11:38.000000+00:00\", \"2021-03-15 20:29:56.000000+00:00\"], \"session_ids\": [\"e1023b32-7557-4de6-883f-6560a048d427\", \"5f395aa7-e68b-406c-ad9e-5fc8b36563da\", \"ded49726-0e39-499c-82cc-7ef99b505cb0\", \"c5b537bf-0620-4b2d-a4db-9bd1a3c2471a\", \"703acbac-f8e8-4119-8a92-38d66c2e9b85\", \"f60101e3-79dc-4aca-97ec-bffda0bdc9ce\"], \"total_duration\": 5343.0, \"total_sessions\": 6, \"mean_week_duration\": 27.4}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove 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[{\"26914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-12 07:00:06.000000+00:00\", \"2021-09-23 06:51:07.000000+00:00\", \"2023-04-17 05:43:24.000000+00:00\"], \"session_ids\": [\"63dc3f80-82a0-4dea-a05f-f2ae43cc7c58\", \"3444d09a-66cd-4839-ba5b-d8750a16fb69\", \"e6a9922d-c207-4ac6-b978-28cd30fda206\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}}, {\"37641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 12:47:23.000000+00:00\", \"2020-02-13 19:36:27.000000+00:00\", \"2022-09-28 03:25:57.000000+00:00\", \"2019-12-06 17:30:44.000000+00:00\", \"2022-07-12 17:31:22.000000+00:00\", \"2022-08-09 20:49:18.000000+00:00\"], \"session_ids\": [\"4e7e202e-47f8-4b3f-9d8d-38b072bad863\", \"992d3b33-034d-4468-943f-6d2a660bacd9\", \"a2d9fc01-689e-4e00-a921-ba03dd415a2a\", \"4f94033d-a02e-4b14-820f-fe6655616335\", \"4770d82a-a14a-4727-b3b1-2241a54143dd\", \"8f7f5fbf-b42d-4751-adc7-6d88df1a9333\"], \"total_duration\": 277.0, \"total_sessions\": 6, \"mean_week_duration\": 1.884}}, {\"12471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-28 16:54:57.000000+00:00\", \"2023-03-28 06:17:32.000000+00:00\", \"2019-10-12 16:29:46.000000+00:00\"], \"session_ids\": [\"33bd0a92-1eb7-4234-bd09-3a479b2c02cf\", \"846445dc-8c87-4c0d-8943-d10c1c93072e\", \"ff75e822-a1e7-419c-8d44-1177f59c1cc0\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.994}}, {\"77979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-18 19:19:14.000000+00:00\", \"2021-07-20 08:52:28.000000+00:00\", \"2019-06-27 11:17:07.000000+00:00\", \"2022-07-13 22:49:19.000000+00:00\", \"2020-02-06 07:11:38.000000+00:00\", \"2021-03-15 20:29:56.000000+00:00\"], \"session_ids\": [\"e1023b32-7557-4de6-883f-6560a048d427\", \"5f395aa7-e68b-406c-ad9e-5fc8b36563da\", \"ded49726-0e39-499c-82cc-7ef99b505cb0\", \"c5b537bf-0620-4b2d-a4db-9bd1a3c2471a\", \"703acbac-f8e8-4119-8a92-38d66c2e9b85\", \"f60101e3-79dc-4aca-97ec-bffda0bdc9ce\"], \"total_duration\": 5343.0, \"total_sessions\": 6, \"mean_week_duration\": 27.4}}]\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[{\"26914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-12 07:00:06.000000+00:00\", \"2021-09-23 06:51:07.000000+00:00\", \"2023-04-17 05:43:24.000000+00:00\"], \"session_ids\": [\"63dc3f80-82a0-4dea-a05f-f2ae43cc7c58\", \"3444d09a-66cd-4839-ba5b-d8750a16fb69\", \"e6a9922d-c207-4ac6-b978-28cd30fda206\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}}, {\"37641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 12:47:23.000000+00:00\", \"2020-02-13 19:36:27.000000+00:00\", \"2022-09-28 03:25:57.000000+00:00\", \"2019-12-06 17:30:44.000000+00:00\", \"2022-07-12 17:31:22.000000+00:00\", \"2022-08-09 20:49:18.000000+00:00\"], \"session_ids\": [\"4e7e202e-47f8-4b3f-9d8d-38b072bad863\", \"992d3b33-034d-4468-943f-6d2a660bacd9\", \"a2d9fc01-689e-4e00-a921-ba03dd415a2a\", \"4f94033d-a02e-4b14-820f-fe6655616335\", \"4770d82a-a14a-4727-b3b1-2241a54143dd\", \"8f7f5fbf-b42d-4751-adc7-6d88df1a9333\"], \"total_duration\": 277.0, \"total_sessions\": 6, \"mean_week_duration\": 1.884}}, {\"12471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-28 16:54:57.000000+00:00\", \"2023-03-28 06:17:32.000000+00:00\", \"2019-10-12 16:29:46.000000+00:00\"], \"session_ids\": [\"33bd0a92-1eb7-4234-bd09-3a479b2c02cf\", \"846445dc-8c87-4c0d-8943-d10c1c93072e\", \"ff75e822-a1e7-419c-8d44-1177f59c1cc0\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 1.994}}, {\"77979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-18 19:19:14.000000+00:00\", \"2021-07-20 08:52:28.000000+00:00\", \"2019-06-27 11:17:07.000000+00:00\", \"2022-07-13 22:49:19.000000+00:00\", \"2020-02-06 07:11:38.000000+00:00\", \"2021-03-15 20:29:56.000000+00:00\"], \"session_ids\": [\"e1023b32-7557-4de6-883f-6560a048d427\", \"5f395aa7-e68b-406c-ad9e-5fc8b36563da\", \"ded49726-0e39-499c-82cc-7ef99b505cb0\", \"c5b537bf-0620-4b2d-a4db-9bd1a3c2471a\", \"703acbac-f8e8-4119-8a92-38d66c2e9b85\", \"f60101e3-79dc-4aca-97ec-bffda0bdc9ce\"], \"total_duration\": 5343.0, \"total_sessions\": 6, \"mean_week_duration\": 27.4}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 2 users whose time spent on the site per week is 18 as well as implement sorting by duration summation of sessions per week in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-26 02:17:05.000000+00:00\", \"2022-06-02 08:47:35.000000+00:00\"], \"session_ids\": [\"58aa432e-9eaa-41cb-a2fa-a99f2dcde7db\", \"558b82a9-58d2-4d64-a858-6e5bb7cba043\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.869}, \"47239\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-05-12 19:23:56.000000+00:00\", \"2021-10-19 21:35:05.000000+00:00\"], \"session_ids\": [\"f1adcac4-7322-4194-9f81-31e136dd8c0e\", \"3444cad6-5d51-4672-81e3-238d836b1e5d\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 16.609}, \"27600\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-10-01 03:09:59.000000+00:00\", \"2020-01-17 09:04:18.000000+00:00\"], \"session_ids\": [\"b197d6ee-e956-43c7-94ed-097143aa4e0e\", \"b7a7ac17-c67a-4290-82d4-c8d418c17bbd\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 1.326}, \"23350\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-28 23:04:52.000000+00:00\", \"2021-10-30 12:47:22.000000+00:00\", \"2020-07-26 22:30:58.000000+00:00\", \"2022-03-27 03:14:04.000000+00:00\", \"2021-04-27 19:00:43.000000+00:00\", \"2021-07-19 01:23:31.000000+00:00\"], \"session_ids\": [\"b9f57245-c1bd-4b49-bd03-28686991f17a\", \"a152cfeb-c189-4e84-95a1-204d4789409b\", \"0e8a2ce3-3f71-4ea3-b9ff-f28015fc9b1c\", \"46ee5505-3901-4dbc-8696-abb14ae90df4\", \"7dad91a8-dc20-4207-bea0-76dee1bfdf97\", \"2b538e55-457b-47ec-b30c-eff3f972d218\"], \"total_duration\": 6599.0, \"total_sessions\": 6, \"mean_week_duration\": 44.588}, \"90794\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-20 11:48:20.000000+00:00\", \"2019-11-25 02:12:50.000000+00:00\"], \"session_ids\": [\"0df511a5-2e33-4581-acc2-7ebe716554b3\", \"b08b99d6-073d-422a-9105-3ae2a923afc6\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 7.462}, \"95510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-01-26 15:28:24.000000+00:00\", \"2021-01-14 15:36:23.000000+00:00\"], \"session_ids\": [\"1d1bf902-5457-462f-9dbe-bd2616656071\", \"6386faf4-e843-4113-84db-703dc45e4410\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}, \"56503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-13 13:13:48.000000+00:00\", \"2021-08-05 10:41:38.000000+00:00\"], \"session_ids\": [\"4e95e7af-8b28-4dae-a814-517a60d836ef\", \"8361d8fa-9da0-46ba-b7c0-6370fb977211\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 25.706}, \"13896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-16 11:56:55.000000+00:00\", \"2022-09-13 15:41:22.000000+00:00\"], \"session_ids\": [\"9d72aace-905f-4a45-b8dc-7b9ba1c20dcc\", \"e66331f8-31ad-46c3-8a05-42f100f735cd\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 1.171}, \"36444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-08-22 02:40:06.000000+00:00\", \"2021-11-19 02:08:50.000000+00:00\", \"2019-11-01 17:12:24.000000+00:00\", \"2020-06-05 14:31:03.000000+00:00\", \"2021-06-14 12:04:19.000000+00:00\", \"2020-04-02 23:07:43.000000+00:00\"], \"session_ids\": [\"1df5359a-d723-462b-9682-b932e661c2a4\", \"17a496ab-c26b-4258-9ece-5ce3064e3a07\", \"5d5233fd-f46e-47ab-be80-97f40fc039ba\", \"361223e0-93d6-479e-b96c-b6ba9597b197\", \"1348f31d-358f-4814-a8b1-de5ae1c57dd7\", \"de513e9b-ac01-410c-98d6-7c2e85a671f2\"], \"total_duration\": 95.0, \"total_sessions\": 6, \"mean_week_duration\": 0.888}, \"75510\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-06-19 10:22:54.000000+00:00\", \"2023-05-20 01:48:05.000000+00:00\", \"2022-06-23 06:54:02.000000+00:00\", \"2023-03-07 00:49:53.000000+00:00\"], \"session_ids\": [\"0316f739-2e07-4117-b67b-8b3155736f45\", \"5e9fc4cc-e57a-491f-ab01-5a9da752a366\", \"d25c8b3c-d3a4-43a7-8cde-d2a6c3349d35\", \"b149a6e2-fbd3-4439-bcda-740b83c1d90d\"], \"total_duration\": 76.0, \"total_sessions\": 4, \"mean_week_duration\": 1.462}}\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, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 6 users who have total sessoins count strictly smaller than 8 and bigger than 3 and do sorting by overall sessions count in asc and remain only 3 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{\"34683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-09 09:50:37.000000+00:00\", \"2022-07-30 07:49:34.000000+00:00\", \"2020-05-14 19:18:12.000000+00:00\", \"2021-03-16 21:15:14.000000+00:00\", \"2022-10-15 11:11:34.000000+00:00\", \"2019-10-25 05:46:47.000000+00:00\", \"2022-01-30 06:18:04.000000+00:00\", \"2021-08-10 05:39:20.000000+00:00\"], \"session_ids\": [\"92ea81ab-6841-4ad1-b85e-e1d241a2fafa\", \"facbe896-dc92-4119-a2c2-74ed91c902f1\", \"efbd803c-6ddb-4de8-b68c-0e56488e549f\", \"d5dfb813-373b-482a-bfd0-94a8cf9d5dbc\", \"b078265c-a0cf-439d-a691-61042b359db0\", \"14b130b9-085f-4766-a59a-cc0b8016e01a\", \"711cb991-5e65-4778-bf74-8b0a0cde5d1d\", \"3ca660a4-9f21-4e8b-8f85-e6127841436f\"], \"total_duration\": 2122.0, \"total_sessions\": 8, \"mean_week_duration\": 13.603}, \"11981\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-12-21 11:54:20.000000+00:00\", \"2019-10-22 18:15:20.000000+00:00\", \"2021-07-11 18:09:36.000000+00:00\", \"2022-02-16 04:38:23.000000+00:00\", \"2019-05-29 07:30:50.000000+00:00\", \"2021-01-30 15:01:03.000000+00:00\"], \"session_ids\": [\"625ad7d1-a244-405f-9358-82f0a1aaeb4a\", \"69cbeeec-a354-4a9d-9548-8ba331165b70\", \"a0866228-3e35-4e3d-b888-b4bc8f8726fa\", \"ed768ce0-8aac-483c-9294-22a97b574812\", \"f3b13d3f-935f-4de0-8cc5-6412f2f95bc6\", \"21d7a4be-062f-453c-a26e-b677e12a43d3\"], \"total_duration\": 1690.0, \"total_sessions\": 6, \"mean_week_duration\": 11.901}, \"52144\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-01 05:17:16.000000+00:00\", \"2021-03-20 13:18:42.000000+00:00\"], \"session_ids\": [\"8fc46e77-3ee8-4c27-a773-9372b38f7334\", \"04344f5f-c0a1-4c0b-b246-6b7419087419\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 3.818}, \"16529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-24 21:49:43.000000+00:00\", \"2021-10-24 23:28:33.000000+00:00\"], \"session_ids\": [\"8cf7d13a-da78-4c83-ad75-0949fce33edd\", \"5451226e-1493-4c7b-990d-d3e360b32863\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 11.0}, \"20150\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-04-26 05:20:00.000000+00:00\", \"2022-04-29 13:42:52.000000+00:00\", \"2021-07-09 20:17:26.000000+00:00\", \"2021-11-18 11:34:16.000000+00:00\", \"2022-10-17 21:03:13.000000+00:00\", \"2020-11-03 05:39:26.000000+00:00\", \"2021-09-29 05:31:45.000000+00:00\"], \"session_ids\": [\"1b2a1ac5-9710-476a-8dd2-407f19274efd\", \"4ab4859e-3140-40e2-b253-c1178b05c4ff\", \"6bb76d85-4ca8-4473-b822-f148b0bd6e40\", \"9d5ef6fc-6ab8-4155-9239-4ea1641d683a\", \"d33aa3e5-dc51-4e81-bb3f-8d4b12ccd11e\", \"6a9217ad-d157-4a2b-a050-97d0239c0019\", \"53b90691-9559-402f-bf34-e34b0cf6fc13\"], \"total_duration\": 4339.0, \"total_sessions\": 7, \"mean_week_duration\": 33.636}, \"96603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-17 02:57:38.000000+00:00\", \"2019-02-03 05:08:09.000000+00:00\", \"2019-08-26 04:51:45.000000+00:00\", \"2022-05-10 03:15:13.000000+00:00\"], \"session_ids\": [\"5d7b0aae-1692-4761-a05c-feb6d5e1d42e\", \"124a6aec-359a-4174-af25-2232e8fb17dd\", \"8d9097b2-3955-42bf-aad7-70bf1dac4fac\", \"9aaa6405-ff67-4427-9d37-790682833b7a\"], \"total_duration\": 1292.0, \"total_sessions\": 4, \"mean_week_duration\": 6.123}, \"36719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-01-26 11:22:10.000000+00:00\", \"2021-09-25 10:54:00.000000+00:00\"], \"session_ids\": [\"91d3f58b-0813-45ac-b471-e6e4cb3d3af3\", \"f7498bfe-1885-4db7-872f-bd9fda087df1\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 5.184}, \"19923\": {\"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\": \"Helsinki\", \"datetimes\": [\"2020-07-30 08:28:39.000000+00:00\", \"2021-10-17 17:45:48.000000+00:00\", \"2021-11-22 19:05:14.000000+00:00\", \"2022-02-05 05:50:35.000000+00:00\"], \"session_ids\": [\"c2221ffb-7afc-4ab7-9adb-cfe50dd98f12\", \"1dc648cc-ce0d-4fc9-922f-4a8c44f176bf\", \"67e9af96-5ecd-4ab0-8a56-851e40d983e1\", \"b6edcaf5-b6a2-4547-a0e9-550ab6e6d71e\"], \"total_duration\": 338.0, \"total_sessions\": 4, \"mean_week_duration\": 4.225}, \"3490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-21 19:37:24.000000+00:00\", \"2019-03-02 14:35:19.000000+00:00\", \"2020-12-16 23:12:37.000000+00:00\", \"2023-02-13 06:48:55.000000+00:00\"], \"session_ids\": [\"6fbb1e43-cd6e-4d43-9f06-fd29f72d7745\", \"f4dd2298-4796-4823-a20d-278d98e13fcc\", \"02f43030-02c3-4a3c-9f69-276776c59da3\", \"dc521141-60e6-4c6b-8136-b79bdd62aefe\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.391}, \"74141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-12-04 13:52:51.000000+00:00\", \"2021-07-03 18:24:30.000000+00:00\"], \"session_ids\": [\"82398c56-7159-4c78-aff5-f321c86033bf\", \"7267a310-8408-4af2-943d-212311cc76c0\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.301}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 3 and are less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11981\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-12-21 11:54:20.000000+00:00\", \"2019-10-22 18:15:20.000000+00:00\", \"2021-07-11 18:09:36.000000+00:00\", \"2022-02-16 04:38:23.000000+00:00\", \"2019-05-29 07:30:50.000000+00:00\", \"2021-01-30 15:01:03.000000+00:00\"], \"session_ids\": [\"625ad7d1-a244-405f-9358-82f0a1aaeb4a\", \"69cbeeec-a354-4a9d-9548-8ba331165b70\", \"a0866228-3e35-4e3d-b888-b4bc8f8726fa\", \"ed768ce0-8aac-483c-9294-22a97b574812\", \"f3b13d3f-935f-4de0-8cc5-6412f2f95bc6\", \"21d7a4be-062f-453c-a26e-b677e12a43d3\"], \"total_duration\": 1690.0, \"total_sessions\": 6, \"mean_week_duration\": 11.901}, \"20150\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-04-26 05:20:00.000000+00:00\", \"2022-04-29 13:42:52.000000+00:00\", \"2021-07-09 20:17:26.000000+00:00\", \"2021-11-18 11:34:16.000000+00:00\", \"2022-10-17 21:03:13.000000+00:00\", \"2020-11-03 05:39:26.000000+00:00\", \"2021-09-29 05:31:45.000000+00:00\"], \"session_ids\": [\"1b2a1ac5-9710-476a-8dd2-407f19274efd\", \"4ab4859e-3140-40e2-b253-c1178b05c4ff\", \"6bb76d85-4ca8-4473-b822-f148b0bd6e40\", \"9d5ef6fc-6ab8-4155-9239-4ea1641d683a\", \"d33aa3e5-dc51-4e81-bb3f-8d4b12ccd11e\", \"6a9217ad-d157-4a2b-a050-97d0239c0019\", \"53b90691-9559-402f-bf34-e34b0cf6fc13\"], \"total_duration\": 4339.0, \"total_sessions\": 7, \"mean_week_duration\": 33.636}, \"96603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-17 02:57:38.000000+00:00\", \"2019-02-03 05:08:09.000000+00:00\", \"2019-08-26 04:51:45.000000+00:00\", \"2022-05-10 03:15:13.000000+00:00\"], \"session_ids\": [\"5d7b0aae-1692-4761-a05c-feb6d5e1d42e\", \"124a6aec-359a-4174-af25-2232e8fb17dd\", \"8d9097b2-3955-42bf-aad7-70bf1dac4fac\", \"9aaa6405-ff67-4427-9d37-790682833b7a\"], \"total_duration\": 1292.0, \"total_sessions\": 4, \"mean_week_duration\": 6.123}, \"19923\": {\"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\": \"Helsinki\", \"datetimes\": [\"2020-07-30 08:28:39.000000+00:00\", \"2021-10-17 17:45:48.000000+00:00\", \"2021-11-22 19:05:14.000000+00:00\", \"2022-02-05 05:50:35.000000+00:00\"], \"session_ids\": [\"c2221ffb-7afc-4ab7-9adb-cfe50dd98f12\", \"1dc648cc-ce0d-4fc9-922f-4a8c44f176bf\", \"67e9af96-5ecd-4ab0-8a56-851e40d983e1\", \"b6edcaf5-b6a2-4547-a0e9-550ab6e6d71e\"], \"total_duration\": 338.0, \"total_sessions\": 4, \"mean_week_duration\": 4.225}, \"3490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-21 19:37:24.000000+00:00\", \"2019-03-02 14:35:19.000000+00:00\", \"2020-12-16 23:12:37.000000+00:00\", \"2023-02-13 06:48:55.000000+00:00\"], \"session_ids\": [\"6fbb1e43-cd6e-4d43-9f06-fd29f72d7745\", \"f4dd2298-4796-4823-a20d-278d98e13fcc\", \"02f43030-02c3-4a3c-9f69-276776c59da3\", \"dc521141-60e6-4c6b-8136-b79bdd62aefe\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.391}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-17 02:57:38.000000+00:00\", \"2019-02-03 05:08:09.000000+00:00\", \"2019-08-26 04:51:45.000000+00:00\", \"2022-05-10 03:15:13.000000+00:00\"], \"session_ids\": [\"5d7b0aae-1692-4761-a05c-feb6d5e1d42e\", \"124a6aec-359a-4174-af25-2232e8fb17dd\", \"8d9097b2-3955-42bf-aad7-70bf1dac4fac\", \"9aaa6405-ff67-4427-9d37-790682833b7a\"], \"total_duration\": 1292.0, \"total_sessions\": 4, \"mean_week_duration\": 6.123}}, {\"19923\": {\"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\": \"Helsinki\", \"datetimes\": [\"2020-07-30 08:28:39.000000+00:00\", \"2021-10-17 17:45:48.000000+00:00\", \"2021-11-22 19:05:14.000000+00:00\", \"2022-02-05 05:50:35.000000+00:00\"], \"session_ids\": [\"c2221ffb-7afc-4ab7-9adb-cfe50dd98f12\", \"1dc648cc-ce0d-4fc9-922f-4a8c44f176bf\", \"67e9af96-5ecd-4ab0-8a56-851e40d983e1\", \"b6edcaf5-b6a2-4547-a0e9-550ab6e6d71e\"], \"total_duration\": 338.0, \"total_sessions\": 4, \"mean_week_duration\": 4.225}}, {\"3490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-21 19:37:24.000000+00:00\", \"2019-03-02 14:35:19.000000+00:00\", \"2020-12-16 23:12:37.000000+00:00\", \"2023-02-13 06:48:55.000000+00:00\"], \"session_ids\": [\"6fbb1e43-cd6e-4d43-9f06-fd29f72d7745\", \"f4dd2298-4796-4823-a20d-278d98e13fcc\", \"02f43030-02c3-4a3c-9f69-276776c59da3\", \"dc521141-60e6-4c6b-8136-b79bdd62aefe\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.391}}, {\"11981\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-12-21 11:54:20.000000+00:00\", \"2019-10-22 18:15:20.000000+00:00\", \"2021-07-11 18:09:36.000000+00:00\", \"2022-02-16 04:38:23.000000+00:00\", \"2019-05-29 07:30:50.000000+00:00\", \"2021-01-30 15:01:03.000000+00:00\"], \"session_ids\": [\"625ad7d1-a244-405f-9358-82f0a1aaeb4a\", \"69cbeeec-a354-4a9d-9548-8ba331165b70\", \"a0866228-3e35-4e3d-b888-b4bc8f8726fa\", \"ed768ce0-8aac-483c-9294-22a97b574812\", \"f3b13d3f-935f-4de0-8cc5-6412f2f95bc6\", \"21d7a4be-062f-453c-a26e-b677e12a43d3\"], \"total_duration\": 1690.0, \"total_sessions\": 6, \"mean_week_duration\": 11.901}}, {\"20150\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-04-26 05:20:00.000000+00:00\", \"2022-04-29 13:42:52.000000+00:00\", \"2021-07-09 20:17:26.000000+00:00\", \"2021-11-18 11:34:16.000000+00:00\", \"2022-10-17 21:03:13.000000+00:00\", \"2020-11-03 05:39:26.000000+00:00\", \"2021-09-29 05:31:45.000000+00:00\"], \"session_ids\": [\"1b2a1ac5-9710-476a-8dd2-407f19274efd\", \"4ab4859e-3140-40e2-b253-c1178b05c4ff\", \"6bb76d85-4ca8-4473-b822-f148b0bd6e40\", \"9d5ef6fc-6ab8-4155-9239-4ea1641d683a\", \"d33aa3e5-dc51-4e81-bb3f-8d4b12ccd11e\", \"6a9217ad-d157-4a2b-a050-97d0239c0019\", \"53b90691-9559-402f-bf34-e34b0cf6fc13\"], \"total_duration\": 4339.0, \"total_sessions\": 7, \"mean_week_duration\": 33.636}}]\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[{\"96603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-17 02:57:38.000000+00:00\", \"2019-02-03 05:08:09.000000+00:00\", \"2019-08-26 04:51:45.000000+00:00\", \"2022-05-10 03:15:13.000000+00:00\"], \"session_ids\": [\"5d7b0aae-1692-4761-a05c-feb6d5e1d42e\", \"124a6aec-359a-4174-af25-2232e8fb17dd\", \"8d9097b2-3955-42bf-aad7-70bf1dac4fac\", \"9aaa6405-ff67-4427-9d37-790682833b7a\"], \"total_duration\": 1292.0, \"total_sessions\": 4, \"mean_week_duration\": 6.123}}, {\"19923\": {\"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\": \"Helsinki\", \"datetimes\": [\"2020-07-30 08:28:39.000000+00:00\", \"2021-10-17 17:45:48.000000+00:00\", \"2021-11-22 19:05:14.000000+00:00\", \"2022-02-05 05:50:35.000000+00:00\"], \"session_ids\": [\"c2221ffb-7afc-4ab7-9adb-cfe50dd98f12\", \"1dc648cc-ce0d-4fc9-922f-4a8c44f176bf\", \"67e9af96-5ecd-4ab0-8a56-851e40d983e1\", \"b6edcaf5-b6a2-4547-a0e9-550ab6e6d71e\"], \"total_duration\": 338.0, \"total_sessions\": 4, \"mean_week_duration\": 4.225}}, {\"3490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-21 19:37:24.000000+00:00\", \"2019-03-02 14:35:19.000000+00:00\", \"2020-12-16 23:12:37.000000+00:00\", \"2023-02-13 06:48:55.000000+00:00\"], \"session_ids\": [\"6fbb1e43-cd6e-4d43-9f06-fd29f72d7745\", \"f4dd2298-4796-4823-a20d-278d98e13fcc\", \"02f43030-02c3-4a3c-9f69-276776c59da3\", \"dc521141-60e6-4c6b-8136-b79bdd62aefe\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.391}}]\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[{\"96603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-17 02:57:38.000000+00:00\", \"2019-02-03 05:08:09.000000+00:00\", \"2019-08-26 04:51:45.000000+00:00\", \"2022-05-10 03:15:13.000000+00:00\"], \"session_ids\": [\"5d7b0aae-1692-4761-a05c-feb6d5e1d42e\", \"124a6aec-359a-4174-af25-2232e8fb17dd\", \"8d9097b2-3955-42bf-aad7-70bf1dac4fac\", \"9aaa6405-ff67-4427-9d37-790682833b7a\"], \"total_duration\": 1292.0, \"total_sessions\": 4, \"mean_week_duration\": 6.123}}, {\"19923\": {\"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\": \"Helsinki\", \"datetimes\": [\"2020-07-30 08:28:39.000000+00:00\", \"2021-10-17 17:45:48.000000+00:00\", \"2021-11-22 19:05:14.000000+00:00\", \"2022-02-05 05:50:35.000000+00:00\"], \"session_ids\": [\"c2221ffb-7afc-4ab7-9adb-cfe50dd98f12\", \"1dc648cc-ce0d-4fc9-922f-4a8c44f176bf\", \"67e9af96-5ecd-4ab0-8a56-851e40d983e1\", \"b6edcaf5-b6a2-4547-a0e9-550ab6e6d71e\"], \"total_duration\": 338.0, \"total_sessions\": 4, \"mean_week_duration\": 4.225}}, {\"3490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-21 19:37:24.000000+00:00\", \"2019-03-02 14:35:19.000000+00:00\", \"2020-12-16 23:12:37.000000+00:00\", \"2023-02-13 06:48:55.000000+00:00\"], \"session_ids\": [\"6fbb1e43-cd6e-4d43-9f06-fd29f72d7745\", \"f4dd2298-4796-4823-a20d-278d98e13fcc\", \"02f43030-02c3-4a3c-9f69-276776c59da3\", \"dc521141-60e6-4c6b-8136-b79bdd62aefe\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.391}}]\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 6 users with a total_sessions that is = 2 in addition carry out sorting by town naming in asc , and keep 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{\"90981\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-05 00:01:43.000000+00:00\", \"2021-05-26 20:00:57.000000+00:00\"], \"session_ids\": [\"b4ff3d5b-7c12-49f9-816b-1a046fc9500c\", \"abb2c6c6-2e6b-406d-8d1c-6b6f3bd153b7\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}, \"7961\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-05-11 02:38:42.000000+00:00\", \"2022-09-21 17:52:46.000000+00:00\"], \"session_ids\": [\"f692f075-032a-4d8c-b87f-b9f6ea946c40\", \"27ffb9f7-b845-4ebc-b342-51850d614cdc\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 9.848}, \"82949\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-26 17:01:01.000000+00:00\", \"2019-01-11 10:20:44.000000+00:00\", \"2020-04-17 13:13:13.000000+00:00\"], \"session_ids\": [\"80f76654-b144-4525-81ba-d8ce8ad51d75\", \"4cdaf32b-ef50-4bd3-a696-77d95f6d2bbe\", \"000420f9-719e-4c64-9d4e-065dec54b3cf\"], \"total_duration\": 1010.0, \"total_sessions\": 3, \"mean_week_duration\": 6.012}, \"28237\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-08-24 02:34:44.000000+00:00\", \"2022-08-05 14:45:15.000000+00:00\", \"2022-12-22 10:36:46.000000+00:00\", \"2020-06-01 22:26:53.000000+00:00\"], \"session_ids\": [\"445ba553-0fd4-4484-a667-89d9b0983127\", \"67766ef9-5e17-446a-b79c-61107c646a0f\", \"da16e14c-4d74-45e0-84e8-9cc0d28a7df3\", \"b1b50448-a231-467a-96e3-96421a296894\"], \"total_duration\": 660.0, \"total_sessions\": 4, \"mean_week_duration\": 4.925}, \"56167\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-04-06 19:44:20.000000+00:00\", \"2022-08-16 22:23:37.000000+00:00\", \"2022-08-01 06:09:27.000000+00:00\"], \"session_ids\": [\"95a85d29-81d2-4f90-850d-cc7e5214566e\", \"457d32b4-647e-4c84-bf21-1dec0c5b7f6c\", \"eeff0f5e-2906-4f91-9fc4-387d3ea52fda\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 10.583}, \"49397\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-17 19:46:32.000000+00:00\", \"2020-02-13 09:55:58.000000+00:00\"], \"session_ids\": [\"b82ae2e7-cde3-4f51-b667-20157520b534\", \"9e13e076-f59f-4f70-b641-998b70da685c\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.873}, \"17191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-19 20:45:52.000000+00:00\", \"2019-12-16 09:09:21.000000+00:00\"], \"session_ids\": [\"3b9a48a5-2ca3-49b9-a3cd-8b8652864313\", \"5421759e-3fad-43b2-a4d4-89d151d2703e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.349}, \"74407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-31 23:33:12.000000+00:00\", \"2021-07-03 07:25:20.000000+00:00\"], \"session_ids\": [\"5198337d-8cac-4266-9001-c662b0901622\", \"d7b9a87c-dda3-423c-bc09-116395c95b5d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"76810\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-01 06:27:45.000000+00:00\", \"2019-03-02 03:17:04.000000+00:00\"], \"session_ids\": [\"8c4b55e6-1ef2-4a3c-998a-44cb88212987\", \"5d1ab8d3-3331-490b-8140-186854af52fb\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 4.027}, \"65890\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-19 02:34:53.000000+00:00\", \"2022-03-10 00:04:41.000000+00:00\"], \"session_ids\": [\"698c4e79-70fe-4aa4-bfd8-3f0f91ee9a03\", \"509ccab3-90c8-4b63-9350-614aafc2c79d\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 2" }, { "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{\"90981\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-05 00:01:43.000000+00:00\", \"2021-05-26 20:00:57.000000+00:00\"], \"session_ids\": [\"b4ff3d5b-7c12-49f9-816b-1a046fc9500c\", \"abb2c6c6-2e6b-406d-8d1c-6b6f3bd153b7\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}, \"7961\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-05-11 02:38:42.000000+00:00\", \"2022-09-21 17:52:46.000000+00:00\"], \"session_ids\": [\"f692f075-032a-4d8c-b87f-b9f6ea946c40\", \"27ffb9f7-b845-4ebc-b342-51850d614cdc\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 9.848}, \"49397\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-17 19:46:32.000000+00:00\", \"2020-02-13 09:55:58.000000+00:00\"], \"session_ids\": [\"b82ae2e7-cde3-4f51-b667-20157520b534\", \"9e13e076-f59f-4f70-b641-998b70da685c\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.873}, \"17191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-19 20:45:52.000000+00:00\", \"2019-12-16 09:09:21.000000+00:00\"], \"session_ids\": [\"3b9a48a5-2ca3-49b9-a3cd-8b8652864313\", \"5421759e-3fad-43b2-a4d4-89d151d2703e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.349}, \"74407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-31 23:33:12.000000+00:00\", \"2021-07-03 07:25:20.000000+00:00\"], \"session_ids\": [\"5198337d-8cac-4266-9001-c662b0901622\", \"d7b9a87c-dda3-423c-bc09-116395c95b5d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"76810\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-01 06:27:45.000000+00:00\", \"2019-03-02 03:17:04.000000+00:00\"], \"session_ids\": [\"8c4b55e6-1ef2-4a3c-998a-44cb88212987\", \"5d1ab8d3-3331-490b-8140-186854af52fb\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 4.027}, \"65890\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-19 02:34:53.000000+00:00\", \"2022-03-10 00:04:41.000000+00:00\"], \"session_ids\": [\"698c4e79-70fe-4aa4-bfd8-3f0f91ee9a03\", \"509ccab3-90c8-4b63-9350-614aafc2c79d\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-31 23:33:12.000000+00:00\", \"2021-07-03 07:25:20.000000+00:00\"], \"session_ids\": [\"5198337d-8cac-4266-9001-c662b0901622\", \"d7b9a87c-dda3-423c-bc09-116395c95b5d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}}, {\"49397\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-17 19:46:32.000000+00:00\", \"2020-02-13 09:55:58.000000+00:00\"], \"session_ids\": [\"b82ae2e7-cde3-4f51-b667-20157520b534\", \"9e13e076-f59f-4f70-b641-998b70da685c\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.873}}, {\"7961\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-05-11 02:38:42.000000+00:00\", \"2022-09-21 17:52:46.000000+00:00\"], \"session_ids\": [\"f692f075-032a-4d8c-b87f-b9f6ea946c40\", \"27ffb9f7-b845-4ebc-b342-51850d614cdc\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 9.848}}, {\"65890\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-19 02:34:53.000000+00:00\", \"2022-03-10 00:04:41.000000+00:00\"], \"session_ids\": [\"698c4e79-70fe-4aa4-bfd8-3f0f91ee9a03\", \"509ccab3-90c8-4b63-9350-614aafc2c79d\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}, {\"90981\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-05 00:01:43.000000+00:00\", \"2021-05-26 20:00:57.000000+00:00\"], \"session_ids\": [\"b4ff3d5b-7c12-49f9-816b-1a046fc9500c\", \"abb2c6c6-2e6b-406d-8d1c-6b6f3bd153b7\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}}, {\"17191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-19 20:45:52.000000+00:00\", \"2019-12-16 09:09:21.000000+00:00\"], \"session_ids\": [\"3b9a48a5-2ca3-49b9-a3cd-8b8652864313\", \"5421759e-3fad-43b2-a4d4-89d151d2703e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.349}}, {\"76810\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-01 06:27:45.000000+00:00\", \"2019-03-02 03:17:04.000000+00:00\"], \"session_ids\": [\"8c4b55e6-1ef2-4a3c-998a-44cb88212987\", \"5d1ab8d3-3331-490b-8140-186854af52fb\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 4.027}}]\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[{\"74407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-31 23:33:12.000000+00:00\", \"2021-07-03 07:25:20.000000+00:00\"], \"session_ids\": [\"5198337d-8cac-4266-9001-c662b0901622\", \"d7b9a87c-dda3-423c-bc09-116395c95b5d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}}, {\"49397\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-17 19:46:32.000000+00:00\", \"2020-02-13 09:55:58.000000+00:00\"], \"session_ids\": [\"b82ae2e7-cde3-4f51-b667-20157520b534\", \"9e13e076-f59f-4f70-b641-998b70da685c\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.873}}]\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[{\"74407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-31 23:33:12.000000+00:00\", \"2021-07-03 07:25:20.000000+00:00\"], \"session_ids\": [\"5198337d-8cac-4266-9001-c662b0901622\", \"d7b9a87c-dda3-423c-bc09-116395c95b5d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}}, {\"49397\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-17 19:46:32.000000+00:00\", \"2020-02-13 09:55:58.000000+00:00\"], \"session_ids\": [\"b82ae2e7-cde3-4f51-b667-20157520b534\", \"9e13e076-f59f-4f70-b641-998b70da685c\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.873}}]\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 users whose city isn't Copenhagen and in addition execute sorting by name of the city 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{\"10668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-28 22:54:15.000000+00:00\", \"2022-04-29 12:44:25.000000+00:00\", \"2021-05-23 23:40:38.000000+00:00\", \"2021-12-22 02:58:32.000000+00:00\", \"2022-12-08 08:16:43.000000+00:00\", \"2023-03-20 18:16:58.000000+00:00\", \"2023-05-30 14:32:59.000000+00:00\", \"2019-09-30 05:37:32.000000+00:00\", \"2022-08-30 11:52:57.000000+00:00\", \"2021-07-25 07:00:51.000000+00:00\"], \"session_ids\": [\"5a008162-c5af-4a88-9b17-68aad3c4ee05\", \"9cfc3fd8-1ced-4e79-8400-83ab551f3f4c\", \"606a0955-05a3-45e0-bb39-3d0eb0244630\", \"d5bf2e80-b681-4db4-9359-215fd27513cf\", \"75ac0b85-4d53-4e6c-b869-8c0e28bd05da\", \"195e9e70-60fc-410b-b162-be104ed96455\", \"2053e78d-1414-4f21-a9da-49b1cfadcd2e\", \"0da9398b-6774-4fe0-ba63-bf9437ff6385\", \"09631037-4803-4fe4-89ac-a0d11009bc77\", \"cc0c7309-56bb-423a-9b5a-9907d0e43e95\"], \"total_duration\": 14371.0, \"total_sessions\": 10, \"mean_week_duration\": 74.849}, \"57553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-13 15:30:36.000000+00:00\", \"2019-06-24 04:19:40.000000+00:00\", \"2020-07-24 22:15:10.000000+00:00\", \"2019-02-18 12:24:00.000000+00:00\", \"2021-03-11 13:57:46.000000+00:00\", \"2023-06-10 19:05:16.000000+00:00\", \"2019-01-06 09:05:43.000000+00:00\", \"2020-09-14 23:17:03.000000+00:00\"], \"session_ids\": [\"721ad5bc-76d9-4924-98a7-959852f9f097\", \"60c7bc48-d025-4445-b32c-9e78a75c17a0\", \"a9bd9c23-7e58-4715-aa7f-de033cdd61b5\", \"78ada7a7-db00-4af6-93d4-e10be136aa9b\", \"42f5bdee-80a5-408f-932a-8713089b8185\", \"bd52484d-0abd-4729-b315-579ec02881e3\", \"64ceaa7d-7254-4586-9582-cce9d286f646\", \"f4cb6568-9741-40a9-ae12-bb66bb450e81\"], \"total_duration\": 3634.0, \"total_sessions\": 8, \"mean_week_duration\": 15.732}, \"44593\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-09 22:33:17.000000+00:00\", \"2023-01-20 04:41:01.000000+00:00\"], \"session_ids\": [\"986e0132-3315-4fea-97f9-89975c66ad54\", \"4cdefd3c-5a1d-432d-af5b-a33241f11e89\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"41144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-24 13:59:20.000000+00:00\", \"2020-02-17 00:57:03.000000+00:00\"], \"session_ids\": [\"d8641df0-6147-4153-9f64-fff941486818\", \"24e4587f-154c-4dd1-9fc4-10be7aa6f933\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.868}, \"70662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-30 01:53:52.000000+00:00\", \"2022-05-26 18:16:22.000000+00:00\", \"2020-11-14 06:37:23.000000+00:00\", \"2021-12-20 06:40:05.000000+00:00\", \"2022-02-11 16:55:56.000000+00:00\", \"2019-12-26 15:15:06.000000+00:00\"], \"session_ids\": [\"48fc7d51-dc51-4dd9-b4c6-4e7569dbad0c\", \"4aa58800-1168-48ce-b8f4-95fcaf341cc4\", \"0f1e6936-2b3a-42ae-add6-712e7fcfd5a0\", \"da07e6f3-dd97-4700-b014-28bb0edd6141\", \"6f410ebd-0af9-4c3e-97e5-7a0f827e8085\", \"ccd964ad-5a24-457c-97fc-76844853aa4e\"], \"total_duration\": 6265.0, \"total_sessions\": 6, \"mean_week_duration\": 49.722}, \"31374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-11 16:42:00.000000+00:00\", \"2020-10-11 04:55:09.000000+00:00\"], \"session_ids\": [\"cf70b705-b5dc-4d6b-8218-7eb811ddef51\", \"4888ca97-b94a-4c61-8213-09fed08cf0fb\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.932}, \"87872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-26 08:56:41.000000+00:00\", \"2021-10-03 12:07:47.000000+00:00\", \"2021-06-16 01:11:57.000000+00:00\", \"2021-01-10 23:43:34.000000+00:00\", \"2023-04-24 04:35:05.000000+00:00\", \"2022-04-01 02:00:43.000000+00:00\"], \"session_ids\": [\"fd769d4a-fe0a-4978-9b14-fed5ab5c1ee9\", \"a9417a8e-bb6c-4e80-a9ee-6df6b939a33d\", \"53f44693-6439-4fef-822c-81d7b5c3fca3\", \"73e788af-7be6-4c71-bbc4-7c66a675aeb2\", \"f7d3adf4-b59f-4446-a9bd-c22036b24bbc\", \"bd8e9399-3926-4096-9428-f19f9df29eb3\"], \"total_duration\": 836.0, \"total_sessions\": 6, \"mean_week_duration\": 7.025}, \"27273\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-27 12:48:55.000000+00:00\", \"2019-09-08 20:16:15.000000+00:00\", \"2022-06-29 00:16:33.000000+00:00\", \"2022-06-21 04:31:36.000000+00:00\", \"2020-08-08 16:19:13.000000+00:00\", \"2020-10-15 10:03:04.000000+00:00\", \"2022-10-19 03:04:09.000000+00:00\", \"2019-10-02 08:17:53.000000+00:00\"], \"session_ids\": [\"e7ba9caa-3641-4ef9-b570-3eb2606b1bd0\", \"9ebca3c8-fcf9-4ece-adb9-716748cc2c1f\", \"5591e336-d849-4bd5-b077-fd067051cb84\", \"be307748-d8f2-4e30-91dc-2fab004a6337\", \"a7e25f27-2b85-4d54-bbd5-363108144dd8\", \"e81b7bed-640b-45f7-8ca0-3440075e631a\", \"d52a9968-635c-41b0-b6fe-8c732c7e44eb\", \"9074feba-56fb-471d-97c6-93b5c3ca5c23\"], \"total_duration\": 131.0, \"total_sessions\": 8, \"mean_week_duration\": 0.804}, \"63494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-20 08:12:49.000000+00:00\", \"2023-01-02 23:44:35.000000+00:00\"], \"session_ids\": [\"a1147f20-f04e-426e-907e-84c4f24e9dd4\", \"3b41a975-02ba-473c-b41f-0b438745368c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 7.15}, \"66838\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-24 13:17:41.000000+00:00\", \"2023-04-10 11:22:57.000000+00:00\"], \"session_ids\": [\"43521885-ffc6-4dec-9454-ef0814e8c598\", \"ac5ddb93-23cb-4ca5-a186-1c5e27969caa\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 2.908}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Copenhagen" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Copenhagen\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-28 22:54:15.000000+00:00\", \"2022-04-29 12:44:25.000000+00:00\", \"2021-05-23 23:40:38.000000+00:00\", \"2021-12-22 02:58:32.000000+00:00\", \"2022-12-08 08:16:43.000000+00:00\", \"2023-03-20 18:16:58.000000+00:00\", \"2023-05-30 14:32:59.000000+00:00\", \"2019-09-30 05:37:32.000000+00:00\", \"2022-08-30 11:52:57.000000+00:00\", \"2021-07-25 07:00:51.000000+00:00\"], \"session_ids\": [\"5a008162-c5af-4a88-9b17-68aad3c4ee05\", \"9cfc3fd8-1ced-4e79-8400-83ab551f3f4c\", \"606a0955-05a3-45e0-bb39-3d0eb0244630\", \"d5bf2e80-b681-4db4-9359-215fd27513cf\", \"75ac0b85-4d53-4e6c-b869-8c0e28bd05da\", \"195e9e70-60fc-410b-b162-be104ed96455\", \"2053e78d-1414-4f21-a9da-49b1cfadcd2e\", \"0da9398b-6774-4fe0-ba63-bf9437ff6385\", \"09631037-4803-4fe4-89ac-a0d11009bc77\", \"cc0c7309-56bb-423a-9b5a-9907d0e43e95\"], \"total_duration\": 14371.0, \"total_sessions\": 10, \"mean_week_duration\": 74.849}, \"57553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-13 15:30:36.000000+00:00\", \"2019-06-24 04:19:40.000000+00:00\", \"2020-07-24 22:15:10.000000+00:00\", \"2019-02-18 12:24:00.000000+00:00\", \"2021-03-11 13:57:46.000000+00:00\", \"2023-06-10 19:05:16.000000+00:00\", \"2019-01-06 09:05:43.000000+00:00\", \"2020-09-14 23:17:03.000000+00:00\"], \"session_ids\": [\"721ad5bc-76d9-4924-98a7-959852f9f097\", \"60c7bc48-d025-4445-b32c-9e78a75c17a0\", \"a9bd9c23-7e58-4715-aa7f-de033cdd61b5\", \"78ada7a7-db00-4af6-93d4-e10be136aa9b\", \"42f5bdee-80a5-408f-932a-8713089b8185\", \"bd52484d-0abd-4729-b315-579ec02881e3\", \"64ceaa7d-7254-4586-9582-cce9d286f646\", \"f4cb6568-9741-40a9-ae12-bb66bb450e81\"], \"total_duration\": 3634.0, \"total_sessions\": 8, \"mean_week_duration\": 15.732}, \"44593\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-09 22:33:17.000000+00:00\", \"2023-01-20 04:41:01.000000+00:00\"], \"session_ids\": [\"986e0132-3315-4fea-97f9-89975c66ad54\", \"4cdefd3c-5a1d-432d-af5b-a33241f11e89\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"41144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-24 13:59:20.000000+00:00\", \"2020-02-17 00:57:03.000000+00:00\"], \"session_ids\": [\"d8641df0-6147-4153-9f64-fff941486818\", \"24e4587f-154c-4dd1-9fc4-10be7aa6f933\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.868}, \"70662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-30 01:53:52.000000+00:00\", \"2022-05-26 18:16:22.000000+00:00\", \"2020-11-14 06:37:23.000000+00:00\", \"2021-12-20 06:40:05.000000+00:00\", \"2022-02-11 16:55:56.000000+00:00\", \"2019-12-26 15:15:06.000000+00:00\"], \"session_ids\": [\"48fc7d51-dc51-4dd9-b4c6-4e7569dbad0c\", \"4aa58800-1168-48ce-b8f4-95fcaf341cc4\", \"0f1e6936-2b3a-42ae-add6-712e7fcfd5a0\", \"da07e6f3-dd97-4700-b014-28bb0edd6141\", \"6f410ebd-0af9-4c3e-97e5-7a0f827e8085\", \"ccd964ad-5a24-457c-97fc-76844853aa4e\"], \"total_duration\": 6265.0, \"total_sessions\": 6, \"mean_week_duration\": 49.722}, \"31374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-11 16:42:00.000000+00:00\", \"2020-10-11 04:55:09.000000+00:00\"], \"session_ids\": [\"cf70b705-b5dc-4d6b-8218-7eb811ddef51\", \"4888ca97-b94a-4c61-8213-09fed08cf0fb\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.932}, \"87872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-26 08:56:41.000000+00:00\", \"2021-10-03 12:07:47.000000+00:00\", \"2021-06-16 01:11:57.000000+00:00\", \"2021-01-10 23:43:34.000000+00:00\", \"2023-04-24 04:35:05.000000+00:00\", \"2022-04-01 02:00:43.000000+00:00\"], \"session_ids\": [\"fd769d4a-fe0a-4978-9b14-fed5ab5c1ee9\", \"a9417a8e-bb6c-4e80-a9ee-6df6b939a33d\", \"53f44693-6439-4fef-822c-81d7b5c3fca3\", \"73e788af-7be6-4c71-bbc4-7c66a675aeb2\", \"f7d3adf4-b59f-4446-a9bd-c22036b24bbc\", \"bd8e9399-3926-4096-9428-f19f9df29eb3\"], \"total_duration\": 836.0, \"total_sessions\": 6, \"mean_week_duration\": 7.025}, \"27273\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-27 12:48:55.000000+00:00\", \"2019-09-08 20:16:15.000000+00:00\", \"2022-06-29 00:16:33.000000+00:00\", \"2022-06-21 04:31:36.000000+00:00\", \"2020-08-08 16:19:13.000000+00:00\", \"2020-10-15 10:03:04.000000+00:00\", \"2022-10-19 03:04:09.000000+00:00\", \"2019-10-02 08:17:53.000000+00:00\"], \"session_ids\": [\"e7ba9caa-3641-4ef9-b570-3eb2606b1bd0\", \"9ebca3c8-fcf9-4ece-adb9-716748cc2c1f\", \"5591e336-d849-4bd5-b077-fd067051cb84\", \"be307748-d8f2-4e30-91dc-2fab004a6337\", \"a7e25f27-2b85-4d54-bbd5-363108144dd8\", \"e81b7bed-640b-45f7-8ca0-3440075e631a\", \"d52a9968-635c-41b0-b6fe-8c732c7e44eb\", \"9074feba-56fb-471d-97c6-93b5c3ca5c23\"], \"total_duration\": 131.0, \"total_sessions\": 8, \"mean_week_duration\": 0.804}, \"63494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-20 08:12:49.000000+00:00\", \"2023-01-02 23:44:35.000000+00:00\"], \"session_ids\": [\"a1147f20-f04e-426e-907e-84c4f24e9dd4\", \"3b41a975-02ba-473c-b41f-0b438745368c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 7.15}, \"66838\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-24 13:17:41.000000+00:00\", \"2023-04-10 11:22:57.000000+00:00\"], \"session_ids\": [\"43521885-ffc6-4dec-9454-ef0814e8c598\", \"ac5ddb93-23cb-4ca5-a186-1c5e27969caa\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 2.908}}\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[{\"57553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-13 15:30:36.000000+00:00\", \"2019-06-24 04:19:40.000000+00:00\", \"2020-07-24 22:15:10.000000+00:00\", \"2019-02-18 12:24:00.000000+00:00\", \"2021-03-11 13:57:46.000000+00:00\", \"2023-06-10 19:05:16.000000+00:00\", \"2019-01-06 09:05:43.000000+00:00\", \"2020-09-14 23:17:03.000000+00:00\"], \"session_ids\": [\"721ad5bc-76d9-4924-98a7-959852f9f097\", \"60c7bc48-d025-4445-b32c-9e78a75c17a0\", \"a9bd9c23-7e58-4715-aa7f-de033cdd61b5\", \"78ada7a7-db00-4af6-93d4-e10be136aa9b\", \"42f5bdee-80a5-408f-932a-8713089b8185\", \"bd52484d-0abd-4729-b315-579ec02881e3\", \"64ceaa7d-7254-4586-9582-cce9d286f646\", \"f4cb6568-9741-40a9-ae12-bb66bb450e81\"], \"total_duration\": 3634.0, \"total_sessions\": 8, \"mean_week_duration\": 15.732}}, {\"10668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-28 22:54:15.000000+00:00\", \"2022-04-29 12:44:25.000000+00:00\", \"2021-05-23 23:40:38.000000+00:00\", \"2021-12-22 02:58:32.000000+00:00\", \"2022-12-08 08:16:43.000000+00:00\", \"2023-03-20 18:16:58.000000+00:00\", \"2023-05-30 14:32:59.000000+00:00\", \"2019-09-30 05:37:32.000000+00:00\", \"2022-08-30 11:52:57.000000+00:00\", \"2021-07-25 07:00:51.000000+00:00\"], \"session_ids\": [\"5a008162-c5af-4a88-9b17-68aad3c4ee05\", \"9cfc3fd8-1ced-4e79-8400-83ab551f3f4c\", \"606a0955-05a3-45e0-bb39-3d0eb0244630\", \"d5bf2e80-b681-4db4-9359-215fd27513cf\", \"75ac0b85-4d53-4e6c-b869-8c0e28bd05da\", \"195e9e70-60fc-410b-b162-be104ed96455\", \"2053e78d-1414-4f21-a9da-49b1cfadcd2e\", \"0da9398b-6774-4fe0-ba63-bf9437ff6385\", \"09631037-4803-4fe4-89ac-a0d11009bc77\", \"cc0c7309-56bb-423a-9b5a-9907d0e43e95\"], \"total_duration\": 14371.0, \"total_sessions\": 10, \"mean_week_duration\": 74.849}}, {\"41144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-24 13:59:20.000000+00:00\", \"2020-02-17 00:57:03.000000+00:00\"], \"session_ids\": [\"d8641df0-6147-4153-9f64-fff941486818\", \"24e4587f-154c-4dd1-9fc4-10be7aa6f933\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.868}}, {\"87872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-26 08:56:41.000000+00:00\", \"2021-10-03 12:07:47.000000+00:00\", \"2021-06-16 01:11:57.000000+00:00\", \"2021-01-10 23:43:34.000000+00:00\", \"2023-04-24 04:35:05.000000+00:00\", \"2022-04-01 02:00:43.000000+00:00\"], \"session_ids\": [\"fd769d4a-fe0a-4978-9b14-fed5ab5c1ee9\", \"a9417a8e-bb6c-4e80-a9ee-6df6b939a33d\", \"53f44693-6439-4fef-822c-81d7b5c3fca3\", \"73e788af-7be6-4c71-bbc4-7c66a675aeb2\", \"f7d3adf4-b59f-4446-a9bd-c22036b24bbc\", \"bd8e9399-3926-4096-9428-f19f9df29eb3\"], \"total_duration\": 836.0, \"total_sessions\": 6, \"mean_week_duration\": 7.025}}, {\"66838\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-24 13:17:41.000000+00:00\", \"2023-04-10 11:22:57.000000+00:00\"], \"session_ids\": [\"43521885-ffc6-4dec-9454-ef0814e8c598\", \"ac5ddb93-23cb-4ca5-a186-1c5e27969caa\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 2.908}}, {\"27273\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-27 12:48:55.000000+00:00\", \"2019-09-08 20:16:15.000000+00:00\", \"2022-06-29 00:16:33.000000+00:00\", \"2022-06-21 04:31:36.000000+00:00\", \"2020-08-08 16:19:13.000000+00:00\", \"2020-10-15 10:03:04.000000+00:00\", \"2022-10-19 03:04:09.000000+00:00\", \"2019-10-02 08:17:53.000000+00:00\"], \"session_ids\": [\"e7ba9caa-3641-4ef9-b570-3eb2606b1bd0\", \"9ebca3c8-fcf9-4ece-adb9-716748cc2c1f\", \"5591e336-d849-4bd5-b077-fd067051cb84\", \"be307748-d8f2-4e30-91dc-2fab004a6337\", \"a7e25f27-2b85-4d54-bbd5-363108144dd8\", \"e81b7bed-640b-45f7-8ca0-3440075e631a\", \"d52a9968-635c-41b0-b6fe-8c732c7e44eb\", \"9074feba-56fb-471d-97c6-93b5c3ca5c23\"], \"total_duration\": 131.0, \"total_sessions\": 8, \"mean_week_duration\": 0.804}}, {\"44593\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-09 22:33:17.000000+00:00\", \"2023-01-20 04:41:01.000000+00:00\"], \"session_ids\": [\"986e0132-3315-4fea-97f9-89975c66ad54\", \"4cdefd3c-5a1d-432d-af5b-a33241f11e89\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"31374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-11 16:42:00.000000+00:00\", \"2020-10-11 04:55:09.000000+00:00\"], \"session_ids\": [\"cf70b705-b5dc-4d6b-8218-7eb811ddef51\", \"4888ca97-b94a-4c61-8213-09fed08cf0fb\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.932}}, {\"70662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-30 01:53:52.000000+00:00\", \"2022-05-26 18:16:22.000000+00:00\", \"2020-11-14 06:37:23.000000+00:00\", \"2021-12-20 06:40:05.000000+00:00\", \"2022-02-11 16:55:56.000000+00:00\", \"2019-12-26 15:15:06.000000+00:00\"], \"session_ids\": [\"48fc7d51-dc51-4dd9-b4c6-4e7569dbad0c\", \"4aa58800-1168-48ce-b8f4-95fcaf341cc4\", \"0f1e6936-2b3a-42ae-add6-712e7fcfd5a0\", \"da07e6f3-dd97-4700-b014-28bb0edd6141\", \"6f410ebd-0af9-4c3e-97e5-7a0f827e8085\", \"ccd964ad-5a24-457c-97fc-76844853aa4e\"], \"total_duration\": 6265.0, \"total_sessions\": 6, \"mean_week_duration\": 49.722}}, {\"63494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-20 08:12:49.000000+00:00\", \"2023-01-02 23:44:35.000000+00:00\"], \"session_ids\": [\"a1147f20-f04e-426e-907e-84c4f24e9dd4\", \"3b41a975-02ba-473c-b41f-0b438745368c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 7.15}}]\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[{\"57553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-13 15:30:36.000000+00:00\", \"2019-06-24 04:19:40.000000+00:00\", \"2020-07-24 22:15:10.000000+00:00\", \"2019-02-18 12:24:00.000000+00:00\", \"2021-03-11 13:57:46.000000+00:00\", \"2023-06-10 19:05:16.000000+00:00\", \"2019-01-06 09:05:43.000000+00:00\", \"2020-09-14 23:17:03.000000+00:00\"], \"session_ids\": [\"721ad5bc-76d9-4924-98a7-959852f9f097\", \"60c7bc48-d025-4445-b32c-9e78a75c17a0\", \"a9bd9c23-7e58-4715-aa7f-de033cdd61b5\", \"78ada7a7-db00-4af6-93d4-e10be136aa9b\", \"42f5bdee-80a5-408f-932a-8713089b8185\", \"bd52484d-0abd-4729-b315-579ec02881e3\", \"64ceaa7d-7254-4586-9582-cce9d286f646\", \"f4cb6568-9741-40a9-ae12-bb66bb450e81\"], \"total_duration\": 3634.0, \"total_sessions\": 8, \"mean_week_duration\": 15.732}}, {\"10668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-28 22:54:15.000000+00:00\", \"2022-04-29 12:44:25.000000+00:00\", \"2021-05-23 23:40:38.000000+00:00\", \"2021-12-22 02:58:32.000000+00:00\", \"2022-12-08 08:16:43.000000+00:00\", \"2023-03-20 18:16:58.000000+00:00\", \"2023-05-30 14:32:59.000000+00:00\", \"2019-09-30 05:37:32.000000+00:00\", \"2022-08-30 11:52:57.000000+00:00\", \"2021-07-25 07:00:51.000000+00:00\"], \"session_ids\": [\"5a008162-c5af-4a88-9b17-68aad3c4ee05\", \"9cfc3fd8-1ced-4e79-8400-83ab551f3f4c\", \"606a0955-05a3-45e0-bb39-3d0eb0244630\", \"d5bf2e80-b681-4db4-9359-215fd27513cf\", \"75ac0b85-4d53-4e6c-b869-8c0e28bd05da\", \"195e9e70-60fc-410b-b162-be104ed96455\", \"2053e78d-1414-4f21-a9da-49b1cfadcd2e\", \"0da9398b-6774-4fe0-ba63-bf9437ff6385\", \"09631037-4803-4fe4-89ac-a0d11009bc77\", \"cc0c7309-56bb-423a-9b5a-9907d0e43e95\"], \"total_duration\": 14371.0, \"total_sessions\": 10, \"mean_week_duration\": 74.849}}, {\"41144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-24 13:59:20.000000+00:00\", \"2020-02-17 00:57:03.000000+00:00\"], \"session_ids\": [\"d8641df0-6147-4153-9f64-fff941486818\", \"24e4587f-154c-4dd1-9fc4-10be7aa6f933\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.868}}, {\"87872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-26 08:56:41.000000+00:00\", \"2021-10-03 12:07:47.000000+00:00\", \"2021-06-16 01:11:57.000000+00:00\", \"2021-01-10 23:43:34.000000+00:00\", \"2023-04-24 04:35:05.000000+00:00\", \"2022-04-01 02:00:43.000000+00:00\"], \"session_ids\": [\"fd769d4a-fe0a-4978-9b14-fed5ab5c1ee9\", \"a9417a8e-bb6c-4e80-a9ee-6df6b939a33d\", \"53f44693-6439-4fef-822c-81d7b5c3fca3\", \"73e788af-7be6-4c71-bbc4-7c66a675aeb2\", \"f7d3adf4-b59f-4446-a9bd-c22036b24bbc\", \"bd8e9399-3926-4096-9428-f19f9df29eb3\"], \"total_duration\": 836.0, \"total_sessions\": 6, \"mean_week_duration\": 7.025}}, {\"66838\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-24 13:17:41.000000+00:00\", \"2023-04-10 11:22:57.000000+00:00\"], \"session_ids\": [\"43521885-ffc6-4dec-9454-ef0814e8c598\", \"ac5ddb93-23cb-4ca5-a186-1c5e27969caa\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 2.908}}, {\"27273\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-27 12:48:55.000000+00:00\", \"2019-09-08 20:16:15.000000+00:00\", \"2022-06-29 00:16:33.000000+00:00\", \"2022-06-21 04:31:36.000000+00:00\", \"2020-08-08 16:19:13.000000+00:00\", \"2020-10-15 10:03:04.000000+00:00\", \"2022-10-19 03:04:09.000000+00:00\", \"2019-10-02 08:17:53.000000+00:00\"], \"session_ids\": [\"e7ba9caa-3641-4ef9-b570-3eb2606b1bd0\", \"9ebca3c8-fcf9-4ece-adb9-716748cc2c1f\", \"5591e336-d849-4bd5-b077-fd067051cb84\", \"be307748-d8f2-4e30-91dc-2fab004a6337\", \"a7e25f27-2b85-4d54-bbd5-363108144dd8\", \"e81b7bed-640b-45f7-8ca0-3440075e631a\", \"d52a9968-635c-41b0-b6fe-8c732c7e44eb\", \"9074feba-56fb-471d-97c6-93b5c3ca5c23\"], \"total_duration\": 131.0, \"total_sessions\": 8, \"mean_week_duration\": 0.804}}, {\"44593\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-09 22:33:17.000000+00:00\", \"2023-01-20 04:41:01.000000+00:00\"], \"session_ids\": [\"986e0132-3315-4fea-97f9-89975c66ad54\", \"4cdefd3c-5a1d-432d-af5b-a33241f11e89\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"31374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-11 16:42:00.000000+00:00\", \"2020-10-11 04:55:09.000000+00:00\"], \"session_ids\": [\"cf70b705-b5dc-4d6b-8218-7eb811ddef51\", \"4888ca97-b94a-4c61-8213-09fed08cf0fb\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.932}}, {\"70662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-30 01:53:52.000000+00:00\", \"2022-05-26 18:16:22.000000+00:00\", \"2020-11-14 06:37:23.000000+00:00\", \"2021-12-20 06:40:05.000000+00:00\", \"2022-02-11 16:55:56.000000+00:00\", \"2019-12-26 15:15:06.000000+00:00\"], \"session_ids\": [\"48fc7d51-dc51-4dd9-b4c6-4e7569dbad0c\", \"4aa58800-1168-48ce-b8f4-95fcaf341cc4\", \"0f1e6936-2b3a-42ae-add6-712e7fcfd5a0\", \"da07e6f3-dd97-4700-b014-28bb0edd6141\", \"6f410ebd-0af9-4c3e-97e5-7a0f827e8085\", \"ccd964ad-5a24-457c-97fc-76844853aa4e\"], \"total_duration\": 6265.0, \"total_sessions\": 6, \"mean_week_duration\": 49.722}}, {\"63494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-20 08:12:49.000000+00:00\", \"2023-01-02 23:44:35.000000+00:00\"], \"session_ids\": [\"a1147f20-f04e-426e-907e-84c4f24e9dd4\", \"3b41a975-02ba-473c-b41f-0b438745368c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 7.15}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 4 users whose quantity of sessions is smaller than 5 and in addition perform sorting by sum of duration of sessions per week 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{\"94222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-04 09:49:11.000000+00:00\", \"2023-03-11 20:43:33.000000+00:00\"], \"session_ids\": [\"a6eddef2-c40e-48fb-9f55-cca83d5439b8\", \"af0c0602-1b86-4fa8-8240-37f09df269a1\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.583}, \"93958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-28 02:13:55.000000+00:00\", \"2019-10-13 23:57:38.000000+00:00\", \"2022-11-18 06:50:38.000000+00:00\", \"2019-02-18 17:39:04.000000+00:00\", \"2022-03-12 22:55:02.000000+00:00\"], \"session_ids\": [\"2c7d62f9-a5be-4310-92a0-b0f8e02410ea\", \"4a91ce6c-35f2-4814-a3e1-39d7c5d357b7\", \"edbcaeec-dab0-4c96-a677-7dd6100ee438\", \"353b2fa1-fff2-4b0a-84f5-51110f3d1282\", \"b09a1324-fa69-4942-ab4d-ad77de155af6\"], \"total_duration\": 653.0, \"total_sessions\": 5, \"mean_week_duration\": 3.332}, \"16554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-11 08:07:15.000000+00:00\", \"2021-09-18 16:14:01.000000+00:00\"], \"session_ids\": [\"1734464a-b416-4178-82a9-0b2ec8b7474e\", \"bd1707a1-b97b-443d-b79d-98ed35b1345d\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.742}, \"84979\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-16 18:37:40.000000+00:00\", \"2021-12-20 23:03:42.000000+00:00\", \"2020-08-28 09:40:11.000000+00:00\"], \"session_ids\": [\"1c6b3909-63c8-4909-8b6e-7bb1abe7b782\", \"b76ba19a-3ffc-48c7-aa85-29d3592cebb1\", \"b3ab94c8-33f5-408b-8e6a-2b3d85b9dd38\"], \"total_duration\": 113.0, \"total_sessions\": 3, \"mean_week_duration\": 1.638}, \"89736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-03 17:17:48.000000+00:00\", \"2022-01-16 22:53:13.000000+00:00\"], \"session_ids\": [\"3cda8377-5359-405a-96d8-a2a078c3c1e2\", \"eadd579e-0e46-4555-8f2c-e2de4246d80d\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}, \"40197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-08 06:40:59.000000+00:00\", \"2019-06-11 13:25:37.000000+00:00\", \"2019-04-28 15:28:59.000000+00:00\", \"2019-10-14 18:51:24.000000+00:00\", \"2021-08-22 14:42:24.000000+00:00\", \"2019-09-14 13:57:56.000000+00:00\", \"2021-08-09 07:10:20.000000+00:00\"], \"session_ids\": [\"685c7093-78cd-4383-8b46-7f5acd7f2eb7\", \"ec18eb24-cba8-4a27-9316-3105d8577196\", \"34c5477b-7dd7-46ae-a451-d625727bec27\", \"d5fa766e-ab5f-479d-87e8-d456ff5a4839\", \"237ec08a-4baf-4de6-9924-5dce55a3e62b\", \"a7e54ef1-f8a6-45d9-8da0-d070f6ecf3b1\", \"b44b667a-d30f-4582-b075-96c74c1223c9\"], \"total_duration\": 117.0, \"total_sessions\": 7, \"mean_week_duration\": 0.684}, \"2863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-29 02:48:38.000000+00:00\", \"2019-07-17 23:44:43.000000+00:00\", \"2019-09-15 15:52:06.000000+00:00\", \"2021-03-01 12:06:35.000000+00:00\"], \"session_ids\": [\"acf43a4c-ec04-4d53-ba01-c47e32ee27e1\", \"ff0d921f-a6db-41f1-b756-1486f6235982\", \"2fe6511f-7e5e-4bc5-b790-d8f87e2f777e\", \"7c30364f-8b4f-44ad-9575-f0b26984b0fd\"], \"total_duration\": 1168.0, \"total_sessions\": 4, \"mean_week_duration\": 13.273}, \"4872\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-21 23:13:37.000000+00:00\", \"2023-02-16 02:01:40.000000+00:00\", \"2022-07-27 11:17:27.000000+00:00\", \"2020-12-28 17:02:19.000000+00:00\", \"2020-12-18 17:15:53.000000+00:00\", \"2022-09-13 23:09:43.000000+00:00\", \"2021-03-04 16:32:11.000000+00:00\", \"2023-04-14 19:28:08.000000+00:00\", \"2019-01-29 03:46:52.000000+00:00\", \"2019-12-14 22:16:01.000000+00:00\", \"2019-11-25 03:08:30.000000+00:00\"], \"session_ids\": [\"afec495a-5dc5-463f-ae88-81ef8ecf4b12\", \"8f2b33d2-1899-4ab1-b4c2-9c46cc599fd7\", \"9204673f-187c-4fb7-a36a-845e50a86a1a\", \"d91be598-a376-4fd4-9631-18818c5360bd\", \"1185adce-9919-4367-903c-7e90f2472a77\", \"f8adf2a1-42dc-45de-ba1f-42e55028a808\", \"ad92d077-77ba-4e6a-bb34-9faf50afd491\", \"68128a5f-dd68-40bc-bb44-ec93f280cf78\", \"1e79fe8f-a16a-41ac-acd2-01e5d0653841\", \"41f7924f-8efb-4755-9940-441c005db498\", \"91dab824-537b-4a15-864a-627099defb06\"], \"total_duration\": 37788.0, \"total_sessions\": 11, \"mean_week_duration\": 171.764}, \"64362\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-21 09:20:20.000000+00:00\", \"2019-05-01 23:06:48.000000+00:00\", \"2021-04-16 07:22:51.000000+00:00\", \"2019-12-18 09:38:45.000000+00:00\", \"2020-03-06 01:22:08.000000+00:00\", \"2023-03-05 21:29:50.000000+00:00\", \"2022-12-11 13:37:54.000000+00:00\"], \"session_ids\": [\"34823beb-22e7-4170-9285-e08ad4deea9b\", \"13bfb87f-2d45-4b2a-93f0-b26964512383\", \"22bcd4dc-e762-413f-aef9-86541d1547e0\", \"56b71239-e26f-4419-80fd-674260078550\", \"26d6d1f3-2874-4df7-afa6-d2e53658ada5\", \"9d93276f-7116-4cd3-8e3f-bc886815e513\", \"d6233157-e9a4-4d6c-b6a5-84a4e0b10e64\"], \"total_duration\": 7263.0, \"total_sessions\": 7, \"mean_week_duration\": 36.134}, \"90363\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-13 11:28:47.000000+00:00\", \"2021-01-03 05:40:00.000000+00:00\", \"2022-07-31 16:14:39.000000+00:00\", \"2022-07-27 21:13:51.000000+00:00\", \"2019-07-04 01:11:42.000000+00:00\", \"2020-02-16 07:32:33.000000+00:00\", \"2020-03-08 02:31:03.000000+00:00\", \"2022-02-04 22:39:23.000000+00:00\", \"2019-02-23 05:54:50.000000+00:00\", \"2020-12-03 02:53:47.000000+00:00\"], \"session_ids\": [\"32d26cbd-7110-42d5-8da2-ece1c73fc5a7\", \"6a864e15-5d47-4de4-a75c-886971bbabbc\", \"8e4ff510-d68e-4aee-bd15-b8c348b75374\", \"71daf01e-99b7-4a05-b28d-3bf7cdd4c56f\", \"9c1d0db1-11ef-451a-b34f-817a50cce3b5\", \"12d0ca36-6f15-479c-8efc-9ba4858e827d\", \"b9862bd8-aba4-4cce-aa7e-230bbf543773\", \"bc38c0df-31cc-438b-83df-6fd7eb9b6e1b\", \"7434d543-0c13-4333-8623-9c19ffa7646b\", \"77076270-6bc3-418a-ad02-c727a87650ef\"], \"total_duration\": 314.0, \"total_sessions\": 10, \"mean_week_duration\": 1.744}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-04 09:49:11.000000+00:00\", \"2023-03-11 20:43:33.000000+00:00\"], \"session_ids\": [\"a6eddef2-c40e-48fb-9f55-cca83d5439b8\", \"af0c0602-1b86-4fa8-8240-37f09df269a1\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.583}, \"93958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-28 02:13:55.000000+00:00\", \"2019-10-13 23:57:38.000000+00:00\", \"2022-11-18 06:50:38.000000+00:00\", \"2019-02-18 17:39:04.000000+00:00\", \"2022-03-12 22:55:02.000000+00:00\"], \"session_ids\": [\"2c7d62f9-a5be-4310-92a0-b0f8e02410ea\", \"4a91ce6c-35f2-4814-a3e1-39d7c5d357b7\", \"edbcaeec-dab0-4c96-a677-7dd6100ee438\", \"353b2fa1-fff2-4b0a-84f5-51110f3d1282\", \"b09a1324-fa69-4942-ab4d-ad77de155af6\"], \"total_duration\": 653.0, \"total_sessions\": 5, \"mean_week_duration\": 3.332}, \"16554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-11 08:07:15.000000+00:00\", \"2021-09-18 16:14:01.000000+00:00\"], \"session_ids\": [\"1734464a-b416-4178-82a9-0b2ec8b7474e\", \"bd1707a1-b97b-443d-b79d-98ed35b1345d\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.742}, \"84979\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-16 18:37:40.000000+00:00\", \"2021-12-20 23:03:42.000000+00:00\", \"2020-08-28 09:40:11.000000+00:00\"], \"session_ids\": [\"1c6b3909-63c8-4909-8b6e-7bb1abe7b782\", \"b76ba19a-3ffc-48c7-aa85-29d3592cebb1\", \"b3ab94c8-33f5-408b-8e6a-2b3d85b9dd38\"], \"total_duration\": 113.0, \"total_sessions\": 3, \"mean_week_duration\": 1.638}, \"89736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-03 17:17:48.000000+00:00\", \"2022-01-16 22:53:13.000000+00:00\"], \"session_ids\": [\"3cda8377-5359-405a-96d8-a2a078c3c1e2\", \"eadd579e-0e46-4555-8f2c-e2de4246d80d\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}, \"2863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-29 02:48:38.000000+00:00\", \"2019-07-17 23:44:43.000000+00:00\", \"2019-09-15 15:52:06.000000+00:00\", \"2021-03-01 12:06:35.000000+00:00\"], \"session_ids\": [\"acf43a4c-ec04-4d53-ba01-c47e32ee27e1\", \"ff0d921f-a6db-41f1-b756-1486f6235982\", \"2fe6511f-7e5e-4bc5-b790-d8f87e2f777e\", \"7c30364f-8b4f-44ad-9575-f0b26984b0fd\"], \"total_duration\": 1168.0, \"total_sessions\": 4, \"mean_week_duration\": 13.273}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-29 02:48:38.000000+00:00\", \"2019-07-17 23:44:43.000000+00:00\", \"2019-09-15 15:52:06.000000+00:00\", \"2021-03-01 12:06:35.000000+00:00\"], \"session_ids\": [\"acf43a4c-ec04-4d53-ba01-c47e32ee27e1\", \"ff0d921f-a6db-41f1-b756-1486f6235982\", \"2fe6511f-7e5e-4bc5-b790-d8f87e2f777e\", \"7c30364f-8b4f-44ad-9575-f0b26984b0fd\"], \"total_duration\": 1168.0, \"total_sessions\": 4, \"mean_week_duration\": 13.273}}, {\"93958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-28 02:13:55.000000+00:00\", \"2019-10-13 23:57:38.000000+00:00\", \"2022-11-18 06:50:38.000000+00:00\", \"2019-02-18 17:39:04.000000+00:00\", \"2022-03-12 22:55:02.000000+00:00\"], \"session_ids\": [\"2c7d62f9-a5be-4310-92a0-b0f8e02410ea\", \"4a91ce6c-35f2-4814-a3e1-39d7c5d357b7\", \"edbcaeec-dab0-4c96-a677-7dd6100ee438\", \"353b2fa1-fff2-4b0a-84f5-51110f3d1282\", \"b09a1324-fa69-4942-ab4d-ad77de155af6\"], \"total_duration\": 653.0, \"total_sessions\": 5, \"mean_week_duration\": 3.332}}, {\"94222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-04 09:49:11.000000+00:00\", \"2023-03-11 20:43:33.000000+00:00\"], \"session_ids\": [\"a6eddef2-c40e-48fb-9f55-cca83d5439b8\", \"af0c0602-1b86-4fa8-8240-37f09df269a1\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.583}}, {\"16554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-11 08:07:15.000000+00:00\", \"2021-09-18 16:14:01.000000+00:00\"], \"session_ids\": [\"1734464a-b416-4178-82a9-0b2ec8b7474e\", \"bd1707a1-b97b-443d-b79d-98ed35b1345d\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.742}}, {\"84979\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-16 18:37:40.000000+00:00\", \"2021-12-20 23:03:42.000000+00:00\", \"2020-08-28 09:40:11.000000+00:00\"], \"session_ids\": [\"1c6b3909-63c8-4909-8b6e-7bb1abe7b782\", \"b76ba19a-3ffc-48c7-aa85-29d3592cebb1\", \"b3ab94c8-33f5-408b-8e6a-2b3d85b9dd38\"], \"total_duration\": 113.0, \"total_sessions\": 3, \"mean_week_duration\": 1.638}}, {\"89736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-03 17:17:48.000000+00:00\", \"2022-01-16 22:53:13.000000+00:00\"], \"session_ids\": [\"3cda8377-5359-405a-96d8-a2a078c3c1e2\", \"eadd579e-0e46-4555-8f2c-e2de4246d80d\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}}]\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[{\"2863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-29 02:48:38.000000+00:00\", \"2019-07-17 23:44:43.000000+00:00\", \"2019-09-15 15:52:06.000000+00:00\", \"2021-03-01 12:06:35.000000+00:00\"], \"session_ids\": [\"acf43a4c-ec04-4d53-ba01-c47e32ee27e1\", \"ff0d921f-a6db-41f1-b756-1486f6235982\", \"2fe6511f-7e5e-4bc5-b790-d8f87e2f777e\", \"7c30364f-8b4f-44ad-9575-f0b26984b0fd\"], \"total_duration\": 1168.0, \"total_sessions\": 4, \"mean_week_duration\": 13.273}}, {\"93958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-28 02:13:55.000000+00:00\", \"2019-10-13 23:57:38.000000+00:00\", \"2022-11-18 06:50:38.000000+00:00\", \"2019-02-18 17:39:04.000000+00:00\", \"2022-03-12 22:55:02.000000+00:00\"], \"session_ids\": [\"2c7d62f9-a5be-4310-92a0-b0f8e02410ea\", \"4a91ce6c-35f2-4814-a3e1-39d7c5d357b7\", \"edbcaeec-dab0-4c96-a677-7dd6100ee438\", \"353b2fa1-fff2-4b0a-84f5-51110f3d1282\", \"b09a1324-fa69-4942-ab4d-ad77de155af6\"], \"total_duration\": 653.0, \"total_sessions\": 5, \"mean_week_duration\": 3.332}}, {\"94222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-04 09:49:11.000000+00:00\", \"2023-03-11 20:43:33.000000+00:00\"], \"session_ids\": [\"a6eddef2-c40e-48fb-9f55-cca83d5439b8\", \"af0c0602-1b86-4fa8-8240-37f09df269a1\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.583}}, {\"16554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-11 08:07:15.000000+00:00\", \"2021-09-18 16:14:01.000000+00:00\"], \"session_ids\": [\"1734464a-b416-4178-82a9-0b2ec8b7474e\", \"bd1707a1-b97b-443d-b79d-98ed35b1345d\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.742}}]\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[{\"2863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-29 02:48:38.000000+00:00\", \"2019-07-17 23:44:43.000000+00:00\", \"2019-09-15 15:52:06.000000+00:00\", \"2021-03-01 12:06:35.000000+00:00\"], \"session_ids\": [\"acf43a4c-ec04-4d53-ba01-c47e32ee27e1\", \"ff0d921f-a6db-41f1-b756-1486f6235982\", \"2fe6511f-7e5e-4bc5-b790-d8f87e2f777e\", \"7c30364f-8b4f-44ad-9575-f0b26984b0fd\"], \"total_duration\": 1168.0, \"total_sessions\": 4, \"mean_week_duration\": 13.273}}, {\"93958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-28 02:13:55.000000+00:00\", \"2019-10-13 23:57:38.000000+00:00\", \"2022-11-18 06:50:38.000000+00:00\", \"2019-02-18 17:39:04.000000+00:00\", \"2022-03-12 22:55:02.000000+00:00\"], \"session_ids\": [\"2c7d62f9-a5be-4310-92a0-b0f8e02410ea\", \"4a91ce6c-35f2-4814-a3e1-39d7c5d357b7\", \"edbcaeec-dab0-4c96-a677-7dd6100ee438\", \"353b2fa1-fff2-4b0a-84f5-51110f3d1282\", \"b09a1324-fa69-4942-ab4d-ad77de155af6\"], \"total_duration\": 653.0, \"total_sessions\": 5, \"mean_week_duration\": 3.332}}, {\"94222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-04 09:49:11.000000+00:00\", \"2023-03-11 20:43:33.000000+00:00\"], \"session_ids\": [\"a6eddef2-c40e-48fb-9f55-cca83d5439b8\", \"af0c0602-1b86-4fa8-8240-37f09df269a1\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.583}}, {\"16554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-11 08:07:15.000000+00:00\", \"2021-09-18 16:14:01.000000+00:00\"], \"session_ids\": [\"1734464a-b416-4178-82a9-0b2ec8b7474e\", \"bd1707a1-b97b-443d-b79d-98ed35b1345d\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.742}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 4 users whose duration of sessions per week is greater than 39 and less than 20 (both not including) , and perform sorting by sessions count from the largest to the smallest as well as display only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"22135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-11 18:55:59.000000+00:00\", \"2020-08-06 15:07:21.000000+00:00\", \"2022-06-25 19:57:33.000000+00:00\", \"2022-05-09 06:12:02.000000+00:00\", \"2020-03-03 22:25:49.000000+00:00\", \"2021-08-27 03:39:22.000000+00:00\", \"2023-03-19 08:10:12.000000+00:00\"], \"session_ids\": [\"c91b3ea6-2cbd-45f7-9102-102560f072be\", \"07344e75-c2be-489a-b257-8f5ea969c324\", \"ed3b895b-3b41-4c5a-a790-146cfaff507f\", \"75f859a8-9ff8-4bd3-be41-e5c2cdd60dd1\", \"0c1dcc25-4154-4c69-ba47-de5d1c691c6f\", \"ee13283e-5bb0-4c8e-a668-25eca9381aaa\", \"5564f0cd-5c83-4c85-a6c6-2f0e8a265258\"], \"total_duration\": 4765.0, \"total_sessions\": 7, \"mean_week_duration\": 23.706}, \"21967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-23 02:09:24.000000+00:00\", \"2023-02-19 09:14:06.000000+00:00\"], \"session_ids\": [\"064894b9-65c5-4500-959b-7c55cc61efc1\", \"4294ea29-e9d1-4012-8c55-9b3b8b8c4493\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}, \"80431\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-04 22:49:25.000000+00:00\", \"2019-06-09 04:26:27.000000+00:00\", \"2019-01-30 09:06:39.000000+00:00\"], \"session_ids\": [\"7b4ffbc4-f2ec-4a29-a0ee-7ae13df825db\", \"20edd8d5-f582-453a-9e59-6b7fca1b8790\", \"625640e1-8617-4aa8-be25-3a4c4e8e3da4\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.471}, \"36640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-25 07:10:15.000000+00:00\", \"2022-01-21 08:08:25.000000+00:00\", \"2019-08-10 14:26:30.000000+00:00\", \"2019-06-26 14:34:33.000000+00:00\"], \"session_ids\": [\"56e95e81-2ec0-4611-ac06-53b94469c9f2\", \"970fa8c6-6e48-494c-b756-3274ff53bff1\", \"f3c898bd-9ef0-4614-b639-ca983bc633b7\", \"f3a64c79-da37-4705-ba63-6aa66996a7e0\"], \"total_duration\": 880.0, \"total_sessions\": 4, \"mean_week_duration\": 6.519}, \"15582\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-27 07:15:29.000000+00:00\", \"2023-06-14 13:44:55.000000+00:00\"], \"session_ids\": [\"d0b4dae6-679f-4929-a91f-99dcba41d617\", \"6e9ae285-f833-4844-91e4-af453ecfa683\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}, \"6623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-10 15:39:02.000000+00:00\", \"2022-02-26 12:32:03.000000+00:00\", \"2021-10-01 16:20:57.000000+00:00\", \"2020-01-03 06:11:54.000000+00:00\", \"2020-01-18 17:41:16.000000+00:00\", \"2022-02-05 07:22:03.000000+00:00\", \"2023-02-11 17:41:03.000000+00:00\"], \"session_ids\": [\"68011e09-1e11-4d76-b6af-fbd6af3210c0\", \"e6239a39-6146-47d3-bab4-29cc29575251\", \"fed55d22-a2ce-474a-9947-b39871e1e400\", \"5d4da242-86f0-41d4-ad11-af52a62fd2b5\", \"1ab93687-5c87-4fa8-8591-0efb58ee5740\", \"0add1a71-350c-4f82-b014-1d27d99ac6cb\", \"afeaa178-cd14-49da-ab4a-6e4536e0eb9a\"], \"total_duration\": 107.0, \"total_sessions\": 7, \"mean_week_duration\": 0.594}, \"81981\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-03 06:48:10.000000+00:00\", \"2021-10-14 08:17:52.000000+00:00\"], \"session_ids\": [\"b22433a0-8d8b-4d5e-b8a1-f055f08f038e\", \"46d627da-fe01-44c4-a275-2dae4030c54d\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 6.945}, \"9237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-24 06:10:47.000000+00:00\", \"2020-12-13 23:31:06.000000+00:00\", \"2019-07-19 12:40:35.000000+00:00\", \"2021-04-16 11:05:42.000000+00:00\"], \"session_ids\": [\"77bad49d-0bfd-4738-8ce4-f302b0cd4912\", \"1281ae8a-3600-4f09-8381-28c3ff52d13b\", \"9c092b20-9d38-44cc-a3a5-e2bcff6b6aae\", \"cabbbc26-988d-484c-ae1e-b183a766261f\"], \"total_duration\": 122.0, \"total_sessions\": 4, \"mean_week_duration\": 0.797}, \"52548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-02 09:19:51.000000+00:00\", \"2021-07-12 23:21:48.000000+00:00\", \"2020-02-27 19:37:15.000000+00:00\"], \"session_ids\": [\"950219d6-d642-45d7-8645-9cc66d2b0ea1\", \"c59ea3b3-bbbf-4a4c-8b94-9cd8690cc57b\", \"77e67dab-91c1-4ead-9c3d-3376ae9ea2b2\"], \"total_duration\": 1026.0, \"total_sessions\": 3, \"mean_week_duration\": 7.329}, \"65716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-28 17:09:41.000000+00:00\", \"2021-05-10 07:58:36.000000+00:00\", \"2021-10-19 14:29:27.000000+00:00\", \"2020-02-19 04:40:51.000000+00:00\", \"2020-11-26 10:21:25.000000+00:00\", \"2022-08-24 03:34:06.000000+00:00\"], \"session_ids\": [\"6d0de988-3f7f-4fd3-8677-734bde1d2573\", \"aad8071f-173f-42e5-a7bc-b4aa28fdf503\", \"96407014-f51f-4dfa-9a21-182eb4a232d8\", \"2c98041a-99f4-4ff1-b1d8-abfb2d0fc2b5\", \"c35b8bab-17e0-4e61-bc4c-07d30967fd64\", \"825a26a1-9e97-421c-804f-245f73c28474\"], \"total_duration\": 2576.0, \"total_sessions\": 6, \"mean_week_duration\": 17.289}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 20 and are greater than 39" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 39]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-23 02:09:24.000000+00:00\", \"2023-02-19 09:14:06.000000+00:00\"], \"session_ids\": [\"064894b9-65c5-4500-959b-7c55cc61efc1\", \"4294ea29-e9d1-4012-8c55-9b3b8b8c4493\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}, \"80431\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-04 22:49:25.000000+00:00\", \"2019-06-09 04:26:27.000000+00:00\", \"2019-01-30 09:06:39.000000+00:00\"], \"session_ids\": [\"7b4ffbc4-f2ec-4a29-a0ee-7ae13df825db\", \"20edd8d5-f582-453a-9e59-6b7fca1b8790\", \"625640e1-8617-4aa8-be25-3a4c4e8e3da4\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.471}, \"36640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-25 07:10:15.000000+00:00\", \"2022-01-21 08:08:25.000000+00:00\", \"2019-08-10 14:26:30.000000+00:00\", \"2019-06-26 14:34:33.000000+00:00\"], \"session_ids\": [\"56e95e81-2ec0-4611-ac06-53b94469c9f2\", \"970fa8c6-6e48-494c-b756-3274ff53bff1\", \"f3c898bd-9ef0-4614-b639-ca983bc633b7\", \"f3a64c79-da37-4705-ba63-6aa66996a7e0\"], \"total_duration\": 880.0, \"total_sessions\": 4, \"mean_week_duration\": 6.519}, \"15582\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-27 07:15:29.000000+00:00\", \"2023-06-14 13:44:55.000000+00:00\"], \"session_ids\": [\"d0b4dae6-679f-4929-a91f-99dcba41d617\", \"6e9ae285-f833-4844-91e4-af453ecfa683\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}, \"6623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-10 15:39:02.000000+00:00\", \"2022-02-26 12:32:03.000000+00:00\", \"2021-10-01 16:20:57.000000+00:00\", \"2020-01-03 06:11:54.000000+00:00\", \"2020-01-18 17:41:16.000000+00:00\", \"2022-02-05 07:22:03.000000+00:00\", \"2023-02-11 17:41:03.000000+00:00\"], \"session_ids\": [\"68011e09-1e11-4d76-b6af-fbd6af3210c0\", \"e6239a39-6146-47d3-bab4-29cc29575251\", \"fed55d22-a2ce-474a-9947-b39871e1e400\", \"5d4da242-86f0-41d4-ad11-af52a62fd2b5\", \"1ab93687-5c87-4fa8-8591-0efb58ee5740\", \"0add1a71-350c-4f82-b014-1d27d99ac6cb\", \"afeaa178-cd14-49da-ab4a-6e4536e0eb9a\"], \"total_duration\": 107.0, \"total_sessions\": 7, \"mean_week_duration\": 0.594}, \"81981\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-03 06:48:10.000000+00:00\", \"2021-10-14 08:17:52.000000+00:00\"], \"session_ids\": [\"b22433a0-8d8b-4d5e-b8a1-f055f08f038e\", \"46d627da-fe01-44c4-a275-2dae4030c54d\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 6.945}, \"9237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-24 06:10:47.000000+00:00\", \"2020-12-13 23:31:06.000000+00:00\", \"2019-07-19 12:40:35.000000+00:00\", \"2021-04-16 11:05:42.000000+00:00\"], \"session_ids\": [\"77bad49d-0bfd-4738-8ce4-f302b0cd4912\", \"1281ae8a-3600-4f09-8381-28c3ff52d13b\", \"9c092b20-9d38-44cc-a3a5-e2bcff6b6aae\", \"cabbbc26-988d-484c-ae1e-b183a766261f\"], \"total_duration\": 122.0, \"total_sessions\": 4, \"mean_week_duration\": 0.797}, \"52548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-02 09:19:51.000000+00:00\", \"2021-07-12 23:21:48.000000+00:00\", \"2020-02-27 19:37:15.000000+00:00\"], \"session_ids\": [\"950219d6-d642-45d7-8645-9cc66d2b0ea1\", \"c59ea3b3-bbbf-4a4c-8b94-9cd8690cc57b\", \"77e67dab-91c1-4ead-9c3d-3376ae9ea2b2\"], \"total_duration\": 1026.0, \"total_sessions\": 3, \"mean_week_duration\": 7.329}, \"65716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-28 17:09:41.000000+00:00\", \"2021-05-10 07:58:36.000000+00:00\", \"2021-10-19 14:29:27.000000+00:00\", \"2020-02-19 04:40:51.000000+00:00\", \"2020-11-26 10:21:25.000000+00:00\", \"2022-08-24 03:34:06.000000+00:00\"], \"session_ids\": [\"6d0de988-3f7f-4fd3-8677-734bde1d2573\", \"aad8071f-173f-42e5-a7bc-b4aa28fdf503\", \"96407014-f51f-4dfa-9a21-182eb4a232d8\", \"2c98041a-99f4-4ff1-b1d8-abfb2d0fc2b5\", \"c35b8bab-17e0-4e61-bc4c-07d30967fd64\", \"825a26a1-9e97-421c-804f-245f73c28474\"], \"total_duration\": 2576.0, \"total_sessions\": 6, \"mean_week_duration\": 17.289}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-10 15:39:02.000000+00:00\", \"2022-02-26 12:32:03.000000+00:00\", \"2021-10-01 16:20:57.000000+00:00\", \"2020-01-03 06:11:54.000000+00:00\", \"2020-01-18 17:41:16.000000+00:00\", \"2022-02-05 07:22:03.000000+00:00\", \"2023-02-11 17:41:03.000000+00:00\"], \"session_ids\": [\"68011e09-1e11-4d76-b6af-fbd6af3210c0\", \"e6239a39-6146-47d3-bab4-29cc29575251\", \"fed55d22-a2ce-474a-9947-b39871e1e400\", \"5d4da242-86f0-41d4-ad11-af52a62fd2b5\", \"1ab93687-5c87-4fa8-8591-0efb58ee5740\", \"0add1a71-350c-4f82-b014-1d27d99ac6cb\", \"afeaa178-cd14-49da-ab4a-6e4536e0eb9a\"], \"total_duration\": 107.0, \"total_sessions\": 7, \"mean_week_duration\": 0.594}}, {\"65716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-28 17:09:41.000000+00:00\", \"2021-05-10 07:58:36.000000+00:00\", \"2021-10-19 14:29:27.000000+00:00\", \"2020-02-19 04:40:51.000000+00:00\", \"2020-11-26 10:21:25.000000+00:00\", \"2022-08-24 03:34:06.000000+00:00\"], \"session_ids\": [\"6d0de988-3f7f-4fd3-8677-734bde1d2573\", \"aad8071f-173f-42e5-a7bc-b4aa28fdf503\", \"96407014-f51f-4dfa-9a21-182eb4a232d8\", \"2c98041a-99f4-4ff1-b1d8-abfb2d0fc2b5\", \"c35b8bab-17e0-4e61-bc4c-07d30967fd64\", \"825a26a1-9e97-421c-804f-245f73c28474\"], \"total_duration\": 2576.0, \"total_sessions\": 6, \"mean_week_duration\": 17.289}}, {\"36640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-25 07:10:15.000000+00:00\", \"2022-01-21 08:08:25.000000+00:00\", \"2019-08-10 14:26:30.000000+00:00\", \"2019-06-26 14:34:33.000000+00:00\"], \"session_ids\": [\"56e95e81-2ec0-4611-ac06-53b94469c9f2\", \"970fa8c6-6e48-494c-b756-3274ff53bff1\", \"f3c898bd-9ef0-4614-b639-ca983bc633b7\", \"f3a64c79-da37-4705-ba63-6aa66996a7e0\"], \"total_duration\": 880.0, \"total_sessions\": 4, \"mean_week_duration\": 6.519}}, {\"9237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-24 06:10:47.000000+00:00\", \"2020-12-13 23:31:06.000000+00:00\", \"2019-07-19 12:40:35.000000+00:00\", \"2021-04-16 11:05:42.000000+00:00\"], \"session_ids\": [\"77bad49d-0bfd-4738-8ce4-f302b0cd4912\", \"1281ae8a-3600-4f09-8381-28c3ff52d13b\", \"9c092b20-9d38-44cc-a3a5-e2bcff6b6aae\", \"cabbbc26-988d-484c-ae1e-b183a766261f\"], \"total_duration\": 122.0, \"total_sessions\": 4, \"mean_week_duration\": 0.797}}, {\"80431\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-04 22:49:25.000000+00:00\", \"2019-06-09 04:26:27.000000+00:00\", \"2019-01-30 09:06:39.000000+00:00\"], \"session_ids\": [\"7b4ffbc4-f2ec-4a29-a0ee-7ae13df825db\", \"20edd8d5-f582-453a-9e59-6b7fca1b8790\", \"625640e1-8617-4aa8-be25-3a4c4e8e3da4\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.471}}, {\"52548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-02 09:19:51.000000+00:00\", \"2021-07-12 23:21:48.000000+00:00\", \"2020-02-27 19:37:15.000000+00:00\"], \"session_ids\": [\"950219d6-d642-45d7-8645-9cc66d2b0ea1\", \"c59ea3b3-bbbf-4a4c-8b94-9cd8690cc57b\", \"77e67dab-91c1-4ead-9c3d-3376ae9ea2b2\"], \"total_duration\": 1026.0, \"total_sessions\": 3, \"mean_week_duration\": 7.329}}, {\"21967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-23 02:09:24.000000+00:00\", \"2023-02-19 09:14:06.000000+00:00\"], \"session_ids\": [\"064894b9-65c5-4500-959b-7c55cc61efc1\", \"4294ea29-e9d1-4012-8c55-9b3b8b8c4493\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}}, {\"15582\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-27 07:15:29.000000+00:00\", \"2023-06-14 13:44:55.000000+00:00\"], \"session_ids\": [\"d0b4dae6-679f-4929-a91f-99dcba41d617\", \"6e9ae285-f833-4844-91e4-af453ecfa683\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}}, {\"81981\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-03 06:48:10.000000+00:00\", \"2021-10-14 08:17:52.000000+00:00\"], \"session_ids\": [\"b22433a0-8d8b-4d5e-b8a1-f055f08f038e\", \"46d627da-fe01-44c4-a275-2dae4030c54d\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 6.945}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-10 15:39:02.000000+00:00\", \"2022-02-26 12:32:03.000000+00:00\", \"2021-10-01 16:20:57.000000+00:00\", \"2020-01-03 06:11:54.000000+00:00\", \"2020-01-18 17:41:16.000000+00:00\", \"2022-02-05 07:22:03.000000+00:00\", \"2023-02-11 17:41:03.000000+00:00\"], \"session_ids\": [\"68011e09-1e11-4d76-b6af-fbd6af3210c0\", \"e6239a39-6146-47d3-bab4-29cc29575251\", \"fed55d22-a2ce-474a-9947-b39871e1e400\", \"5d4da242-86f0-41d4-ad11-af52a62fd2b5\", \"1ab93687-5c87-4fa8-8591-0efb58ee5740\", \"0add1a71-350c-4f82-b014-1d27d99ac6cb\", \"afeaa178-cd14-49da-ab4a-6e4536e0eb9a\"], \"total_duration\": 107.0, \"total_sessions\": 7, \"mean_week_duration\": 0.594}}, {\"65716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-28 17:09:41.000000+00:00\", \"2021-05-10 07:58:36.000000+00:00\", \"2021-10-19 14:29:27.000000+00:00\", \"2020-02-19 04:40:51.000000+00:00\", \"2020-11-26 10:21:25.000000+00:00\", \"2022-08-24 03:34:06.000000+00:00\"], \"session_ids\": [\"6d0de988-3f7f-4fd3-8677-734bde1d2573\", \"aad8071f-173f-42e5-a7bc-b4aa28fdf503\", \"96407014-f51f-4dfa-9a21-182eb4a232d8\", \"2c98041a-99f4-4ff1-b1d8-abfb2d0fc2b5\", \"c35b8bab-17e0-4e61-bc4c-07d30967fd64\", \"825a26a1-9e97-421c-804f-245f73c28474\"], \"total_duration\": 2576.0, \"total_sessions\": 6, \"mean_week_duration\": 17.289}}]\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[{\"6623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-10 15:39:02.000000+00:00\", \"2022-02-26 12:32:03.000000+00:00\", \"2021-10-01 16:20:57.000000+00:00\", \"2020-01-03 06:11:54.000000+00:00\", \"2020-01-18 17:41:16.000000+00:00\", \"2022-02-05 07:22:03.000000+00:00\", \"2023-02-11 17:41:03.000000+00:00\"], \"session_ids\": [\"68011e09-1e11-4d76-b6af-fbd6af3210c0\", \"e6239a39-6146-47d3-bab4-29cc29575251\", \"fed55d22-a2ce-474a-9947-b39871e1e400\", \"5d4da242-86f0-41d4-ad11-af52a62fd2b5\", \"1ab93687-5c87-4fa8-8591-0efb58ee5740\", \"0add1a71-350c-4f82-b014-1d27d99ac6cb\", \"afeaa178-cd14-49da-ab4a-6e4536e0eb9a\"], \"total_duration\": 107.0, \"total_sessions\": 7, \"mean_week_duration\": 0.594}}, {\"65716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-28 17:09:41.000000+00:00\", \"2021-05-10 07:58:36.000000+00:00\", \"2021-10-19 14:29:27.000000+00:00\", \"2020-02-19 04:40:51.000000+00:00\", \"2020-11-26 10:21:25.000000+00:00\", \"2022-08-24 03:34:06.000000+00:00\"], \"session_ids\": [\"6d0de988-3f7f-4fd3-8677-734bde1d2573\", \"aad8071f-173f-42e5-a7bc-b4aa28fdf503\", \"96407014-f51f-4dfa-9a21-182eb4a232d8\", \"2c98041a-99f4-4ff1-b1d8-abfb2d0fc2b5\", \"c35b8bab-17e0-4e61-bc4c-07d30967fd64\", \"825a26a1-9e97-421c-804f-245f73c28474\"], \"total_duration\": 2576.0, \"total_sessions\": 6, \"mean_week_duration\": 17.289}}]\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 7 users who are inhabitants of cities Belize City, Nassau, Hanoi, Zurich + apply sorting by quantity of sessions risingly." } ]
[ { "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{\"87997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-17 16:25:36.000000+00:00\", \"2023-01-09 06:54:04.000000+00:00\"], \"session_ids\": [\"4aa58ab4-2102-4cfb-8b04-84707b4ed53c\", \"457c01f3-aae0-44df-9e32-37a2c4c12509\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.123}, \"6614\": {\"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\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-04-01 14:41:13.000000+00:00\", \"2021-08-23 14:08:22.000000+00:00\", \"2022-01-06 15:45:59.000000+00:00\", \"2021-11-21 10:33:00.000000+00:00\", \"2019-04-13 22:40:36.000000+00:00\"], \"session_ids\": [\"de8905a2-758e-4bfa-8b5b-41a5bb3a5779\", \"fc128ab3-edaa-4077-8e37-454e904a95b0\", \"dfb68d37-6239-48ea-9cbc-9ab8ef87a6d4\", \"e58b5905-9ec7-4b59-9380-59228c88ac2a\", \"fa6ec7a9-cb03-41cc-980f-9aaf44b2b64f\"], \"total_duration\": 79.0, \"total_sessions\": 5, \"mean_week_duration\": 0.51}, \"81153\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-09-18 20:09:16.000000+00:00\", \"2019-07-16 05:40:17.000000+00:00\"], \"session_ids\": [\"f395fd01-b178-435e-8ed8-125dcbd8d7e3\", \"c7a9fdf7-4eac-4071-96e4-718781a6149e\"], \"total_duration\": 374.0, \"total_sessions\": 2, \"mean_week_duration\": 2.253}, \"23824\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-02-27 00:13:31.000000+00:00\", \"2020-09-08 21:25:25.000000+00:00\"], \"session_ids\": [\"29b3582b-9b06-4ccd-80e6-a8189a530fa0\", \"0e60d11d-2b71-49b9-a7aa-f6a3910e5f2b\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 3.536}, \"18876\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-16 02:42:43.000000+00:00\", \"2022-01-13 20:01:48.000000+00:00\"], \"session_ids\": [\"5d57ece8-1af7-416e-a098-46883a9c0ade\", \"9a1cee66-6bb7-42d0-95e3-8b880265f289\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 5.538}, \"99201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-03 04:34:57.000000+00:00\", \"2020-12-02 22:33:11.000000+00:00\", \"2019-07-12 01:15:13.000000+00:00\", \"2021-05-04 20:10:22.000000+00:00\", \"2020-08-30 18:34:22.000000+00:00\"], \"session_ids\": [\"3258b7e8-1f7b-449e-a8ed-a3dc87577279\", \"6adc9b8c-7156-495b-b2ef-d8ae4ac80018\", \"64a4cb4b-6cce-4c13-a0c2-6f5b9e942e4d\", \"fa1fe56b-d6bc-42f1-9015-c6f4b960e465\", \"ebf2116e-4a99-454e-8e93-bf275e2cbe1f\"], \"total_duration\": 2515.0, \"total_sessions\": 5, \"mean_week_duration\": 19.346}, \"52191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-22 01:15:39.000000+00:00\", \"2020-08-03 01:54:52.000000+00:00\", \"2022-07-18 05:54:12.000000+00:00\", \"2020-07-23 16:24:54.000000+00:00\"], \"session_ids\": [\"0352857e-b87a-4e53-9e8c-ba857ed8face\", \"fc0abe58-9dd9-4399-a6a7-a980dacd8b18\", \"cd12b714-d425-4584-ad69-9e21842657c1\", \"ad97d3f7-cb3d-419e-b81b-eb4cb3fc88dc\"], \"total_duration\": 1234.0, \"total_sessions\": 4, \"mean_week_duration\": 11.865}, \"95743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-05-28 17:30:15.000000+00:00\", \"2019-07-26 01:10:32.000000+00:00\"], \"session_ids\": [\"46950365-930a-4370-baad-c6486a0dd476\", \"f0e4969b-daed-49c0-8294-d4f6fdbadd16\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 2.523}, \"23032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-05-06 11:01:03.000000+00:00\", \"2020-09-02 10:33:31.000000+00:00\"], \"session_ids\": [\"0badb1bc-e0f4-4b00-865e-d34f375f4a59\", \"837cbdc0-42db-4059-ae24-f28f874585ae\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 25.941}, \"18302\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-18 16:10:27.000000+00:00\", \"2023-02-05 03:17:20.000000+00:00\"], \"session_ids\": [\"ffb194c3-dfc1-43cb-a61b-75d334d99de4\", \"013d2689-c042-4d98-b349-1a2103113d2b\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 2.712}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Belize City, Nassau, Hanoi, Zurich" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\", \"Nassau\", \"Hanoi\", \"Zurich\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 4 users whose count of sessions is smaller than 5 and bigger than 2 and put to use sorting by average_week_duration in descending." } ]