conversations
list
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47129\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 10:05:11.000000+00:00\", \"2019-03-13 10:48:07.000000+00:00\", \"2023-05-17 08:53:59.000000+00:00\"], \"session_ids\": [\"185ec7fa-5390-4f1f-aa0f-595af20c19a9\", \"27c800c9-93d4-4f61-a857-fb11dcbe0bf8\", \"b42bef1d-1c2e-4de5-882e-c3e4a00489f1\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.734}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47129\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 10:05:11.000000+00:00\", \"2019-03-13 10:48:07.000000+00:00\", \"2023-05-17 08:53:59.000000+00:00\"], \"session_ids\": [\"185ec7fa-5390-4f1f-aa0f-595af20c19a9\", \"27c800c9-93d4-4f61-a857-fb11dcbe0bf8\", \"b42bef1d-1c2e-4de5-882e-c3e4a00489f1\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.734}}]\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[{\"47129\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 10:05:11.000000+00:00\", \"2019-03-13 10:48:07.000000+00:00\", \"2023-05-17 08:53:59.000000+00:00\"], \"session_ids\": [\"185ec7fa-5390-4f1f-aa0f-595af20c19a9\", \"27c800c9-93d4-4f61-a857-fb11dcbe0bf8\", \"b42bef1d-1c2e-4de5-882e-c3e4a00489f1\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.734}}]\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 users who are users with highest total time using the app and sort by total_sessions decliningly additionaly provide me only with 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{\"24964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-25 08:35:13.000000+00:00\", \"2020-07-13 19:20:18.000000+00:00\"], \"session_ids\": [\"708eda65-6770-4de8-b96d-2471b503afd1\", \"371b909a-d190-4a46-b3fc-cbbb03edc861\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 8.364}, \"23576\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-07-13 12:27:46.000000+00:00\", \"2019-09-23 07:37:17.000000+00:00\", \"2021-09-04 19:45:10.000000+00:00\", \"2022-04-08 10:25:14.000000+00:00\", \"2020-04-11 23:59:03.000000+00:00\", \"2022-09-21 08:25:21.000000+00:00\"], \"session_ids\": [\"d7d75d7d-8762-4240-bb67-611a38560c4b\", \"536d026b-a37f-4091-8fb4-9db7b909863c\", \"92057e51-8f0b-4b88-8161-7f4a2ffbb25c\", \"e36dd995-7798-4082-8b7e-d910c9bf3b18\", \"53626a8d-6846-437c-bb76-9e124f558423\", \"45e20773-7a01-44ec-aed4-b6fcfcdb2af6\"], \"total_duration\": 487.0, \"total_sessions\": 6, \"mean_week_duration\": 3.102}, \"28922\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-24 16:20:41.000000+00:00\", \"2021-09-09 10:19:18.000000+00:00\"], \"session_ids\": [\"0b5d1aa5-6575-4165-977f-5ef2c8da651a\", \"b52fe626-f554-4f31-96c1-8fdb712dfc44\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 11.857}, \"91947\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-26 04:54:14.000000+00:00\", \"2019-10-13 00:17:55.000000+00:00\"], \"session_ids\": [\"f9144896-d7f5-446f-97c9-900b5cc1779a\", \"8566fd41-23ef-4010-8a54-b5012dd7096f\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}, \"4025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-23 11:14:34.000000+00:00\", \"2020-03-04 12:26:55.000000+00:00\"], \"session_ids\": [\"d1bf501a-6846-4bcf-847b-18e833b47303\", \"a40844c1-7bcc-483d-82cb-e9b0ca35fb08\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 2.933}, \"2585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-29 07:39:39.000000+00:00\", \"2019-04-07 02:53:56.000000+00:00\", \"2019-10-13 03:15:03.000000+00:00\", \"2022-05-13 11:51:06.000000+00:00\"], \"session_ids\": [\"f213684e-fc57-4d20-ab0e-afcbe53d62b8\", \"2490f655-418a-424f-8193-972b78e71174\", \"2e580825-8b8b-4936-8160-e93938c37326\", \"3874e124-ec61-409f-b914-c04beaa72eaa\"], \"total_duration\": 163.0, \"total_sessions\": 4, \"mean_week_duration\": 1.006}, \"22037\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:17:42.000000+00:00\", \"2020-07-19 08:37:21.000000+00:00\", \"2022-03-24 23:19:31.000000+00:00\"], \"session_ids\": [\"67380fae-7303-4757-9b0f-8f0483c0ea4a\", \"572a0e81-fe9c-43a5-89b1-18c062eb787f\", \"437a39fe-c534-4be0-9e37-7e1515251c78\"], \"total_duration\": 855.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}, \"54429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-10-23 20:08:06.000000+00:00\", \"2019-01-01 17:55:10.000000+00:00\", \"2021-03-09 02:14:59.000000+00:00\"], \"session_ids\": [\"f8a4bc83-85c9-4747-a8da-f4f99b832c28\", \"8876d118-b9f6-46aa-ba96-e0c8640e41cc\", \"46c74f83-bae6-42da-8a3b-a6bbc849f490\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 4.871}, \"52806\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-18 05:43:21.000000+00:00\", \"2020-11-07 06:23:32.000000+00:00\"], \"session_ids\": [\"ab69c7f1-047c-4865-8213-5e2fffd1c220\", \"2daacbef-4eee-489b-933a-d1edb4db03e4\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.353}, \"16186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-26 23:04:57.000000+00:00\", \"2021-09-06 06:08:38.000000+00:00\", \"2020-06-13 08:29:21.000000+00:00\", \"2021-10-19 15:59:27.000000+00:00\"], \"session_ids\": [\"0cc90920-d6a4-4060-bacf-c112bf2431c5\", \"3dddd6c0-8b0e-43d6-80fb-f393c55b45c1\", \"eb2ea13a-ac92-4a3c-9429-02d65a9ef9e1\", \"41056bb2-8c1d-44a4-8df4-1504b5cf286f\"], \"total_duration\": 243.0, \"total_sessions\": 4, \"mean_week_duration\": 2.077}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"22037\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:17:42.000000+00:00\", \"2020-07-19 08:37:21.000000+00:00\", \"2022-03-24 23:19:31.000000+00:00\"], \"session_ids\": [\"67380fae-7303-4757-9b0f-8f0483c0ea4a\", \"572a0e81-fe9c-43a5-89b1-18c062eb787f\", \"437a39fe-c534-4be0-9e37-7e1515251c78\"], \"total_duration\": 855.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}}, {\"54429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-10-23 20:08:06.000000+00:00\", \"2019-01-01 17:55:10.000000+00:00\", \"2021-03-09 02:14:59.000000+00:00\"], \"session_ids\": [\"f8a4bc83-85c9-4747-a8da-f4f99b832c28\", \"8876d118-b9f6-46aa-ba96-e0c8640e41cc\", \"46c74f83-bae6-42da-8a3b-a6bbc849f490\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 4.871}}, {\"23576\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-07-13 12:27:46.000000+00:00\", \"2019-09-23 07:37:17.000000+00:00\", \"2021-09-04 19:45:10.000000+00:00\", \"2022-04-08 10:25:14.000000+00:00\", \"2020-04-11 23:59:03.000000+00:00\", \"2022-09-21 08:25:21.000000+00:00\"], \"session_ids\": [\"d7d75d7d-8762-4240-bb67-611a38560c4b\", \"536d026b-a37f-4091-8fb4-9db7b909863c\", \"92057e51-8f0b-4b88-8161-7f4a2ffbb25c\", \"e36dd995-7798-4082-8b7e-d910c9bf3b18\", \"53626a8d-6846-437c-bb76-9e124f558423\", \"45e20773-7a01-44ec-aed4-b6fcfcdb2af6\"], \"total_duration\": 487.0, \"total_sessions\": 6, \"mean_week_duration\": 3.102}}]\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[{\"23576\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-07-13 12:27:46.000000+00:00\", \"2019-09-23 07:37:17.000000+00:00\", \"2021-09-04 19:45:10.000000+00:00\", \"2022-04-08 10:25:14.000000+00:00\", \"2020-04-11 23:59:03.000000+00:00\", \"2022-09-21 08:25:21.000000+00:00\"], \"session_ids\": [\"d7d75d7d-8762-4240-bb67-611a38560c4b\", \"536d026b-a37f-4091-8fb4-9db7b909863c\", \"92057e51-8f0b-4b88-8161-7f4a2ffbb25c\", \"e36dd995-7798-4082-8b7e-d910c9bf3b18\", \"53626a8d-6846-437c-bb76-9e124f558423\", \"45e20773-7a01-44ec-aed4-b6fcfcdb2af6\"], \"total_duration\": 487.0, \"total_sessions\": 6, \"mean_week_duration\": 3.102}}, {\"22037\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:17:42.000000+00:00\", \"2020-07-19 08:37:21.000000+00:00\", \"2022-03-24 23:19:31.000000+00:00\"], \"session_ids\": [\"67380fae-7303-4757-9b0f-8f0483c0ea4a\", \"572a0e81-fe9c-43a5-89b1-18c062eb787f\", \"437a39fe-c534-4be0-9e37-7e1515251c78\"], \"total_duration\": 855.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}}, {\"54429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-10-23 20:08:06.000000+00:00\", \"2019-01-01 17:55:10.000000+00:00\", \"2021-03-09 02:14:59.000000+00:00\"], \"session_ids\": [\"f8a4bc83-85c9-4747-a8da-f4f99b832c28\", \"8876d118-b9f6-46aa-ba96-e0c8640e41cc\", \"46c74f83-bae6-42da-8a3b-a6bbc849f490\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 4.871}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"23576\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-07-13 12:27:46.000000+00:00\", \"2019-09-23 07:37:17.000000+00:00\", \"2021-09-04 19:45:10.000000+00:00\", \"2022-04-08 10:25:14.000000+00:00\", \"2020-04-11 23:59:03.000000+00:00\", \"2022-09-21 08:25:21.000000+00:00\"], \"session_ids\": [\"d7d75d7d-8762-4240-bb67-611a38560c4b\", \"536d026b-a37f-4091-8fb4-9db7b909863c\", \"92057e51-8f0b-4b88-8161-7f4a2ffbb25c\", \"e36dd995-7798-4082-8b7e-d910c9bf3b18\", \"53626a8d-6846-437c-bb76-9e124f558423\", \"45e20773-7a01-44ec-aed4-b6fcfcdb2af6\"], \"total_duration\": 487.0, \"total_sessions\": 6, \"mean_week_duration\": 3.102}}, {\"22037\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:17:42.000000+00:00\", \"2020-07-19 08:37:21.000000+00:00\", \"2022-03-24 23:19:31.000000+00:00\"], \"session_ids\": [\"67380fae-7303-4757-9b0f-8f0483c0ea4a\", \"572a0e81-fe9c-43a5-89b1-18c062eb787f\", \"437a39fe-c534-4be0-9e37-7e1515251c78\"], \"total_duration\": 855.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}}, {\"54429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-10-23 20:08:06.000000+00:00\", \"2019-01-01 17:55:10.000000+00:00\", \"2021-03-09 02:14:59.000000+00:00\"], \"session_ids\": [\"f8a4bc83-85c9-4747-a8da-f4f99b832c28\", \"8876d118-b9f6-46aa-ba96-e0c8640e41cc\", \"46c74f83-bae6-42da-8a3b-a6bbc849f490\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 4.871}}]\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[{\"23576\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-07-13 12:27:46.000000+00:00\", \"2019-09-23 07:37:17.000000+00:00\", \"2021-09-04 19:45:10.000000+00:00\", \"2022-04-08 10:25:14.000000+00:00\", \"2020-04-11 23:59:03.000000+00:00\", \"2022-09-21 08:25:21.000000+00:00\"], \"session_ids\": [\"d7d75d7d-8762-4240-bb67-611a38560c4b\", \"536d026b-a37f-4091-8fb4-9db7b909863c\", \"92057e51-8f0b-4b88-8161-7f4a2ffbb25c\", \"e36dd995-7798-4082-8b7e-d910c9bf3b18\", \"53626a8d-6846-437c-bb76-9e124f558423\", \"45e20773-7a01-44ec-aed4-b6fcfcdb2af6\"], \"total_duration\": 487.0, \"total_sessions\": 6, \"mean_week_duration\": 3.102}}, {\"22037\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:17:42.000000+00:00\", \"2020-07-19 08:37:21.000000+00:00\", \"2022-03-24 23:19:31.000000+00:00\"], \"session_ids\": [\"67380fae-7303-4757-9b0f-8f0483c0ea4a\", \"572a0e81-fe9c-43a5-89b1-18c062eb787f\", \"437a39fe-c534-4be0-9e37-7e1515251c78\"], \"total_duration\": 855.0, \"total_sessions\": 3, \"mean_week_duration\": 9.716}}, {\"54429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-10-23 20:08:06.000000+00:00\", \"2019-01-01 17:55:10.000000+00:00\", \"2021-03-09 02:14:59.000000+00:00\"], \"session_ids\": [\"f8a4bc83-85c9-4747-a8da-f4f99b832c28\", \"8876d118-b9f6-46aa-ba96-e0c8640e41cc\", \"46c74f83-bae6-42da-8a3b-a6bbc849f490\"], \"total_duration\": 716.0, \"total_sessions\": 3, \"mean_week_duration\": 4.871}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 7 users pieces of information with a quantity of sessions that is lower than 3, exclusive 3 + do sorting by town center name in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37478\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-23 08:25:26.000000+00:00\", \"2022-03-28 06:01:59.000000+00:00\", \"2022-08-06 14:56:59.000000+00:00\"], \"session_ids\": [\"31d4c2fb-764c-49b0-950e-54fa4fc16c5a\", \"d257c187-b90b-4079-83cd-51499588c78a\", \"564dd230-68e0-4392-8999-94a99d8bc3c3\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 6.239}, \"93540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-17 03:25:18.000000+00:00\", \"2021-04-06 03:33:23.000000+00:00\", \"2019-05-14 03:21:08.000000+00:00\"], \"session_ids\": [\"13cf567b-9e44-4f66-8b70-426ced4417a3\", \"83f88247-6d17-4cb9-a7a2-070f025c50f1\", \"cebe52fc-c53b-418c-9c93-b8ab83e6c11c\"], \"total_duration\": 961.0, \"total_sessions\": 3, \"mean_week_duration\": 5.932}, \"5405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-15 11:19:48.000000+00:00\", \"2020-06-20 09:28:20.000000+00:00\"], \"session_ids\": [\"9f0f7a81-d902-494a-8b33-bdb8bb705a33\", \"036eeba2-e7c1-4c76-a493-ee78a3f5c470\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"68358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-16 03:16:13.000000+00:00\", \"2023-02-18 04:45:35.000000+00:00\"], \"session_ids\": [\"d0c18cd6-800e-4bc0-b237-5fd42688db5e\", \"339e809b-5dba-419e-b675-507b526557bf\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}, \"32202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-02-02 11:13:47.000000+00:00\", \"2021-10-08 20:59:42.000000+00:00\"], \"session_ids\": [\"eeea3ffa-889c-4da6-8dcb-8f3f2c905f0f\", \"b8659c7e-34b8-4f81-ae36-6ceb150bf17e\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 15.588}, \"82676\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-15 00:17:02.000000+00:00\", \"2020-11-16 07:42:27.000000+00:00\", \"2023-06-09 06:45:28.000000+00:00\"], \"session_ids\": [\"21ffb13a-eb3c-4958-a142-e67887137636\", \"2be54667-d082-4767-87c3-8a05f2daa058\", \"7b9c66f1-24ed-4a7c-9503-fba214e099ba\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.575}, \"51818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 13:30:19.000000+00:00\", \"2020-12-11 10:15:22.000000+00:00\"], \"session_ids\": [\"e62e4fe8-b9bf-420a-a965-cf0cf8a2041d\", \"f25e9d8b-9b08-4077-832a-45b543a0b397\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.961}, \"72148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-08 03:49:51.000000+00:00\", \"2020-08-13 23:45:06.000000+00:00\"], \"session_ids\": [\"7af5f84b-c176-4c6b-97a3-bd33b4ac35c5\", \"9b9705a5-ed8b-4bd6-a4b7-38a2a0c2531c\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 5.133}, \"4163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-11 18:26:11.000000+00:00\", \"2021-10-02 19:24:08.000000+00:00\"], \"session_ids\": [\"fe6be2d0-1a73-44b1-b0a7-2e1f40219d5e\", \"ebf6e9db-a1cd-4f29-8328-209ddcd7723a\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 21.571}, \"3055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-14 17:49:08.000000+00:00\", \"2023-02-27 01:41:32.000000+00:00\"], \"session_ids\": [\"41b1c155-6fff-4bbd-b3c7-49fc02c59592\", \"ca04ab39-b9c0-4258-8352-8da359606642\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 47.429}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-15 11:19:48.000000+00:00\", \"2020-06-20 09:28:20.000000+00:00\"], \"session_ids\": [\"9f0f7a81-d902-494a-8b33-bdb8bb705a33\", \"036eeba2-e7c1-4c76-a493-ee78a3f5c470\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"68358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-16 03:16:13.000000+00:00\", \"2023-02-18 04:45:35.000000+00:00\"], \"session_ids\": [\"d0c18cd6-800e-4bc0-b237-5fd42688db5e\", \"339e809b-5dba-419e-b675-507b526557bf\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}, \"32202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-02-02 11:13:47.000000+00:00\", \"2021-10-08 20:59:42.000000+00:00\"], \"session_ids\": [\"eeea3ffa-889c-4da6-8dcb-8f3f2c905f0f\", \"b8659c7e-34b8-4f81-ae36-6ceb150bf17e\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 15.588}, \"51818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 13:30:19.000000+00:00\", \"2020-12-11 10:15:22.000000+00:00\"], \"session_ids\": [\"e62e4fe8-b9bf-420a-a965-cf0cf8a2041d\", \"f25e9d8b-9b08-4077-832a-45b543a0b397\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.961}, \"72148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-08 03:49:51.000000+00:00\", \"2020-08-13 23:45:06.000000+00:00\"], \"session_ids\": [\"7af5f84b-c176-4c6b-97a3-bd33b4ac35c5\", \"9b9705a5-ed8b-4bd6-a4b7-38a2a0c2531c\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 5.133}, \"4163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-11 18:26:11.000000+00:00\", \"2021-10-02 19:24:08.000000+00:00\"], \"session_ids\": [\"fe6be2d0-1a73-44b1-b0a7-2e1f40219d5e\", \"ebf6e9db-a1cd-4f29-8328-209ddcd7723a\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 21.571}, \"3055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-14 17:49:08.000000+00:00\", \"2023-02-27 01:41:32.000000+00:00\"], \"session_ids\": [\"41b1c155-6fff-4bbd-b3c7-49fc02c59592\", \"ca04ab39-b9c0-4258-8352-8da359606642\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 47.429}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"5405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-15 11:19:48.000000+00:00\", \"2020-06-20 09:28:20.000000+00:00\"], \"session_ids\": [\"9f0f7a81-d902-494a-8b33-bdb8bb705a33\", \"036eeba2-e7c1-4c76-a493-ee78a3f5c470\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"72148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-08 03:49:51.000000+00:00\", \"2020-08-13 23:45:06.000000+00:00\"], \"session_ids\": [\"7af5f84b-c176-4c6b-97a3-bd33b4ac35c5\", \"9b9705a5-ed8b-4bd6-a4b7-38a2a0c2531c\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 5.133}}, {\"4163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-11 18:26:11.000000+00:00\", \"2021-10-02 19:24:08.000000+00:00\"], \"session_ids\": [\"fe6be2d0-1a73-44b1-b0a7-2e1f40219d5e\", \"ebf6e9db-a1cd-4f29-8328-209ddcd7723a\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 21.571}}, {\"51818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 13:30:19.000000+00:00\", \"2020-12-11 10:15:22.000000+00:00\"], \"session_ids\": [\"e62e4fe8-b9bf-420a-a965-cf0cf8a2041d\", \"f25e9d8b-9b08-4077-832a-45b543a0b397\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.961}}, {\"3055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-14 17:49:08.000000+00:00\", \"2023-02-27 01:41:32.000000+00:00\"], \"session_ids\": [\"41b1c155-6fff-4bbd-b3c7-49fc02c59592\", \"ca04ab39-b9c0-4258-8352-8da359606642\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 47.429}}, {\"32202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-02-02 11:13:47.000000+00:00\", \"2021-10-08 20:59:42.000000+00:00\"], \"session_ids\": [\"eeea3ffa-889c-4da6-8dcb-8f3f2c905f0f\", \"b8659c7e-34b8-4f81-ae36-6ceb150bf17e\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 15.588}}, {\"68358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-16 03:16:13.000000+00:00\", \"2023-02-18 04:45:35.000000+00:00\"], \"session_ids\": [\"d0c18cd6-800e-4bc0-b237-5fd42688db5e\", \"339e809b-5dba-419e-b675-507b526557bf\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}}]\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[{\"5405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-15 11:19:48.000000+00:00\", \"2020-06-20 09:28:20.000000+00:00\"], \"session_ids\": [\"9f0f7a81-d902-494a-8b33-bdb8bb705a33\", \"036eeba2-e7c1-4c76-a493-ee78a3f5c470\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"72148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-08 03:49:51.000000+00:00\", \"2020-08-13 23:45:06.000000+00:00\"], \"session_ids\": [\"7af5f84b-c176-4c6b-97a3-bd33b4ac35c5\", \"9b9705a5-ed8b-4bd6-a4b7-38a2a0c2531c\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 5.133}}, {\"4163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-11 18:26:11.000000+00:00\", \"2021-10-02 19:24:08.000000+00:00\"], \"session_ids\": [\"fe6be2d0-1a73-44b1-b0a7-2e1f40219d5e\", \"ebf6e9db-a1cd-4f29-8328-209ddcd7723a\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 21.571}}, {\"51818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 13:30:19.000000+00:00\", \"2020-12-11 10:15:22.000000+00:00\"], \"session_ids\": [\"e62e4fe8-b9bf-420a-a965-cf0cf8a2041d\", \"f25e9d8b-9b08-4077-832a-45b543a0b397\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.961}}, {\"3055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-14 17:49:08.000000+00:00\", \"2023-02-27 01:41:32.000000+00:00\"], \"session_ids\": [\"41b1c155-6fff-4bbd-b3c7-49fc02c59592\", \"ca04ab39-b9c0-4258-8352-8da359606642\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 47.429}}, {\"32202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-02-02 11:13:47.000000+00:00\", \"2021-10-08 20:59:42.000000+00:00\"], \"session_ids\": [\"eeea3ffa-889c-4da6-8dcb-8f3f2c905f0f\", \"b8659c7e-34b8-4f81-ae36-6ceb150bf17e\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 15.588}}, {\"68358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-16 03:16:13.000000+00:00\", \"2023-02-18 04:45:35.000000+00:00\"], \"session_ids\": [\"d0c18cd6-800e-4bc0-b237-5fd42688db5e\", \"339e809b-5dba-419e-b675-507b526557bf\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}}]\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[{\"5405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-15 11:19:48.000000+00:00\", \"2020-06-20 09:28:20.000000+00:00\"], \"session_ids\": [\"9f0f7a81-d902-494a-8b33-bdb8bb705a33\", \"036eeba2-e7c1-4c76-a493-ee78a3f5c470\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"72148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-08 03:49:51.000000+00:00\", \"2020-08-13 23:45:06.000000+00:00\"], \"session_ids\": [\"7af5f84b-c176-4c6b-97a3-bd33b4ac35c5\", \"9b9705a5-ed8b-4bd6-a4b7-38a2a0c2531c\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 5.133}}, {\"4163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-11 18:26:11.000000+00:00\", \"2021-10-02 19:24:08.000000+00:00\"], \"session_ids\": [\"fe6be2d0-1a73-44b1-b0a7-2e1f40219d5e\", \"ebf6e9db-a1cd-4f29-8328-209ddcd7723a\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 21.571}}, {\"51818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 13:30:19.000000+00:00\", \"2020-12-11 10:15:22.000000+00:00\"], \"session_ids\": [\"e62e4fe8-b9bf-420a-a965-cf0cf8a2041d\", \"f25e9d8b-9b08-4077-832a-45b543a0b397\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.961}}, {\"3055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-14 17:49:08.000000+00:00\", \"2023-02-27 01:41:32.000000+00:00\"], \"session_ids\": [\"41b1c155-6fff-4bbd-b3c7-49fc02c59592\", \"ca04ab39-b9c0-4258-8352-8da359606642\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 47.429}}, {\"32202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-02-02 11:13:47.000000+00:00\", \"2021-10-08 20:59:42.000000+00:00\"], \"session_ids\": [\"eeea3ffa-889c-4da6-8dcb-8f3f2c905f0f\", \"b8659c7e-34b8-4f81-ae36-6ceb150bf17e\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 15.588}}, {\"68358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-16 03:16:13.000000+00:00\", \"2023-02-18 04:45:35.000000+00:00\"], \"session_ids\": [\"d0c18cd6-800e-4bc0-b237-5fd42688db5e\", \"339e809b-5dba-419e-b675-507b526557bf\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 5 users who are residents of cities Belize City, Ho Chi Minh City, Mexico City, Reykjavik, San Salvador, Prague, Rome + sort by city naming in ascending order , and save only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-06 13:18:35.000000+00:00\", \"2023-05-18 21:07:38.000000+00:00\", \"2020-10-19 11:08:37.000000+00:00\", \"2019-05-01 00:58:03.000000+00:00\"], \"session_ids\": [\"8f13d1db-414c-4f80-8380-f012576373c5\", \"4fa7635b-e4dd-4231-bfbf-27167a393c2c\", \"133d2387-39ca-430e-819d-0cd638b0b63c\", \"169e8853-30da-4ca5-bcf0-0bc10c93cffd\"], \"total_duration\": 2154.0, \"total_sessions\": 4, \"mean_week_duration\": 10.16}, \"57725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-19 19:55:39.000000+00:00\", \"2021-05-02 12:01:47.000000+00:00\", \"2020-05-22 09:58:31.000000+00:00\", \"2023-06-14 11:57:51.000000+00:00\"], \"session_ids\": [\"42b03db1-ddfe-496d-853f-ca677631eef6\", \"c150d0ac-f299-46f4-af62-cab6f72489fe\", \"f11b8729-a793-4064-be83-51cdfe4cc532\", \"bbf3cdc5-178c-4305-8408-9a2306ec00d4\"], \"total_duration\": 153.0, \"total_sessions\": 4, \"mean_week_duration\": 0.956}, \"96928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-14 01:23:13.000000+00:00\", \"2021-04-25 01:34:24.000000+00:00\", \"2019-07-18 15:52:00.000000+00:00\"], \"session_ids\": [\"596dce9e-984f-4043-b6d1-f9c82f8283ac\", \"c439454e-069c-4916-be50-f43144c66c63\", \"b88f747d-2fa2-4a51-9aa0-3875a326fb93\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}, \"71134\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-30 23:03:46.000000+00:00\", \"2022-07-29 03:09:06.000000+00:00\", \"2021-07-15 13:21:22.000000+00:00\"], \"session_ids\": [\"53b700a1-b6e2-490f-8e66-a81c024af6ad\", \"758953b1-d223-4cc1-99c4-f4aea88271d1\", \"9b62a4c6-c731-4f29-a0ad-b37911e5abf7\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 0.8}, \"48659\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-06 10:50:25.000000+00:00\", \"2021-04-14 05:34:13.000000+00:00\", \"2021-12-04 04:03:46.000000+00:00\", \"2020-11-01 14:28:36.000000+00:00\", \"2022-10-30 12:27:44.000000+00:00\", \"2021-07-25 06:19:37.000000+00:00\", \"2023-06-12 02:27:08.000000+00:00\"], \"session_ids\": [\"0d745218-e88d-448c-854e-f60f0b2f029a\", \"11162795-67f0-446f-bbed-c6a086f00728\", \"943c1d0c-de6b-4b22-9de5-21dfbb3304cd\", \"959ed2fa-db3a-45b6-8080-672735f7ec60\", \"eca1648d-1b5f-485b-86a3-14b350d26e16\", \"00ae5511-e66e-461e-a390-a919bfed26d6\", \"e6f7e44e-17f2-45d7-8185-cf2acb0e2abb\"], \"total_duration\": 177.0, \"total_sessions\": 7, \"mean_week_duration\": 1.035}, \"65899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-10-15 06:43:38.000000+00:00\", \"2020-08-02 02:23:54.000000+00:00\", \"2019-01-23 11:26:07.000000+00:00\", \"2019-05-24 01:42:48.000000+00:00\", \"2019-02-26 07:12:30.000000+00:00\"], \"session_ids\": [\"2883da0f-57f8-4bfb-af0f-ea307f6805a1\", \"24e84c11-9ef4-4b10-b946-67b7628b8e69\", \"bb5107a0-8b9e-4de7-b2d9-64d55b72c792\", \"5a73576c-ca32-4dce-ac31-e0d94e2b3aff\", \"3bc5cfc6-e7a8-4d88-856b-a96e207a2d83\"], \"total_duration\": 565.0, \"total_sessions\": 5, \"mean_week_duration\": 3.951}, \"12865\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-08-26 20:58:43.000000+00:00\", \"2019-05-31 17:57:48.000000+00:00\", \"2022-05-11 06:08:46.000000+00:00\"], \"session_ids\": [\"f37b15b3-7696-41c7-915b-a5000905b34e\", \"6d33d238-afba-4bc2-b740-4d55d3555ad5\", \"8a2be9d7-20e5-40a3-8eba-d4bff9565584\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.266}, \"67422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-23 12:34:45.000000+00:00\", \"2022-07-27 06:47:54.000000+00:00\", \"2022-08-22 06:54:59.000000+00:00\"], \"session_ids\": [\"4da50db0-9c1c-4bac-a41a-3021be238e00\", \"3913d0dc-5096-4e73-87a6-4690aef26a9c\", \"f1c3cf4c-7cd7-4892-b1ba-bf6c1eb60a88\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 12.104}, \"93004\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-16 05:30:38.000000+00:00\", \"2020-01-21 17:01:12.000000+00:00\", \"2019-04-28 00:13:16.000000+00:00\"], \"session_ids\": [\"41be5ba5-e0ad-4ddf-977f-6a6eb5f49229\", \"b982a7d2-6ee7-4024-81dd-db4ceb89e3fa\", \"6d24c1bc-e6e3-4dfd-a0e6-53e64229e543\"], \"total_duration\": 1058.0, \"total_sessions\": 3, \"mean_week_duration\": 19.236}, \"10736\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-11 22:49:41.000000+00:00\", \"2022-10-05 17:14:53.000000+00:00\", \"2019-12-28 19:58:04.000000+00:00\"], \"session_ids\": [\"262789c7-03b1-4053-933c-fd529055b767\", \"ab5d5428-817c-4afd-bd2e-cb3787709b17\", \"05e29c3d-c8da-4eea-aaf4-a4b7c7d53096\"], \"total_duration\": 423.0, \"total_sessions\": 3, \"mean_week_duration\": 2.917}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Belize City, Ho Chi Minh City, Mexico City, Reykjavik, San Salvador, Prague, Rome" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\", \"Ho Chi Minh City\", \"Mexico City\", \"Reykjavik\", \"San Salvador\", \"Prague\", \"Rome\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-14 01:23:13.000000+00:00\", \"2021-04-25 01:34:24.000000+00:00\", \"2019-07-18 15:52:00.000000+00:00\"], \"session_ids\": [\"596dce9e-984f-4043-b6d1-f9c82f8283ac\", \"c439454e-069c-4916-be50-f43144c66c63\", \"b88f747d-2fa2-4a51-9aa0-3875a326fb93\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}}\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[{\"96928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-14 01:23:13.000000+00:00\", \"2021-04-25 01:34:24.000000+00:00\", \"2019-07-18 15:52:00.000000+00:00\"], \"session_ids\": [\"596dce9e-984f-4043-b6d1-f9c82f8283ac\", \"c439454e-069c-4916-be50-f43144c66c63\", \"b88f747d-2fa2-4a51-9aa0-3875a326fb93\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-14 01:23:13.000000+00:00\", \"2021-04-25 01:34:24.000000+00:00\", \"2019-07-18 15:52:00.000000+00:00\"], \"session_ids\": [\"596dce9e-984f-4043-b6d1-f9c82f8283ac\", \"c439454e-069c-4916-be50-f43144c66c63\", \"b88f747d-2fa2-4a51-9aa0-3875a326fb93\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}}]\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[{\"96928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-14 01:23:13.000000+00:00\", \"2021-04-25 01:34:24.000000+00:00\", \"2019-07-18 15:52:00.000000+00:00\"], \"session_ids\": [\"596dce9e-984f-4043-b6d1-f9c82f8283ac\", \"c439454e-069c-4916-be50-f43144c66c63\", \"b88f747d-2fa2-4a51-9aa0-3875a326fb93\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 4 users who live in cities Guatemala City, Copenhagen, Bangkok, Kuala Lumpur and put to use sorting by time in app from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74397\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-11-14 07:10:44.000000+00:00\", \"2019-04-16 20:09:32.000000+00:00\", \"2023-06-08 18:45:32.000000+00:00\", \"2022-12-12 21:09:48.000000+00:00\", \"2019-10-22 10:21:45.000000+00:00\"], \"session_ids\": [\"c8050dfc-8005-49b3-9db8-7031c749b2cc\", \"93201fb1-7f1b-43cd-b60c-e143a01be411\", \"2af69446-fd87-4998-835c-f804d65c4736\", \"4e9306b5-9216-429c-b75b-e0da91be8840\", \"91f98c45-f1bd-403a-a4c9-291667bd0f96\"], \"total_duration\": 3263.0, \"total_sessions\": 5, \"mean_week_duration\": 15.037}, \"79751\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-23 09:52:52.000000+00:00\", \"2022-04-25 18:26:27.000000+00:00\"], \"session_ids\": [\"d6be4091-eee5-4b95-92dd-3b978cb17396\", \"852b18b0-8c04-466e-9def-f0b6bb0a48cf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}, \"26648\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-23 21:09:52.000000+00:00\", \"2019-07-20 02:36:56.000000+00:00\"], \"session_ids\": [\"0a33d8fb-f74a-4ee1-94a5-63a3ed2d02ee\", \"694c8e35-60b7-463f-ae75-abad6b2c9182\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 0.694}, \"11786\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-17 17:03:45.000000+00:00\", \"2022-02-19 07:34:52.000000+00:00\", \"2021-06-21 05:20:07.000000+00:00\", \"2021-11-07 14:41:16.000000+00:00\"], \"session_ids\": [\"d2edaaee-8245-4020-bd7c-926d006ffa31\", \"1f79c4c6-ebeb-4fda-a3d6-9cb4ae1d388b\", \"2a4010f6-a09c-458e-a831-410e7018f80b\", \"fff4ca7c-2f97-4c7a-8a84-420e004472e5\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.28}, \"4758\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-06-21 23:59:51.000000+00:00\", \"2020-06-06 21:28:24.000000+00:00\"], \"session_ids\": [\"75e4c9f3-8584-4325-90be-890bed4be57a\", \"9a4f1bde-62d4-42ad-a1b4-7007063605dd\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 2.233}, \"37266\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-16 10:15:04.000000+00:00\", \"2021-10-18 08:41:13.000000+00:00\", \"2022-04-27 08:31:30.000000+00:00\", \"2019-12-21 23:27:51.000000+00:00\", \"2019-10-10 15:32:49.000000+00:00\", \"2020-04-28 07:42:16.000000+00:00\"], \"session_ids\": [\"384ec494-fd6e-4bf2-9f17-ecf96b48db4f\", \"f3c01be3-38fb-41eb-b209-2807654dbb20\", \"2664f07f-2ae6-4478-9936-e946f25ca401\", \"4003acd1-69c9-4dc2-8a9f-c65dad4db5ed\", \"6c0b6ed6-4c85-48d7-bfe9-5462fbe4a15f\", \"105c595b-7b35-4b0d-a697-ab8c3a8ec094\"], \"total_duration\": 234.0, \"total_sessions\": 6, \"mean_week_duration\": 1.759}, \"99341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-25 12:32:42.000000+00:00\", \"2023-05-24 20:48:32.000000+00:00\"], \"session_ids\": [\"231681c4-61bc-40c5-b3c5-ed01459fe780\", \"a984dff2-fc41-426d-97fd-a6c86a899e03\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 3.396}, \"37827\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-29 04:34:52.000000+00:00\", \"2020-04-21 17:35:06.000000+00:00\"], \"session_ids\": [\"ce336e9d-f885-4f57-93f5-dd2758d8bac8\", \"6f5f9ef8-7051-429f-b649-1abf684cd86b\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 1.237}, \"68286\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-29 12:49:20.000000+00:00\", \"2021-04-01 18:01:48.000000+00:00\"], \"session_ids\": [\"c148c3f4-d7f3-49d8-a821-9e947ab58a1c\", \"33d54019-245c-4867-8bb0-8b43d4388677\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.675}, \"4619\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-21 14:07:05.000000+00:00\", \"2021-01-16 21:58:51.000000+00:00\"], \"session_ids\": [\"333016ac-4f3e-4a65-b774-1a593a18a876\", \"991fb0a8-77e5-4d1b-a7b2-f4987a48bb0f\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.818}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Guatemala City, Copenhagen, Bangkok, Kuala Lumpur" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Guatemala City\", \"Copenhagen\", \"Bangkok\", \"Kuala Lumpur\"]]}}}\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": "Could you enlighten me about 3 users whose time in app is strictly bigger than 3709 and strictly smaller than 225 as well as put to use sorting by total amount of duration in ascending order , and display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12575\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-03 22:16:29.000000+00:00\", \"2020-05-07 04:59:47.000000+00:00\", \"2023-01-27 09:57:04.000000+00:00\"], \"session_ids\": [\"904823cf-8eb8-44f5-a5c4-d4925c652a9e\", \"0adc4c23-9718-4ab8-a980-356fd4ea7525\", \"8065a1de-3f5f-4d89-a43f-92ffddb60eb5\"], \"total_duration\": 549.0, \"total_sessions\": 3, \"mean_week_duration\": 3.839}, \"5908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-08 11:26:09.000000+00:00\", \"2020-03-25 18:11:41.000000+00:00\"], \"session_ids\": [\"4591c76e-e984-4c30-81be-0cbe99f5b097\", \"1771a0ba-0b67-4272-ac97-e9bc9db7398f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}, \"37122\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-01 13:57:24.000000+00:00\", \"2019-06-18 21:59:28.000000+00:00\", \"2019-05-26 22:21:06.000000+00:00\", \"2019-06-20 16:38:38.000000+00:00\", \"2019-04-09 13:06:45.000000+00:00\", \"2023-04-23 16:25:50.000000+00:00\", \"2022-07-09 23:24:19.000000+00:00\", \"2020-06-26 15:45:35.000000+00:00\"], \"session_ids\": [\"c297be2f-08b8-44eb-a8f0-7a21a125a52f\", \"7a4e9241-8078-48aa-81b5-feae71e657ba\", \"d873b585-da95-41d6-b034-15e22259ada9\", \"a3507d43-eb2c-49ff-84b3-a4741d0abbba\", \"3f61e2ad-710c-47db-88ab-9942d5a4094e\", \"f6e21478-d43c-481c-9095-948b68004d50\", \"dafe3a2c-2d2b-45a4-a730-4395577bbf51\", \"b94bb9d5-7bc8-4114-b406-b4e2219dad28\"], \"total_duration\": 305.0, \"total_sessions\": 8, \"mean_week_duration\": 1.445}, \"98850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 09:48:03.000000+00:00\", \"2021-07-17 03:48:28.000000+00:00\"], \"session_ids\": [\"b0c4fa3e-d56b-4bfc-9e6a-549e11a4bad2\", \"38db205a-fc55-47ec-a55e-1f62a83f2227\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"44186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-23 13:17:55.000000+00:00\", \"2020-04-11 06:03:41.000000+00:00\", \"2023-03-28 10:39:24.000000+00:00\"], \"session_ids\": [\"01a2c5de-dd57-49a7-b825-9491e8040104\", \"1b569640-2dde-43e1-a7db-a4cd926f0321\", \"5cc9632e-e8be-49a1-82c2-1389e9d00ceb\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 0.931}, \"5270\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-03-24 20:59:49.000000+00:00\", \"2019-06-12 05:53:28.000000+00:00\"], \"session_ids\": [\"d67b5541-cf9c-4556-83c5-ad41e57346f7\", \"6ff63e23-effa-40b2-ac1e-fedae274ff3c\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 10.341}, \"59593\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-15 14:46:12.000000+00:00\", \"2022-09-23 04:50:10.000000+00:00\", \"2019-09-01 21:42:58.000000+00:00\"], \"session_ids\": [\"150a3d74-8f8b-4c1f-ab76-0df52ec1fa6b\", \"96d36dfb-55ee-40e8-be8b-bf11e592bd14\", \"015a94d5-317a-4937-8ce1-e21e5b979ae4\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.756}, \"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-06 03:22:44.000000+00:00\", \"2021-03-03 03:47:12.000000+00:00\", \"2023-03-17 03:13:44.000000+00:00\"], \"session_ids\": [\"91b80666-e00b-4ce1-b074-048b9300599b\", \"ff9377ac-6603-48ae-aaa0-75454e8c08c8\", \"86db711d-0cf9-4f0a-8c0d-abf6fe3ba79d\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 0.886}, \"51205\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-20 16:28:16.000000+00:00\", \"2023-02-23 23:24:35.000000+00:00\"], \"session_ids\": [\"d5f89ad3-384f-4ef6-8bcd-e9dbfa3a14f2\", \"866d3954-bdc9-458a-bbf5-f465175c759a\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 30.5}, \"38690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-31 13:25:49.000000+00:00\", \"2020-07-29 23:17:00.000000+00:00\"], \"session_ids\": [\"c8e5408a-b8fb-423d-aab9-7a58e7a7d81d\", \"7362aac0-ab1e-4e12-bed3-044c1c1d0880\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 4.123}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 225 and are greater than 3709" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[225, 3709]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-08 11:26:09.000000+00:00\", \"2020-03-25 18:11:41.000000+00:00\"], \"session_ids\": [\"4591c76e-e984-4c30-81be-0cbe99f5b097\", \"1771a0ba-0b67-4272-ac97-e9bc9db7398f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}, \"98850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 09:48:03.000000+00:00\", \"2021-07-17 03:48:28.000000+00:00\"], \"session_ids\": [\"b0c4fa3e-d56b-4bfc-9e6a-549e11a4bad2\", \"38db205a-fc55-47ec-a55e-1f62a83f2227\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"44186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-23 13:17:55.000000+00:00\", \"2020-04-11 06:03:41.000000+00:00\", \"2023-03-28 10:39:24.000000+00:00\"], \"session_ids\": [\"01a2c5de-dd57-49a7-b825-9491e8040104\", \"1b569640-2dde-43e1-a7db-a4cd926f0321\", \"5cc9632e-e8be-49a1-82c2-1389e9d00ceb\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 0.931}, \"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-06 03:22:44.000000+00:00\", \"2021-03-03 03:47:12.000000+00:00\", \"2023-03-17 03:13:44.000000+00:00\"], \"session_ids\": [\"91b80666-e00b-4ce1-b074-048b9300599b\", \"ff9377ac-6603-48ae-aaa0-75454e8c08c8\", \"86db711d-0cf9-4f0a-8c0d-abf6fe3ba79d\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 0.886}}\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[{\"98850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 09:48:03.000000+00:00\", \"2021-07-17 03:48:28.000000+00:00\"], \"session_ids\": [\"b0c4fa3e-d56b-4bfc-9e6a-549e11a4bad2\", \"38db205a-fc55-47ec-a55e-1f62a83f2227\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}}, {\"5908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-08 11:26:09.000000+00:00\", \"2020-03-25 18:11:41.000000+00:00\"], \"session_ids\": [\"4591c76e-e984-4c30-81be-0cbe99f5b097\", \"1771a0ba-0b67-4272-ac97-e9bc9db7398f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}}, {\"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-06 03:22:44.000000+00:00\", \"2021-03-03 03:47:12.000000+00:00\", \"2023-03-17 03:13:44.000000+00:00\"], \"session_ids\": [\"91b80666-e00b-4ce1-b074-048b9300599b\", \"ff9377ac-6603-48ae-aaa0-75454e8c08c8\", \"86db711d-0cf9-4f0a-8c0d-abf6fe3ba79d\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 0.886}}, {\"44186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-23 13:17:55.000000+00:00\", \"2020-04-11 06:03:41.000000+00:00\", \"2023-03-28 10:39:24.000000+00:00\"], \"session_ids\": [\"01a2c5de-dd57-49a7-b825-9491e8040104\", \"1b569640-2dde-43e1-a7db-a4cd926f0321\", \"5cc9632e-e8be-49a1-82c2-1389e9d00ceb\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 0.931}}]\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[{\"98850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 09:48:03.000000+00:00\", \"2021-07-17 03:48:28.000000+00:00\"], \"session_ids\": [\"b0c4fa3e-d56b-4bfc-9e6a-549e11a4bad2\", \"38db205a-fc55-47ec-a55e-1f62a83f2227\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}}, {\"5908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-08 11:26:09.000000+00:00\", \"2020-03-25 18:11:41.000000+00:00\"], \"session_ids\": [\"4591c76e-e984-4c30-81be-0cbe99f5b097\", \"1771a0ba-0b67-4272-ac97-e9bc9db7398f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}}, {\"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-06 03:22:44.000000+00:00\", \"2021-03-03 03:47:12.000000+00:00\", \"2023-03-17 03:13:44.000000+00:00\"], \"session_ids\": [\"91b80666-e00b-4ce1-b074-048b9300599b\", \"ff9377ac-6603-48ae-aaa0-75454e8c08c8\", \"86db711d-0cf9-4f0a-8c0d-abf6fe3ba79d\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 0.886}}, {\"44186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-23 13:17:55.000000+00:00\", \"2020-04-11 06:03:41.000000+00:00\", \"2023-03-28 10:39:24.000000+00:00\"], \"session_ids\": [\"01a2c5de-dd57-49a7-b825-9491e8040104\", \"1b569640-2dde-43e1-a7db-a4cd926f0321\", \"5cc9632e-e8be-49a1-82c2-1389e9d00ceb\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 0.931}}]\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[{\"98850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 09:48:03.000000+00:00\", \"2021-07-17 03:48:28.000000+00:00\"], \"session_ids\": [\"b0c4fa3e-d56b-4bfc-9e6a-549e11a4bad2\", \"38db205a-fc55-47ec-a55e-1f62a83f2227\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}}, {\"5908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-08 11:26:09.000000+00:00\", \"2020-03-25 18:11:41.000000+00:00\"], \"session_ids\": [\"4591c76e-e984-4c30-81be-0cbe99f5b097\", \"1771a0ba-0b67-4272-ac97-e9bc9db7398f\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}}, {\"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-06 03:22:44.000000+00:00\", \"2021-03-03 03:47:12.000000+00:00\", \"2023-03-17 03:13:44.000000+00:00\"], \"session_ids\": [\"91b80666-e00b-4ce1-b074-048b9300599b\", \"ff9377ac-6603-48ae-aaa0-75454e8c08c8\", \"86db711d-0cf9-4f0a-8c0d-abf6fe3ba79d\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 0.886}}, {\"44186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-23 13:17:55.000000+00:00\", \"2020-04-11 06:03:41.000000+00:00\", \"2023-03-28 10:39:24.000000+00:00\"], \"session_ids\": [\"01a2c5de-dd57-49a7-b825-9491e8040104\", \"1b569640-2dde-43e1-a7db-a4cd926f0321\", \"5cc9632e-e8be-49a1-82c2-1389e9d00ceb\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 0.931}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 7 users whose cities are Santo Domingo, Panama City, Hanoi + do sorting by overall total duration 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{\"23642\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-19 10:20:48.000000+00:00\", \"2022-11-20 00:30:30.000000+00:00\"], \"session_ids\": [\"22c021d6-724c-436f-9ae2-d6ccabf3a3ad\", \"bdf3182a-902f-4320-81a3-012162f3665a\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 1.65}, \"50753\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-08-27 20:58:23.000000+00:00\", \"2023-06-29 00:44:57.000000+00:00\", \"2019-03-01 19:57:21.000000+00:00\", \"2023-06-26 07:41:32.000000+00:00\", \"2019-08-13 08:50:08.000000+00:00\"], \"session_ids\": [\"a190e5c7-1f57-4ba0-be2f-4378b529f530\", \"8d3a4e41-a4d5-4b4c-b2f7-e489158e4101\", \"03e8bf89-c99b-44b7-ab25-00b101a3a828\", \"7d513f0e-dc62-4d31-bfd3-28a066cfffb9\", \"d5d034ff-b56c-4df6-b75d-9ec0d7007a46\"], \"total_duration\": 596.0, \"total_sessions\": 5, \"mean_week_duration\": 2.637}, \"85615\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-03 08:32:53.000000+00:00\", \"2020-11-28 14:36:38.000000+00:00\"], \"session_ids\": [\"ec440bd6-c0f5-4df7-a9ce-5d41889c5323\", \"929c318b-79ab-4e7b-8f8e-457f9e7bc9b7\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.184}, \"84003\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-27 17:18:48.000000+00:00\", \"2021-09-06 04:20:21.000000+00:00\", \"2020-01-27 13:57:28.000000+00:00\", \"2019-05-04 22:37:05.000000+00:00\"], \"session_ids\": [\"928d8add-8adc-4178-930a-254c99a911ff\", \"b9b6fca5-5509-45ce-afa6-7ed1f4b2202c\", \"10fcb3ea-d228-46a8-b1bd-f13b26e52895\", \"d461b7cf-616c-475a-b702-b987533998b3\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.463}, \"33690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-04 15:16:57.000000+00:00\", \"2021-07-15 18:15:20.000000+00:00\"], \"session_ids\": [\"fa9c08d7-7233-4bff-b8ea-ffb51e527f12\", \"0603ab6a-f423-482b-8593-89d7dac89fae\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 5.291}, \"51035\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-17 14:26:19.000000+00:00\", \"2021-02-02 07:44:54.000000+00:00\", \"2022-09-18 15:01:10.000000+00:00\", \"2019-05-24 13:48:21.000000+00:00\", \"2020-10-28 07:59:08.000000+00:00\", \"2023-06-30 03:48:17.000000+00:00\", \"2022-11-15 02:37:56.000000+00:00\", \"2021-11-19 07:19:05.000000+00:00\", \"2023-04-26 01:13:16.000000+00:00\", \"2021-07-26 18:19:34.000000+00:00\", \"2019-05-20 13:37:43.000000+00:00\"], \"session_ids\": [\"e850da54-c422-4a17-9ef1-71b6dbe4d901\", \"5f071730-eb62-4202-983c-2c4b53ed2306\", \"a1b1e20a-2366-4e36-98dc-0f73a60a44cb\", \"f6dbabf7-ee45-4ce1-852c-112b8199cca8\", \"b53eea56-2dac-4340-a9e9-ee32cd368251\", \"15f01f61-efca-49f6-87bc-011fbc7ddbd5\", \"61d6e27b-7971-437b-9cfa-644689958cdb\", \"ae09df9c-12a0-4f90-a2b0-bdf07b92ddd3\", \"70247007-d680-43bc-b189-de5186f32600\", \"b35746d7-b5cd-4a16-a11d-3f5b55618add\", \"c4b8616a-bdcb-46f8-abd4-f0bc06fa2168\"], \"total_duration\": 18977.0, \"total_sessions\": 11, \"mean_week_duration\": 88.265}, \"52130\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-21 03:37:38.000000+00:00\", \"2019-11-06 00:50:31.000000+00:00\", \"2022-11-18 05:17:48.000000+00:00\", \"2022-09-25 03:34:53.000000+00:00\", \"2023-02-18 21:51:40.000000+00:00\", \"2019-02-28 08:13:58.000000+00:00\"], \"session_ids\": [\"f7f3c4b3-644e-43da-905b-c617d4a1d15b\", \"9792c4f1-83ac-4600-b4d3-d32fc7ce923f\", \"ee7addd5-c1cf-4711-b574-2ebd48158711\", \"a11e03c7-f3a7-4a4d-8326-fff8ca487a32\", \"cc7a083b-09bf-425e-91a8-d58d58cf2988\", \"9c710c16-b32c-4abc-ae64-e7c6dd51d42f\"], \"total_duration\": 3472.0, \"total_sessions\": 6, \"mean_week_duration\": 16.692}, \"60532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-14 19:02:24.000000+00:00\", \"2020-03-15 06:56:10.000000+00:00\", \"2021-03-25 00:13:01.000000+00:00\"], \"session_ids\": [\"aacc138d-7901-42a7-b3ad-a3f897c96ab9\", \"c89710a3-e5be-470d-bb00-fcf239659bd9\", \"219c8d45-58a4-45c2-bd18-b35f3dffbaa9\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 3.403}, \"31074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-06-27 17:07:29.000000+00:00\", \"2023-04-29 00:07:12.000000+00:00\", \"2022-02-20 08:54:25.000000+00:00\"], \"session_ids\": [\"a62e70d5-18e0-48b0-8ddb-c356f272c925\", \"63bc3dd8-5869-40be-b5dc-88ffcc467bdd\", \"99c0d848-43bf-496b-aa8c-339b2842ad1f\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.662}, \"34058\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-01-07 12:35:20.000000+00:00\", \"2020-05-10 02:10:23.000000+00:00\"], \"session_ids\": [\"0f3fcdb5-bc6a-4b54-8410-eec92636a653\", \"6dcc65be-8557-40b0-bb72-906d7c10bd8c\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.525}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Santo Domingo, Panama City, Hanoi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Santo Domingo\", \"Panama City\", \"Hanoi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about user with a aver of time using the app per week that is above 12 and below 43, exclusive both nums additionaly sort by time spent on the site descending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-30 08:11:22.000000+00:00\", \"2019-05-01 12:55:14.000000+00:00\"], \"session_ids\": [\"512cdb9a-99fe-41a1-b679-73a46739b89d\", \"95651282-f537-4cc1-b3fa-516df4724bbb\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 5.889}, \"64480\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-21 02:46:55.000000+00:00\", \"2021-11-21 12:42:06.000000+00:00\"], \"session_ids\": [\"1c357d43-fa60-4041-a99c-695e49a067be\", \"060d0ea8-f59e-49bd-9118-d802c63b6e57\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 3.182}, \"22277\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-27 03:03:41.000000+00:00\", \"2023-04-15 23:02:25.000000+00:00\"], \"session_ids\": [\"a2ae1ae5-70f1-487b-9e14-82a50722a9e3\", \"d99db9f8-8c96-46a5-a9c2-7fe9abd8e036\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}, \"62088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-02 05:10:42.000000+00:00\", \"2020-12-17 15:58:36.000000+00:00\"], \"session_ids\": [\"c1b7ea90-a6e5-4321-89a9-1b270ca534ac\", \"8179201a-bc8c-4556-a216-e74cf3719ec6\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 26.091}, \"84991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-14 23:47:46.000000+00:00\", \"2022-06-10 00:03:42.000000+00:00\"], \"session_ids\": [\"e073f568-e69b-4543-85cb-cd87e1b00ccb\", \"58b72bbc-fc93-46b5-9d15-8bc6f58028c4\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}, \"83500\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-25 23:05:03.000000+00:00\", \"2021-08-24 05:19:58.000000+00:00\"], \"session_ids\": [\"35a11ab1-1dbb-4ae9-bc97-7f1125238972\", \"9c0c3b1b-131d-4bbc-86c9-826260145515\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.016}, \"58194\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-12 23:36:40.000000+00:00\", \"2020-12-20 15:36:57.000000+00:00\"], \"session_ids\": [\"aff288a3-60ca-4eb3-ab61-6e8853b45c1f\", \"a145d8f0-f04b-422c-b23e-23074c08eeae\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 4.562}, \"25927\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-13 00:38:01.000000+00:00\", \"2019-12-18 00:11:43.000000+00:00\"], \"session_ids\": [\"358251ab-ec3b-4dac-90cb-506cbabffc43\", \"d0592702-ece5-4a8b-a07f-bc700cfea7d9\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 22.462}, \"90963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-17 12:52:21.000000+00:00\", \"2019-11-17 05:12:11.000000+00:00\", \"2023-01-12 05:41:20.000000+00:00\", \"2021-06-30 15:24:35.000000+00:00\"], \"session_ids\": [\"ec06920b-aff2-4393-a0ad-d759ca25565c\", \"ba1efc21-1f26-4226-bc72-1e9f0f3aa1ba\", \"8e7a76cf-a128-471a-82df-9b0436d72ee7\", \"be883d2b-19a6-4592-a232-e1235fcf6396\"], \"total_duration\": 1353.0, \"total_sessions\": 4, \"mean_week_duration\": 8.2}, \"29992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-23 02:07:07.000000+00:00\", \"2019-09-10 13:31:45.000000+00:00\"], \"session_ids\": [\"b9af2080-db92-4b40-88d0-6e197f9dad9f\", \"7a81a6ac-4eba-4cab-bb27-e699387c3058\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 21.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 12 and are less than 43" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 43]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-02 05:10:42.000000+00:00\", \"2020-12-17 15:58:36.000000+00:00\"], \"session_ids\": [\"c1b7ea90-a6e5-4321-89a9-1b270ca534ac\", \"8179201a-bc8c-4556-a216-e74cf3719ec6\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 26.091}, \"25927\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-13 00:38:01.000000+00:00\", \"2019-12-18 00:11:43.000000+00:00\"], \"session_ids\": [\"358251ab-ec3b-4dac-90cb-506cbabffc43\", \"d0592702-ece5-4a8b-a07f-bc700cfea7d9\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 22.462}, \"29992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-23 02:07:07.000000+00:00\", \"2019-09-10 13:31:45.000000+00:00\"], \"session_ids\": [\"b9af2080-db92-4b40-88d0-6e197f9dad9f\", \"7a81a6ac-4eba-4cab-bb27-e699387c3058\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 21.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"25927\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-13 00:38:01.000000+00:00\", \"2019-12-18 00:11:43.000000+00:00\"], \"session_ids\": [\"358251ab-ec3b-4dac-90cb-506cbabffc43\", \"d0592702-ece5-4a8b-a07f-bc700cfea7d9\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 22.462}}, {\"62088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-02 05:10:42.000000+00:00\", \"2020-12-17 15:58:36.000000+00:00\"], \"session_ids\": [\"c1b7ea90-a6e5-4321-89a9-1b270ca534ac\", \"8179201a-bc8c-4556-a216-e74cf3719ec6\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 26.091}}, {\"29992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-23 02:07:07.000000+00:00\", \"2019-09-10 13:31:45.000000+00:00\"], \"session_ids\": [\"b9af2080-db92-4b40-88d0-6e197f9dad9f\", \"7a81a6ac-4eba-4cab-bb27-e699387c3058\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 21.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"25927\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-13 00:38:01.000000+00:00\", \"2019-12-18 00:11:43.000000+00:00\"], \"session_ids\": [\"358251ab-ec3b-4dac-90cb-506cbabffc43\", \"d0592702-ece5-4a8b-a07f-bc700cfea7d9\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 22.462}}]\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[{\"25927\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-13 00:38:01.000000+00:00\", \"2019-12-18 00:11:43.000000+00:00\"], \"session_ids\": [\"358251ab-ec3b-4dac-90cb-506cbabffc43\", \"d0592702-ece5-4a8b-a07f-bc700cfea7d9\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 22.462}}]\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 user whose duration summation of sessions per week is less than 24 and greater than 39 , moreover do sorting by town center name desc and in addition save only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-08 09:40:33.000000+00:00\", \"2023-01-24 18:03:33.000000+00:00\"], \"session_ids\": [\"c3f63f04-ea32-4d15-9a5e-e88ca5844494\", \"29a50f5d-2043-4242-b58c-8f81c0d19e8b\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.831}, \"51935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-25 15:46:05.000000+00:00\", \"2020-06-04 23:44:29.000000+00:00\"], \"session_ids\": [\"21076718-71e0-4062-a59c-70a5b10f917b\", \"90ec8317-397f-4d61-a82a-9e4676036f29\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 4.078}, \"99187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-08 11:31:57.000000+00:00\", \"2020-06-01 22:17:17.000000+00:00\"], \"session_ids\": [\"432c5b15-c091-4609-985d-d236168a2696\", \"4568d543-db5b-455e-a59a-52f0d70f827d\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 3.571}, \"67961\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-08-02 06:06:12.000000+00:00\", \"2020-10-24 07:25:16.000000+00:00\", \"2019-02-20 13:46:16.000000+00:00\", \"2022-10-06 00:05:15.000000+00:00\"], \"session_ids\": [\"e188924e-e58a-45be-a09f-85291b033c57\", \"5f1600be-1897-4e54-840c-4f4433b77b6d\", \"25dc0ff2-75c4-48e7-9b7b-619e1e1e3274\", \"8fc2857f-ad5e-40dd-ae6d-5bd92b8a78a3\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 0.651}, \"70813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-10-25 09:14:56.000000+00:00\", \"2019-05-24 08:17:50.000000+00:00\"], \"session_ids\": [\"09753934-ec58-41d6-80b9-5d3b0d126164\", \"a8f8737b-a4c8-484b-b85d-b77e33ba94ad\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 5.045}, \"79948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-16 11:38:33.000000+00:00\", \"2023-03-06 16:16:01.000000+00:00\"], \"session_ids\": [\"c64b1b63-621b-4d80-bdf1-9b44d3f78807\", \"5c71a110-4ae2-4ad0-b2f9-6588d12f797a\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}, \"81604\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-24 14:15:24.000000+00:00\", \"2021-11-06 04:46:34.000000+00:00\"], \"session_ids\": [\"eae1d6b3-f433-4ee7-926f-d81d969fbb9a\", \"06652597-9f1f-4565-a675-c13239cb3dd7\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.234}, \"72316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-07 08:03:30.000000+00:00\", \"2021-07-18 16:31:31.000000+00:00\"], \"session_ids\": [\"65b6e8fe-212d-4736-ad4b-e9b81db57096\", \"f650cd38-e3da-44ba-aa7a-bc4d8a3d3ea8\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}, \"49661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-19 22:16:36.000000+00:00\", \"2021-09-23 03:58:25.000000+00:00\"], \"session_ids\": [\"b01fd861-d3ef-41ff-868c-26c5a00dd9b6\", \"2acdd125-83ba-43d5-aece-b7a8633d4205\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.87}, \"73441\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 08:56:17.000000+00:00\", \"2022-01-05 21:03:19.000000+00:00\", \"2019-02-01 16:22:01.000000+00:00\"], \"session_ids\": [\"edf1c399-e927-4e0e-a633-dd986f95920d\", \"3ad8c62d-e445-469b-89de-2bbe95636b76\", \"cb24db81-f958-430e-a376-44d2c3d923dc\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.369}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 24 and are equal or greater than 39" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 39]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-08 09:40:33.000000+00:00\", \"2023-01-24 18:03:33.000000+00:00\"], \"session_ids\": [\"c3f63f04-ea32-4d15-9a5e-e88ca5844494\", \"29a50f5d-2043-4242-b58c-8f81c0d19e8b\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.831}, \"51935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-25 15:46:05.000000+00:00\", \"2020-06-04 23:44:29.000000+00:00\"], \"session_ids\": [\"21076718-71e0-4062-a59c-70a5b10f917b\", \"90ec8317-397f-4d61-a82a-9e4676036f29\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 4.078}, \"99187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-08 11:31:57.000000+00:00\", \"2020-06-01 22:17:17.000000+00:00\"], \"session_ids\": [\"432c5b15-c091-4609-985d-d236168a2696\", \"4568d543-db5b-455e-a59a-52f0d70f827d\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 3.571}, \"67961\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-08-02 06:06:12.000000+00:00\", \"2020-10-24 07:25:16.000000+00:00\", \"2019-02-20 13:46:16.000000+00:00\", \"2022-10-06 00:05:15.000000+00:00\"], \"session_ids\": [\"e188924e-e58a-45be-a09f-85291b033c57\", \"5f1600be-1897-4e54-840c-4f4433b77b6d\", \"25dc0ff2-75c4-48e7-9b7b-619e1e1e3274\", \"8fc2857f-ad5e-40dd-ae6d-5bd92b8a78a3\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 0.651}, \"70813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-10-25 09:14:56.000000+00:00\", \"2019-05-24 08:17:50.000000+00:00\"], \"session_ids\": [\"09753934-ec58-41d6-80b9-5d3b0d126164\", \"a8f8737b-a4c8-484b-b85d-b77e33ba94ad\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 5.045}, \"79948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-16 11:38:33.000000+00:00\", \"2023-03-06 16:16:01.000000+00:00\"], \"session_ids\": [\"c64b1b63-621b-4d80-bdf1-9b44d3f78807\", \"5c71a110-4ae2-4ad0-b2f9-6588d12f797a\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}, \"81604\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-24 14:15:24.000000+00:00\", \"2021-11-06 04:46:34.000000+00:00\"], \"session_ids\": [\"eae1d6b3-f433-4ee7-926f-d81d969fbb9a\", \"06652597-9f1f-4565-a675-c13239cb3dd7\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.234}, \"72316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-07 08:03:30.000000+00:00\", \"2021-07-18 16:31:31.000000+00:00\"], \"session_ids\": [\"65b6e8fe-212d-4736-ad4b-e9b81db57096\", \"f650cd38-e3da-44ba-aa7a-bc4d8a3d3ea8\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}, \"49661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-19 22:16:36.000000+00:00\", \"2021-09-23 03:58:25.000000+00:00\"], \"session_ids\": [\"b01fd861-d3ef-41ff-868c-26c5a00dd9b6\", \"2acdd125-83ba-43d5-aece-b7a8633d4205\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.87}, \"73441\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 08:56:17.000000+00:00\", \"2022-01-05 21:03:19.000000+00:00\", \"2019-02-01 16:22:01.000000+00:00\"], \"session_ids\": [\"edf1c399-e927-4e0e-a633-dd986f95920d\", \"3ad8c62d-e445-469b-89de-2bbe95636b76\", \"cb24db81-f958-430e-a376-44d2c3d923dc\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.369}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"67961\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-08-02 06:06:12.000000+00:00\", \"2020-10-24 07:25:16.000000+00:00\", \"2019-02-20 13:46:16.000000+00:00\", \"2022-10-06 00:05:15.000000+00:00\"], \"session_ids\": [\"e188924e-e58a-45be-a09f-85291b033c57\", \"5f1600be-1897-4e54-840c-4f4433b77b6d\", \"25dc0ff2-75c4-48e7-9b7b-619e1e1e3274\", \"8fc2857f-ad5e-40dd-ae6d-5bd92b8a78a3\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 0.651}}, {\"73441\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 08:56:17.000000+00:00\", \"2022-01-05 21:03:19.000000+00:00\", \"2019-02-01 16:22:01.000000+00:00\"], \"session_ids\": [\"edf1c399-e927-4e0e-a633-dd986f95920d\", \"3ad8c62d-e445-469b-89de-2bbe95636b76\", \"cb24db81-f958-430e-a376-44d2c3d923dc\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.369}}, {\"72316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-07 08:03:30.000000+00:00\", \"2021-07-18 16:31:31.000000+00:00\"], \"session_ids\": [\"65b6e8fe-212d-4736-ad4b-e9b81db57096\", \"f650cd38-e3da-44ba-aa7a-bc4d8a3d3ea8\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}}, {\"81604\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-24 14:15:24.000000+00:00\", \"2021-11-06 04:46:34.000000+00:00\"], \"session_ids\": [\"eae1d6b3-f433-4ee7-926f-d81d969fbb9a\", \"06652597-9f1f-4565-a675-c13239cb3dd7\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.234}}, {\"49661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-19 22:16:36.000000+00:00\", \"2021-09-23 03:58:25.000000+00:00\"], \"session_ids\": [\"b01fd861-d3ef-41ff-868c-26c5a00dd9b6\", \"2acdd125-83ba-43d5-aece-b7a8633d4205\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.87}}, {\"51935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-25 15:46:05.000000+00:00\", \"2020-06-04 23:44:29.000000+00:00\"], \"session_ids\": [\"21076718-71e0-4062-a59c-70a5b10f917b\", \"90ec8317-397f-4d61-a82a-9e4676036f29\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 4.078}}, {\"79948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-16 11:38:33.000000+00:00\", \"2023-03-06 16:16:01.000000+00:00\"], \"session_ids\": [\"c64b1b63-621b-4d80-bdf1-9b44d3f78807\", \"5c71a110-4ae2-4ad0-b2f9-6588d12f797a\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}}, {\"99187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-08 11:31:57.000000+00:00\", \"2020-06-01 22:17:17.000000+00:00\"], \"session_ids\": [\"432c5b15-c091-4609-985d-d236168a2696\", \"4568d543-db5b-455e-a59a-52f0d70f827d\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 3.571}}, {\"9003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-08 09:40:33.000000+00:00\", \"2023-01-24 18:03:33.000000+00:00\"], \"session_ids\": [\"c3f63f04-ea32-4d15-9a5e-e88ca5844494\", \"29a50f5d-2043-4242-b58c-8f81c0d19e8b\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.831}}, {\"70813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-10-25 09:14:56.000000+00:00\", \"2019-05-24 08:17:50.000000+00:00\"], \"session_ids\": [\"09753934-ec58-41d6-80b9-5d3b0d126164\", \"a8f8737b-a4c8-484b-b85d-b77e33ba94ad\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 5.045}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"67961\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-08-02 06:06:12.000000+00:00\", \"2020-10-24 07:25:16.000000+00:00\", \"2019-02-20 13:46:16.000000+00:00\", \"2022-10-06 00:05:15.000000+00:00\"], \"session_ids\": [\"e188924e-e58a-45be-a09f-85291b033c57\", \"5f1600be-1897-4e54-840c-4f4433b77b6d\", \"25dc0ff2-75c4-48e7-9b7b-619e1e1e3274\", \"8fc2857f-ad5e-40dd-ae6d-5bd92b8a78a3\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 0.651}}, {\"73441\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 08:56:17.000000+00:00\", \"2022-01-05 21:03:19.000000+00:00\", \"2019-02-01 16:22:01.000000+00:00\"], \"session_ids\": [\"edf1c399-e927-4e0e-a633-dd986f95920d\", \"3ad8c62d-e445-469b-89de-2bbe95636b76\", \"cb24db81-f958-430e-a376-44d2c3d923dc\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.369}}]\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[{\"67961\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-08-02 06:06:12.000000+00:00\", \"2020-10-24 07:25:16.000000+00:00\", \"2019-02-20 13:46:16.000000+00:00\", \"2022-10-06 00:05:15.000000+00:00\"], \"session_ids\": [\"e188924e-e58a-45be-a09f-85291b033c57\", \"5f1600be-1897-4e54-840c-4f4433b77b6d\", \"25dc0ff2-75c4-48e7-9b7b-619e1e1e3274\", \"8fc2857f-ad5e-40dd-ae6d-5bd92b8a78a3\"], \"total_duration\": 123.0, \"total_sessions\": 4, \"mean_week_duration\": 0.651}}, {\"73441\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 08:56:17.000000+00:00\", \"2022-01-05 21:03:19.000000+00:00\", \"2019-02-01 16:22:01.000000+00:00\"], \"session_ids\": [\"edf1c399-e927-4e0e-a633-dd986f95920d\", \"3ad8c62d-e445-469b-89de-2bbe95636b76\", \"cb24db81-f958-430e-a376-44d2c3d923dc\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.369}}]\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 7 users with a duration summation that is higher than 1951 and lower than 3723, exclusive 1951 and 3723 and apply sorting by sessions total ascending and show me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58022\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-02-22 17:52:58.000000+00:00\", \"2020-10-28 00:57:09.000000+00:00\", \"2019-11-12 01:18:54.000000+00:00\", \"2020-06-05 04:54:57.000000+00:00\"], \"session_ids\": [\"7791faa0-5fa0-4f8a-9e8d-fb81c1f90fdd\", \"e135ad44-c692-4981-83d0-117e63cd6459\", \"dc3f5758-8488-4282-8a3c-8d15a0f83bec\", \"ff2a133f-9db0-4e09-8f46-1dae6961c09b\"], \"total_duration\": 301.0, \"total_sessions\": 4, \"mean_week_duration\": 6.02}, \"4194\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-01-18 19:04:24.000000+00:00\", \"2023-03-31 18:55:54.000000+00:00\", \"2022-02-02 23:46:35.000000+00:00\", \"2019-09-16 21:42:26.000000+00:00\", \"2022-09-16 10:56:42.000000+00:00\", \"2023-05-08 22:48:38.000000+00:00\", \"2021-08-11 06:05:24.000000+00:00\", \"2022-06-23 11:35:19.000000+00:00\"], \"session_ids\": [\"819d6ce9-3a79-48e4-b365-a3db6b62ae81\", \"348983be-caad-4906-bf26-bec9ee0aa6c6\", \"7014b904-0fbb-47c1-b2f8-be586f52faf8\", \"eb6f73b0-a9b6-4758-a6b8-dcd4991b5f91\", \"ea3f952a-a12b-4ffb-95f5-626a240f375f\", \"89420ddb-cb50-4c26-a9fc-ee82a181826a\", \"58d64df9-8305-4ff4-ae6c-7586c588ac06\", \"c2e71b1b-a648-4430-b74a-266421244226\"], \"total_duration\": 256.0, \"total_sessions\": 8, \"mean_week_duration\": 1.347}, \"3833\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-12 09:12:40.000000+00:00\", \"2023-06-27 05:34:21.000000+00:00\", \"2022-12-16 11:59:13.000000+00:00\"], \"session_ids\": [\"96730fc7-0230-4110-a98f-ae08040cf215\", \"27f4e920-5cb8-4f74-85c7-8454e17fd81a\", \"004482fb-c228-4164-8a4d-5d6caa848216\"], \"total_duration\": 1079.0, \"total_sessions\": 3, \"mean_week_duration\": 5.709}, \"55008\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-21 09:12:11.000000+00:00\", \"2019-01-03 00:24:54.000000+00:00\", \"2019-07-12 11:26:37.000000+00:00\"], \"session_ids\": [\"6c3dc5ee-1604-4e3d-976c-b994768ef937\", \"13322d06-6cd3-4a50-8640-d8fd68b60b6d\", \"5ee64088-0f48-484e-9571-0611fe3fcd16\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 2.089}, \"35700\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-08 05:08:56.000000+00:00\", \"2022-11-24 21:22:17.000000+00:00\", \"2019-04-26 08:47:29.000000+00:00\", \"2020-07-02 22:59:13.000000+00:00\", \"2021-12-17 17:42:29.000000+00:00\", \"2022-11-23 02:06:10.000000+00:00\"], \"session_ids\": [\"ac823087-0047-4b1b-b683-96a3f28d2ea1\", \"76590da9-ba5a-4603-8623-d08f042702ef\", \"4d3c8ed9-2da3-4055-ac21-de09a2f2f0a2\", \"cbdd891b-fcb3-4cb5-8edd-7565e164cdfe\", \"0acfbcc2-810e-4cf3-a1f8-e5fb8820222d\", \"d09a37b0-3fd3-4927-8158-67d11baa9126\"], \"total_duration\": 154.0, \"total_sessions\": 6, \"mean_week_duration\": 0.824}, \"31912\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-21 23:46:27.000000+00:00\", \"2021-09-15 10:24:28.000000+00:00\"], \"session_ids\": [\"be4a5020-e0b2-47df-a2ac-b72364deea85\", \"970453f3-8575-4fe7-9f31-c6f1b9cad61c\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"92084\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-31 10:40:51.000000+00:00\", \"2023-05-01 10:01:37.000000+00:00\"], \"session_ids\": [\"c8241328-0582-43e5-a5e9-284687c543fd\", \"82cd4187-57de-4939-810a-fd32bf080ca5\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.936}, \"75598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-19 13:52:06.000000+00:00\", \"2020-05-02 15:47:02.000000+00:00\"], \"session_ids\": [\"f45a90c2-098e-4d19-a9d9-36b8c5cf1793\", \"582de495-5a25-49a2-9f49-18b67e26899a\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.348}, \"30808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-25 02:48:56.000000+00:00\", \"2019-08-19 18:42:22.000000+00:00\"], \"session_ids\": [\"0d81e6b9-207e-4f1f-b0e1-6319aa6c43b2\", \"4c8c6524-f5af-469c-bb68-7c2d945c460c\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 4.913}, \"83032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 08:13:12.000000+00:00\", \"2021-11-12 05:16:15.000000+00:00\", \"2021-06-03 13:01:49.000000+00:00\", \"2020-03-28 07:11:42.000000+00:00\"], \"session_ids\": [\"4e461817-5ac8-4417-85b9-85c38f40adf1\", \"f8057d6c-643a-4910-acfe-4164c573be6c\", \"94d7504d-e2ad-44ff-9bdb-fcfc605c44a1\", \"a7c19001-03b7-4980-9e5c-d90566d5317e\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.497}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1951 and are less than 3723" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1951, 3723]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me users pieces of information who have sum of sessions strictly bigger than 3 + perform sorting by time in app per week in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18994\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 5}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-09 08:15:23.000000+00:00\", \"2021-10-03 00:52:08.000000+00:00\", \"2020-11-30 17:59:32.000000+00:00\"], \"session_ids\": [\"d6da1519-4ab4-4234-ab6f-afc34ee268c0\", \"6d2815e5-07ae-4805-ac0b-0eab7c878927\", \"cf2e1873-6fa7-40a2-9c63-cb08137c4367\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 1.866}, \"92633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-19 03:08:04.000000+00:00\", \"2021-10-12 20:40:30.000000+00:00\"], \"session_ids\": [\"864a059f-874c-481b-a27d-afb4953340f4\", \"18e062f6-b6fb-4468-ae1e-85cd0c4de70d\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 1.439}, \"97244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-15 17:04:15.000000+00:00\", \"2019-02-11 01:36:02.000000+00:00\"], \"session_ids\": [\"0458bc41-e095-4e92-8763-92776a53f279\", \"d860a23c-1db6-4e7f-88d1-24a00def9a69\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 2.8}, \"14049\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-12-29 23:10:10.000000+00:00\", \"2022-08-09 08:15:24.000000+00:00\"], \"session_ids\": [\"a3800ec9-0395-4a97-a106-8a12511102bc\", \"71e18864-e557-4203-ac2d-4ff3d417b09d\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 3.238}, \"23437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-03 01:33:38.000000+00:00\", \"2023-06-21 20:22:23.000000+00:00\", \"2022-04-02 03:30:49.000000+00:00\", \"2022-06-01 17:30:34.000000+00:00\"], \"session_ids\": [\"6e75bc31-fc67-4537-a633-ea2b08046097\", \"f7e576d9-4024-4c31-b1df-a847795873b7\", \"ab00e30e-ffa3-42de-ac7a-8905ea03d80b\", \"fa5fe230-5197-49aa-afea-724dbd2e17f4\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.703}, \"76739\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-21 01:53:15.000000+00:00\", \"2020-05-27 06:41:08.000000+00:00\"], \"session_ids\": [\"1e97349f-5931-4304-8f91-c0a94839021e\", \"1c2186dd-5fd0-4740-bac3-e64448389fa5\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 4.885}, \"77744\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-01 22:12:03.000000+00:00\", \"2019-02-07 05:15:06.000000+00:00\"], \"session_ids\": [\"a78ddf88-a6e9-46ae-8d5e-41e9d8f0e3d6\", \"b7b51076-10ab-4a70-a00b-07d46cfa2863\"], \"total_duration\": 489.0, \"total_sessions\": 2, \"mean_week_duration\": 2.893}, \"36817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-18 10:18:56.000000+00:00\", \"2023-03-16 22:47:34.000000+00:00\"], \"session_ids\": [\"f13ead31-0469-4231-b340-154f1b79b5c1\", \"bafefaaf-a9c4-493c-97f0-b5495240650d\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.608}, \"60976\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-06 13:37:10.000000+00:00\", \"2023-04-04 02:40:45.000000+00:00\"], \"session_ids\": [\"c8c413c2-0bd6-4fb3-9307-c5cde1cf4a76\", \"eccda59e-c6c4-4fe3-8d52-dbbdc4e7fa6c\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.383}, \"76800\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-17 04:24:24.000000+00:00\", \"2019-12-17 02:31:34.000000+00:00\", \"2022-06-01 15:58:31.000000+00:00\"], \"session_ids\": [\"fd03f85a-e111-41d6-8910-46961c02a59f\", \"53ff2075-01e3-4779-befa-0c6952100a4a\", \"f76ce1fb-6438-46a7-aa0e-85573e054252\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 5.087}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-03 01:33:38.000000+00:00\", \"2023-06-21 20:22:23.000000+00:00\", \"2022-04-02 03:30:49.000000+00:00\", \"2022-06-01 17:30:34.000000+00:00\"], \"session_ids\": [\"6e75bc31-fc67-4537-a633-ea2b08046097\", \"f7e576d9-4024-4c31-b1df-a847795873b7\", \"ab00e30e-ffa3-42de-ac7a-8905ea03d80b\", \"fa5fe230-5197-49aa-afea-724dbd2e17f4\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.703}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"23437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-03 01:33:38.000000+00:00\", \"2023-06-21 20:22:23.000000+00:00\", \"2022-04-02 03:30:49.000000+00:00\", \"2022-06-01 17:30:34.000000+00:00\"], \"session_ids\": [\"6e75bc31-fc67-4537-a633-ea2b08046097\", \"f7e576d9-4024-4c31-b1df-a847795873b7\", \"ab00e30e-ffa3-42de-ac7a-8905ea03d80b\", \"fa5fe230-5197-49aa-afea-724dbd2e17f4\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.703}}]\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[{\"23437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-03 01:33:38.000000+00:00\", \"2023-06-21 20:22:23.000000+00:00\", \"2022-04-02 03:30:49.000000+00:00\", \"2022-06-01 17:30:34.000000+00:00\"], \"session_ids\": [\"6e75bc31-fc67-4537-a633-ea2b08046097\", \"f7e576d9-4024-4c31-b1df-a847795873b7\", \"ab00e30e-ffa3-42de-ac7a-8905ea03d80b\", \"fa5fe230-5197-49aa-afea-724dbd2e17f4\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.703}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 6 users pieces of information who have average of total time spent in the app per week less than 10 (not including) , and execute sorting by city title from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-04-20 21:12:22.000000+00:00\", \"2023-02-08 14:29:06.000000+00:00\", \"2021-10-01 10:44:48.000000+00:00\", \"2022-05-09 08:57:06.000000+00:00\"], \"session_ids\": [\"dc140bc9-be6e-4a42-b082-1c5472f01bac\", \"7f373594-9c27-4b4b-9ba4-5b1ad043aa58\", \"8daaa85f-6dc5-47b8-afee-087988f64bf3\", \"57c827a9-4f69-4f7b-8467-5a651b272237\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 8.986}, \"3124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-28 03:04:07.000000+00:00\", \"2019-04-07 06:57:05.000000+00:00\", \"2021-08-17 20:51:36.000000+00:00\"], \"session_ids\": [\"59777384-8848-4874-a985-0a1780b14754\", \"e7a50c35-8d80-4756-af24-06673543dac6\", \"77680679-4173-4434-bf35-4fcd86bcd04f\"], \"total_duration\": 372.0, \"total_sessions\": 3, \"mean_week_duration\": 3.0}, \"71907\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-09 20:50:17.000000+00:00\", \"2019-02-14 00:35:37.000000+00:00\", \"2022-10-30 13:10:22.000000+00:00\", \"2021-11-05 13:51:02.000000+00:00\", \"2022-04-14 21:40:39.000000+00:00\", \"2021-11-05 21:49:36.000000+00:00\", \"2022-12-19 15:37:24.000000+00:00\", \"2019-03-08 02:14:44.000000+00:00\", \"2023-03-15 18:09:45.000000+00:00\", \"2021-10-22 18:53:24.000000+00:00\", \"2019-04-09 21:56:15.000000+00:00\"], \"session_ids\": [\"f0c98042-9e02-478e-9685-f64850b7f0c7\", \"7f695fe1-867c-41c3-beea-7cc73d3b44b4\", \"f517ded8-5ed1-40b8-96f7-43b2c59cce1b\", \"504e5883-ed1d-4af8-996e-f2be9c86dee1\", \"543b81d3-d306-4195-9c99-c8d5c94d9bf2\", \"05306998-0b97-46cf-83aa-422b1749057b\", \"2aaf1933-3406-46f8-a19c-cd90154211e4\", \"7be77ca0-347a-4915-93ea-57308ce4896d\", \"e4e69a66-f43b-4ded-a96a-d0073c86a901\", \"610576ae-438b-404f-bc3d-5db621613b47\", \"fe6929d7-0b2b-4e85-a80c-56c50356c463\"], \"total_duration\": 58165.0, \"total_sessions\": 11, \"mean_week_duration\": 273.075}, \"22880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-01 12:03:40.000000+00:00\", \"2019-04-23 16:05:36.000000+00:00\", \"2022-05-04 23:47:05.000000+00:00\", \"2020-06-23 12:39:32.000000+00:00\", \"2021-10-26 02:23:25.000000+00:00\", \"2021-06-20 10:29:47.000000+00:00\", \"2019-09-01 03:12:59.000000+00:00\"], \"session_ids\": [\"294bcdda-bdd7-4f39-9037-4a17073ce035\", \"03973ac9-01b6-4c86-819b-3e577c2c970f\", \"7415b101-a425-4601-8649-d9a7e77bb13e\", \"94869143-bce3-4715-8fca-0363ead0546d\", \"ce998d5d-cadd-425f-8aff-b70d84a154a7\", \"fbffcf38-4366-4978-9f38-776d8c335281\", \"a106cd6f-f951-4411-9661-bb9ae99dd585\"], \"total_duration\": 8958.0, \"total_sessions\": 7, \"mean_week_duration\": 56.34}, \"23902\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 09:10:19.000000+00:00\", \"2019-04-05 11:04:39.000000+00:00\"], \"session_ids\": [\"dbb09b02-2b22-4b21-bd66-d7028d338882\", \"49881b1d-b18e-42c4-9eac-339dc8a6b119\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"57294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-12-06 18:44:30.000000+00:00\", \"2022-03-02 17:26:12.000000+00:00\"], \"session_ids\": [\"80abba43-4d68-4537-96ed-b7363d5b18b0\", \"5a3c4e5b-f68b-4536-b3d0-319ff192ba4b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}, \"37810\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-23 14:21:14.000000+00:00\", \"2020-01-31 07:07:46.000000+00:00\", \"2020-07-27 05:38:32.000000+00:00\", \"2019-08-14 12:03:29.000000+00:00\", \"2020-07-07 20:03:57.000000+00:00\", \"2021-11-14 07:41:36.000000+00:00\", \"2020-02-16 19:36:37.000000+00:00\"], \"session_ids\": [\"98727eb6-65ff-4fa4-bf34-fb100079766b\", \"bcbea137-235b-4b93-9a40-961fe2eb7d23\", \"9e5d2d10-9c06-4772-b798-9422f9ee6981\", \"ea4f64e0-f4f7-4bee-af91-bf77868e2d7c\", \"7f3daaea-cde2-4792-8548-324ca9bcb184\", \"93fd10aa-4b88-4805-92f3-101167c159c5\", \"4e933e88-22c1-48ee-a01d-21e0b73cccc5\"], \"total_duration\": 6044.0, \"total_sessions\": 7, \"mean_week_duration\": 51.22}, \"23027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-13 00:37:56.000000+00:00\", \"2020-10-01 09:49:57.000000+00:00\"], \"session_ids\": [\"8ad72857-eef7-4109-84c5-f63fe709e2cc\", \"e151ab0e-3044-429d-9582-77c4419a09a6\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 5.104}, \"25749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-12 08:58:45.000000+00:00\", \"2022-02-01 12:29:44.000000+00:00\", \"2019-06-04 17:47:06.000000+00:00\"], \"session_ids\": [\"f0a961fc-ab0f-40ca-a45b-26a6ae288968\", \"c9fa3cd2-04b4-4b8d-b1ea-9f980488df68\", \"9db0c637-626a-440d-82ea-5368decf38ed\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 2.895}, \"49548\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-30 01:13:53.000000+00:00\", \"2019-02-26 21:23:55.000000+00:00\", \"2021-05-28 18:44:53.000000+00:00\"], \"session_ids\": [\"ea1001a7-407f-4bc7-8f07-7890e7c60896\", \"79706318-7108-4fd2-9da9-c45f08a4a9df\", \"1568df5b-4f37-40d0-9c64-6e4a538f0098\"], \"total_duration\": 441.0, \"total_sessions\": 3, \"mean_week_duration\": 3.737}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 50]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-04-20 21:12:22.000000+00:00\", \"2023-02-08 14:29:06.000000+00:00\", \"2021-10-01 10:44:48.000000+00:00\", \"2022-05-09 08:57:06.000000+00:00\"], \"session_ids\": [\"dc140bc9-be6e-4a42-b082-1c5472f01bac\", \"7f373594-9c27-4b4b-9ba4-5b1ad043aa58\", \"8daaa85f-6dc5-47b8-afee-087988f64bf3\", \"57c827a9-4f69-4f7b-8467-5a651b272237\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 8.986}, \"3124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-28 03:04:07.000000+00:00\", \"2019-04-07 06:57:05.000000+00:00\", \"2021-08-17 20:51:36.000000+00:00\"], \"session_ids\": [\"59777384-8848-4874-a985-0a1780b14754\", \"e7a50c35-8d80-4756-af24-06673543dac6\", \"77680679-4173-4434-bf35-4fcd86bcd04f\"], \"total_duration\": 372.0, \"total_sessions\": 3, \"mean_week_duration\": 3.0}, \"23902\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 09:10:19.000000+00:00\", \"2019-04-05 11:04:39.000000+00:00\"], \"session_ids\": [\"dbb09b02-2b22-4b21-bd66-d7028d338882\", \"49881b1d-b18e-42c4-9eac-339dc8a6b119\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"57294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-12-06 18:44:30.000000+00:00\", \"2022-03-02 17:26:12.000000+00:00\"], \"session_ids\": [\"80abba43-4d68-4537-96ed-b7363d5b18b0\", \"5a3c4e5b-f68b-4536-b3d0-319ff192ba4b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}, \"23027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-13 00:37:56.000000+00:00\", \"2020-10-01 09:49:57.000000+00:00\"], \"session_ids\": [\"8ad72857-eef7-4109-84c5-f63fe709e2cc\", \"e151ab0e-3044-429d-9582-77c4419a09a6\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 5.104}, \"25749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-12 08:58:45.000000+00:00\", \"2022-02-01 12:29:44.000000+00:00\", \"2019-06-04 17:47:06.000000+00:00\"], \"session_ids\": [\"f0a961fc-ab0f-40ca-a45b-26a6ae288968\", \"c9fa3cd2-04b4-4b8d-b1ea-9f980488df68\", \"9db0c637-626a-440d-82ea-5368decf38ed\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 2.895}, \"49548\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-30 01:13:53.000000+00:00\", \"2019-02-26 21:23:55.000000+00:00\", \"2021-05-28 18:44:53.000000+00:00\"], \"session_ids\": [\"ea1001a7-407f-4bc7-8f07-7890e7c60896\", \"79706318-7108-4fd2-9da9-c45f08a4a9df\", \"1568df5b-4f37-40d0-9c64-6e4a538f0098\"], \"total_duration\": 441.0, \"total_sessions\": 3, \"mean_week_duration\": 3.737}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-04-20 21:12:22.000000+00:00\", \"2023-02-08 14:29:06.000000+00:00\", \"2021-10-01 10:44:48.000000+00:00\", \"2022-05-09 08:57:06.000000+00:00\"], \"session_ids\": [\"dc140bc9-be6e-4a42-b082-1c5472f01bac\", \"7f373594-9c27-4b4b-9ba4-5b1ad043aa58\", \"8daaa85f-6dc5-47b8-afee-087988f64bf3\", \"57c827a9-4f69-4f7b-8467-5a651b272237\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 8.986}}, {\"23027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-13 00:37:56.000000+00:00\", \"2020-10-01 09:49:57.000000+00:00\"], \"session_ids\": [\"8ad72857-eef7-4109-84c5-f63fe709e2cc\", \"e151ab0e-3044-429d-9582-77c4419a09a6\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 5.104}}, {\"49548\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-30 01:13:53.000000+00:00\", \"2019-02-26 21:23:55.000000+00:00\", \"2021-05-28 18:44:53.000000+00:00\"], \"session_ids\": [\"ea1001a7-407f-4bc7-8f07-7890e7c60896\", \"79706318-7108-4fd2-9da9-c45f08a4a9df\", \"1568df5b-4f37-40d0-9c64-6e4a538f0098\"], \"total_duration\": 441.0, \"total_sessions\": 3, \"mean_week_duration\": 3.737}}, {\"57294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-12-06 18:44:30.000000+00:00\", \"2022-03-02 17:26:12.000000+00:00\"], \"session_ids\": [\"80abba43-4d68-4537-96ed-b7363d5b18b0\", \"5a3c4e5b-f68b-4536-b3d0-319ff192ba4b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}}, {\"3124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-28 03:04:07.000000+00:00\", \"2019-04-07 06:57:05.000000+00:00\", \"2021-08-17 20:51:36.000000+00:00\"], \"session_ids\": [\"59777384-8848-4874-a985-0a1780b14754\", \"e7a50c35-8d80-4756-af24-06673543dac6\", \"77680679-4173-4434-bf35-4fcd86bcd04f\"], \"total_duration\": 372.0, \"total_sessions\": 3, \"mean_week_duration\": 3.0}}, {\"23902\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 09:10:19.000000+00:00\", \"2019-04-05 11:04:39.000000+00:00\"], \"session_ids\": [\"dbb09b02-2b22-4b21-bd66-d7028d338882\", \"49881b1d-b18e-42c4-9eac-339dc8a6b119\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"25749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-12 08:58:45.000000+00:00\", \"2022-02-01 12:29:44.000000+00:00\", \"2019-06-04 17:47:06.000000+00:00\"], \"session_ids\": [\"f0a961fc-ab0f-40ca-a45b-26a6ae288968\", \"c9fa3cd2-04b4-4b8d-b1ea-9f980488df68\", \"9db0c637-626a-440d-82ea-5368decf38ed\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 2.895}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove 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[{\"47759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-04-20 21:12:22.000000+00:00\", \"2023-02-08 14:29:06.000000+00:00\", \"2021-10-01 10:44:48.000000+00:00\", \"2022-05-09 08:57:06.000000+00:00\"], \"session_ids\": [\"dc140bc9-be6e-4a42-b082-1c5472f01bac\", \"7f373594-9c27-4b4b-9ba4-5b1ad043aa58\", \"8daaa85f-6dc5-47b8-afee-087988f64bf3\", \"57c827a9-4f69-4f7b-8467-5a651b272237\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 8.986}}, {\"23027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-13 00:37:56.000000+00:00\", \"2020-10-01 09:49:57.000000+00:00\"], \"session_ids\": [\"8ad72857-eef7-4109-84c5-f63fe709e2cc\", \"e151ab0e-3044-429d-9582-77c4419a09a6\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 5.104}}, {\"49548\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-30 01:13:53.000000+00:00\", \"2019-02-26 21:23:55.000000+00:00\", \"2021-05-28 18:44:53.000000+00:00\"], \"session_ids\": [\"ea1001a7-407f-4bc7-8f07-7890e7c60896\", \"79706318-7108-4fd2-9da9-c45f08a4a9df\", \"1568df5b-4f37-40d0-9c64-6e4a538f0098\"], \"total_duration\": 441.0, \"total_sessions\": 3, \"mean_week_duration\": 3.737}}, {\"57294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-12-06 18:44:30.000000+00:00\", \"2022-03-02 17:26:12.000000+00:00\"], \"session_ids\": [\"80abba43-4d68-4537-96ed-b7363d5b18b0\", \"5a3c4e5b-f68b-4536-b3d0-319ff192ba4b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}}, {\"3124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-28 03:04:07.000000+00:00\", \"2019-04-07 06:57:05.000000+00:00\", \"2021-08-17 20:51:36.000000+00:00\"], \"session_ids\": [\"59777384-8848-4874-a985-0a1780b14754\", \"e7a50c35-8d80-4756-af24-06673543dac6\", \"77680679-4173-4434-bf35-4fcd86bcd04f\"], \"total_duration\": 372.0, \"total_sessions\": 3, \"mean_week_duration\": 3.0}}, {\"23902\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 09:10:19.000000+00:00\", \"2019-04-05 11:04:39.000000+00:00\"], \"session_ids\": [\"dbb09b02-2b22-4b21-bd66-d7028d338882\", \"49881b1d-b18e-42c4-9eac-339dc8a6b119\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}]\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[{\"47759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-04-20 21:12:22.000000+00:00\", \"2023-02-08 14:29:06.000000+00:00\", \"2021-10-01 10:44:48.000000+00:00\", \"2022-05-09 08:57:06.000000+00:00\"], \"session_ids\": [\"dc140bc9-be6e-4a42-b082-1c5472f01bac\", \"7f373594-9c27-4b4b-9ba4-5b1ad043aa58\", \"8daaa85f-6dc5-47b8-afee-087988f64bf3\", \"57c827a9-4f69-4f7b-8467-5a651b272237\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 8.986}}, {\"23027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-13 00:37:56.000000+00:00\", \"2020-10-01 09:49:57.000000+00:00\"], \"session_ids\": [\"8ad72857-eef7-4109-84c5-f63fe709e2cc\", \"e151ab0e-3044-429d-9582-77c4419a09a6\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 5.104}}, {\"49548\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-30 01:13:53.000000+00:00\", \"2019-02-26 21:23:55.000000+00:00\", \"2021-05-28 18:44:53.000000+00:00\"], \"session_ids\": [\"ea1001a7-407f-4bc7-8f07-7890e7c60896\", \"79706318-7108-4fd2-9da9-c45f08a4a9df\", \"1568df5b-4f37-40d0-9c64-6e4a538f0098\"], \"total_duration\": 441.0, \"total_sessions\": 3, \"mean_week_duration\": 3.737}}, {\"57294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-12-06 18:44:30.000000+00:00\", \"2022-03-02 17:26:12.000000+00:00\"], \"session_ids\": [\"80abba43-4d68-4537-96ed-b7363d5b18b0\", \"5a3c4e5b-f68b-4536-b3d0-319ff192ba4b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}}, {\"3124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-28 03:04:07.000000+00:00\", \"2019-04-07 06:57:05.000000+00:00\", \"2021-08-17 20:51:36.000000+00:00\"], \"session_ids\": [\"59777384-8848-4874-a985-0a1780b14754\", \"e7a50c35-8d80-4756-af24-06673543dac6\", \"77680679-4173-4434-bf35-4fcd86bcd04f\"], \"total_duration\": 372.0, \"total_sessions\": 3, \"mean_week_duration\": 3.0}}, {\"23902\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 09:10:19.000000+00:00\", \"2019-04-05 11:04:39.000000+00:00\"], \"session_ids\": [\"dbb09b02-2b22-4b21-bd66-d7028d338882\", \"49881b1d-b18e-42c4-9eac-339dc8a6b119\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 5 users with a sessions summation that is 5 as well as carry out sorting by sessions summation from the largest value to the smallest value and get rid of all entries, except 3." } ]
[ { "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{\"62110\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-01-20 00:39:44.000000+00:00\", \"2022-07-22 01:49:38.000000+00:00\", \"2022-09-19 12:52:21.000000+00:00\", \"2019-07-15 10:10:13.000000+00:00\", \"2021-01-16 09:37:20.000000+00:00\", \"2021-01-21 17:30:54.000000+00:00\"], \"session_ids\": [\"3a5a0717-c0e1-4d74-8fee-03571fed4a25\", \"153af1ae-b55b-439a-bd32-0f3fa74cf940\", \"cf4ba705-4880-492d-9ede-5dd80db881ba\", \"ce2e980b-330b-45ff-8e02-10a1dc49e23a\", \"16f14d88-5316-491a-a554-092fbe082311\", \"d0c5c2fa-c19f-4e3f-b43d-eb4cf7ec39fa\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.301}, \"34661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-05-09 12:57:46.000000+00:00\", \"2019-08-10 15:08:15.000000+00:00\"], \"session_ids\": [\"ccb33377-7c39-4546-9754-2db6ed595b53\", \"8edf7e70-0559-409d-a795-4a7e191a841f\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.736}, \"85763\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-07-04 06:18:27.000000+00:00\", \"2022-01-06 05:34:30.000000+00:00\"], \"session_ids\": [\"6eb9973d-8867-49b9-a236-70b447bd905e\", \"b1305fbe-3bd0-48c2-a0ce-b31870d02abe\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.975}, \"24929\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-08-18 11:13:16.000000+00:00\", \"2021-04-11 23:48:42.000000+00:00\", \"2022-10-21 21:54:19.000000+00:00\", \"2019-03-02 05:52:10.000000+00:00\", \"2021-08-11 09:10:04.000000+00:00\", \"2022-02-03 20:59:09.000000+00:00\", \"2021-09-26 13:37:59.000000+00:00\", \"2020-01-01 01:33:23.000000+00:00\", \"2021-10-18 08:29:21.000000+00:00\", \"2021-07-22 06:33:52.000000+00:00\"], \"session_ids\": [\"fec27491-2b22-42be-aa15-f852dbd25e8f\", \"f4910b0c-9e0d-4960-bdb8-b57c2827aa40\", \"11290c16-53c5-4527-883a-03916d292dfe\", \"8aa13cc2-db38-45ca-b8e6-475a2c07a0e0\", \"483fe375-1865-42b3-899f-9f1a6761b250\", \"d15e8926-b3fd-4ddb-9f56-e77dd52d19a6\", \"f4816a5e-b91c-4018-9d31-0e3252c22752\", \"989105af-d536-4cfd-b449-02b8593e8538\", \"26cf54f7-3a3d-411d-b4dd-b4156787af60\", \"96323224-f19f-485b-8c42-c19ff0944831\"], \"total_duration\": 791.0, \"total_sessions\": 10, \"mean_week_duration\": 4.163}, \"82295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-05 00:41:31.000000+00:00\", \"2022-07-07 03:48:59.000000+00:00\"], \"session_ids\": [\"d4450565-5f18-4d1e-bc7a-32d067180cbd\", \"3aea3edb-5a34-4c19-b9f8-1f5e2bde1078\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 2.074}, \"56375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-16 05:48:06.000000+00:00\", \"2021-07-16 23:43:16.000000+00:00\"], \"session_ids\": [\"9c28b409-0f40-457d-b104-b1176bde6fa6\", \"f0fe44d5-f508-4c9b-bea2-1b1c1fed8fd8\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}, \"25630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-08 23:43:15.000000+00:00\", \"2019-06-03 05:56:27.000000+00:00\", \"2019-08-31 03:01:37.000000+00:00\", \"2021-08-20 19:37:13.000000+00:00\", \"2022-02-07 17:42:51.000000+00:00\", \"2019-03-08 03:35:05.000000+00:00\", \"2020-02-06 22:37:37.000000+00:00\"], \"session_ids\": [\"af28b0b7-6ccc-47a1-b91b-2ac0c7aea17b\", \"8575e38e-146f-407b-a04c-c8d78f0f6e16\", \"ae4d0bae-32d2-4b94-bb59-163774e46fa4\", \"3a2d8fea-97f7-4cce-be4f-00dae7036ac6\", \"ff190ad7-ea09-49bd-b25c-17ff832ea532\", \"b8678c01-d838-4def-b6f2-218449e1cac6\", \"0418ecc7-73a5-413c-9b7d-185e73e17669\"], \"total_duration\": 5612.0, \"total_sessions\": 7, \"mean_week_duration\": 36.68}, \"95556\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-10 13:16:43.000000+00:00\", \"2019-10-08 05:50:46.000000+00:00\"], \"session_ids\": [\"33d38839-3c6e-4aaa-bf70-9065e9356a78\", \"3d492e33-fc96-4df3-a453-e2ae021d0a9d\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.318}, \"28621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-06 06:13:02.000000+00:00\", \"2022-07-10 07:08:35.000000+00:00\", \"2021-02-13 12:43:04.000000+00:00\", \"2020-07-15 21:09:56.000000+00:00\", \"2022-09-19 02:23:54.000000+00:00\", \"2020-04-02 10:58:05.000000+00:00\"], \"session_ids\": [\"661707ec-047e-47e3-acd2-2f6e74342662\", \"b683ce3b-aec4-49bf-9ca7-50ca9c27c8f4\", \"ac972125-744b-4e77-8bf6-bd359c51d0d4\", \"1fc5b4b0-c1be-42a8-96f5-f4c91bcbc5f1\", \"bf47b3ab-6d96-4799-949e-bb4538d7f73d\", \"0403b4c7-a2b5-442e-b454-48d861ddf726\"], \"total_duration\": 524.0, \"total_sessions\": 6, \"mean_week_duration\": 4.062}, \"98909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-05 04:10:18.000000+00:00\", \"2019-08-29 09:46:20.000000+00:00\", \"2022-08-01 06:50:48.000000+00:00\", \"2023-02-02 00:44:51.000000+00:00\", \"2023-01-24 03:37:37.000000+00:00\", \"2021-12-21 14:51:07.000000+00:00\"], \"session_ids\": [\"a2fe0296-738d-4d59-99ac-700f71f870e8\", \"baf71a6f-083c-48fe-9469-967f2e0f5dd9\", \"49c7ed30-9a99-4d19-bc61-4c38ce81fd14\", \"9d3b8021-2d67-43b4-9cb6-8b91a95037f5\", \"648bc366-5ae1-4526-a0c3-141486bd82fb\", \"40a9a055-2f55-4a19-a4bd-728a50d9a795\"], \"total_duration\": 131.0, \"total_sessions\": 6, \"mean_week_duration\": 0.732}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[5, 5]]}}}\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": "Display 8 users pieces of information whose mean_week_duration is less than 11 (not including) and strictly greater than 50 in addition implement sorting by name of the city form the lowest to the highest and in addition get rid of all entries, except 2." } ]
[ { "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{\"49607\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-15 17:21:19.000000+00:00\", \"2022-06-28 16:51:09.000000+00:00\", \"2022-06-26 06:39:48.000000+00:00\", \"2023-01-14 07:53:53.000000+00:00\", \"2022-10-05 07:41:09.000000+00:00\", \"2023-04-05 11:30:03.000000+00:00\", \"2019-04-02 20:45:48.000000+00:00\", \"2021-08-15 06:14:42.000000+00:00\", \"2019-10-16 19:09:13.000000+00:00\", \"2022-05-01 04:30:30.000000+00:00\"], \"session_ids\": [\"60ecb18b-9705-4c5c-9b86-af8aa01a4064\", \"1a79af80-c386-409a-80f9-669b2fc191a5\", \"c221cdae-2d7f-4d7e-863c-d99f52cd506d\", \"c04d8a54-bf73-4160-965e-844b4f1b34c9\", \"8a544657-6c76-4f2f-931f-cbf89c724ad8\", \"7078707b-106d-4ab4-8cec-f1179ad3244d\", \"cc4f840a-9344-4675-b3c8-28cd8d22d994\", \"446b83b6-f98a-40ca-9aa3-a10fab7de96f\", \"fe9ca60b-d8ae-4e1e-b3c6-d058f8ad931c\", \"5e73cd5d-0a7f-4cf9-811c-7fcb166c0578\"], \"total_duration\": 204.0, \"total_sessions\": 10, \"mean_week_duration\": 0.976}, \"37584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-05-26 07:32:12.000000+00:00\", \"2019-01-15 21:25:45.000000+00:00\", \"2021-09-30 00:42:51.000000+00:00\"], \"session_ids\": [\"6baf59c3-fa29-4c24-9c3c-250503324ac7\", \"0c75eb37-ff6d-48bf-87f5-f2f495d89c16\", \"2823918b-ca1d-4f89-aba9-20b09f3fd543\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.224}, \"53272\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-18 21:29:15.000000+00:00\", \"2022-03-17 13:03:36.000000+00:00\"], \"session_ids\": [\"f0a08249-cd95-4a3c-a219-66f3d974b7d1\", \"708a0867-839c-4ff7-b2a3-adb3e01bd325\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.3}, \"59396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-09 02:25:59.000000+00:00\", \"2019-05-20 01:01:14.000000+00:00\", \"2020-03-28 07:16:09.000000+00:00\", \"2022-01-06 08:29:42.000000+00:00\", \"2019-03-09 14:23:38.000000+00:00\", \"2021-09-14 09:34:02.000000+00:00\"], \"session_ids\": [\"6f16a283-5f6b-42cf-a809-9f1cab6eeaa2\", \"f5858923-c5ff-4f8e-95f9-6abb19a0a2f3\", \"e3312b55-f6f4-4fc5-8908-7481d9fc5c6a\", \"6451dcd2-7acc-48a0-8034-63ba040dacee\", \"6a7253be-d2ff-4208-b722-f85ba77206e7\", \"1fd6671d-4426-4545-9721-72e91feaaa4e\"], \"total_duration\": 297.0, \"total_sessions\": 6, \"mean_week_duration\": 2.007}, \"52123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-12 05:10:13.000000+00:00\", \"2020-06-23 00:15:41.000000+00:00\", \"2022-04-08 02:10:16.000000+00:00\"], \"session_ids\": [\"1a21b808-5463-4206-a7be-a93f7704467f\", \"df7cc1be-edf8-4bbf-9e7e-d02129f85e39\", \"a7909628-05da-47e2-8b35-c71c35472a56\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 7.626}, \"64628\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-04 09:16:07.000000+00:00\", \"2021-10-17 07:08:53.000000+00:00\"], \"session_ids\": [\"f6dd951d-5d87-488f-9c0f-3cf01b992d30\", \"5f0d861e-f34e-48b9-a35f-ba7d86d83466\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 52.429}, \"84752\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-02 20:35:13.000000+00:00\", \"2021-05-19 16:07:24.000000+00:00\", \"2020-05-26 14:15:49.000000+00:00\", \"2020-12-31 16:17:42.000000+00:00\", \"2019-08-13 08:33:08.000000+00:00\", \"2020-06-16 11:33:28.000000+00:00\", \"2019-05-24 04:29:08.000000+00:00\", \"2021-05-27 20:16:35.000000+00:00\"], \"session_ids\": [\"8b31ad7b-690d-4a0b-8871-3d4eb44b3f81\", \"08052a24-4823-4b65-98ea-beb5e7c73f93\", \"11637af1-6f43-499a-82c7-de95195b0d69\", \"b6d8e6bb-a9a1-4584-95d1-cb31e3d5bae5\", \"393cebef-3e00-4b41-a18d-33de8ed176d8\", \"e07743cb-7c01-42d0-9c56-891a042752d6\", \"f084b7aa-fdcb-4a1c-8173-4e9a7bdf6802\", \"868dda5b-2895-4793-9dfb-c0b0ea2d298e\"], \"total_duration\": 1738.0, \"total_sessions\": 8, \"mean_week_duration\": 9.656}, \"72589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-24 11:09:32.000000+00:00\", \"2020-04-25 18:44:48.000000+00:00\", \"2020-07-24 00:23:10.000000+00:00\", \"2019-02-21 06:38:33.000000+00:00\", \"2019-06-09 02:20:17.000000+00:00\"], \"session_ids\": [\"052d6eb4-8b9d-4259-9237-727c6eb79415\", \"a83cc6fa-4557-4fb4-88ea-88bf3b08b4da\", \"60df7cb2-59ab-4c27-8cdd-2e3b5bbcad2c\", \"19075d93-7694-4c2b-a354-62d15b444916\", \"351c30a3-9b73-4fa2-9931-fb6773ff6ce8\"], \"total_duration\": 3632.0, \"total_sessions\": 5, \"mean_week_duration\": 41.273}, \"45733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-23 08:55:55.000000+00:00\", \"2020-03-22 23:34:22.000000+00:00\", \"2021-03-26 05:44:56.000000+00:00\"], \"session_ids\": [\"08ba4876-ad74-4285-9778-dba467a190f2\", \"3cc5a9f8-76a6-471e-8689-020c676df455\", \"7625f170-7ee2-4b47-8207-adbce9c61406\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.325}, \"68700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-29 05:24:49.000000+00:00\", \"2020-06-25 14:49:18.000000+00:00\"], \"session_ids\": [\"916c170a-a6a2-4f7c-a870-7642258f469d\", \"a1de7557-0fc8-4a66-9965-f81119bbd80e\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 5.25}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 11 and are greater than 50" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 50]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49607\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-15 17:21:19.000000+00:00\", \"2022-06-28 16:51:09.000000+00:00\", \"2022-06-26 06:39:48.000000+00:00\", \"2023-01-14 07:53:53.000000+00:00\", \"2022-10-05 07:41:09.000000+00:00\", \"2023-04-05 11:30:03.000000+00:00\", \"2019-04-02 20:45:48.000000+00:00\", \"2021-08-15 06:14:42.000000+00:00\", \"2019-10-16 19:09:13.000000+00:00\", \"2022-05-01 04:30:30.000000+00:00\"], \"session_ids\": [\"60ecb18b-9705-4c5c-9b86-af8aa01a4064\", \"1a79af80-c386-409a-80f9-669b2fc191a5\", \"c221cdae-2d7f-4d7e-863c-d99f52cd506d\", \"c04d8a54-bf73-4160-965e-844b4f1b34c9\", \"8a544657-6c76-4f2f-931f-cbf89c724ad8\", \"7078707b-106d-4ab4-8cec-f1179ad3244d\", \"cc4f840a-9344-4675-b3c8-28cd8d22d994\", \"446b83b6-f98a-40ca-9aa3-a10fab7de96f\", \"fe9ca60b-d8ae-4e1e-b3c6-d058f8ad931c\", \"5e73cd5d-0a7f-4cf9-811c-7fcb166c0578\"], \"total_duration\": 204.0, \"total_sessions\": 10, \"mean_week_duration\": 0.976}, \"37584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-05-26 07:32:12.000000+00:00\", \"2019-01-15 21:25:45.000000+00:00\", \"2021-09-30 00:42:51.000000+00:00\"], \"session_ids\": [\"6baf59c3-fa29-4c24-9c3c-250503324ac7\", \"0c75eb37-ff6d-48bf-87f5-f2f495d89c16\", \"2823918b-ca1d-4f89-aba9-20b09f3fd543\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.224}, \"53272\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-18 21:29:15.000000+00:00\", \"2022-03-17 13:03:36.000000+00:00\"], \"session_ids\": [\"f0a08249-cd95-4a3c-a219-66f3d974b7d1\", \"708a0867-839c-4ff7-b2a3-adb3e01bd325\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.3}, \"59396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-09 02:25:59.000000+00:00\", \"2019-05-20 01:01:14.000000+00:00\", \"2020-03-28 07:16:09.000000+00:00\", \"2022-01-06 08:29:42.000000+00:00\", \"2019-03-09 14:23:38.000000+00:00\", \"2021-09-14 09:34:02.000000+00:00\"], \"session_ids\": [\"6f16a283-5f6b-42cf-a809-9f1cab6eeaa2\", \"f5858923-c5ff-4f8e-95f9-6abb19a0a2f3\", \"e3312b55-f6f4-4fc5-8908-7481d9fc5c6a\", \"6451dcd2-7acc-48a0-8034-63ba040dacee\", \"6a7253be-d2ff-4208-b722-f85ba77206e7\", \"1fd6671d-4426-4545-9721-72e91feaaa4e\"], \"total_duration\": 297.0, \"total_sessions\": 6, \"mean_week_duration\": 2.007}, \"52123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-12 05:10:13.000000+00:00\", \"2020-06-23 00:15:41.000000+00:00\", \"2022-04-08 02:10:16.000000+00:00\"], \"session_ids\": [\"1a21b808-5463-4206-a7be-a93f7704467f\", \"df7cc1be-edf8-4bbf-9e7e-d02129f85e39\", \"a7909628-05da-47e2-8b35-c71c35472a56\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 7.626}, \"84752\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-02 20:35:13.000000+00:00\", \"2021-05-19 16:07:24.000000+00:00\", \"2020-05-26 14:15:49.000000+00:00\", \"2020-12-31 16:17:42.000000+00:00\", \"2019-08-13 08:33:08.000000+00:00\", \"2020-06-16 11:33:28.000000+00:00\", \"2019-05-24 04:29:08.000000+00:00\", \"2021-05-27 20:16:35.000000+00:00\"], \"session_ids\": [\"8b31ad7b-690d-4a0b-8871-3d4eb44b3f81\", \"08052a24-4823-4b65-98ea-beb5e7c73f93\", \"11637af1-6f43-499a-82c7-de95195b0d69\", \"b6d8e6bb-a9a1-4584-95d1-cb31e3d5bae5\", \"393cebef-3e00-4b41-a18d-33de8ed176d8\", \"e07743cb-7c01-42d0-9c56-891a042752d6\", \"f084b7aa-fdcb-4a1c-8173-4e9a7bdf6802\", \"868dda5b-2895-4793-9dfb-c0b0ea2d298e\"], \"total_duration\": 1738.0, \"total_sessions\": 8, \"mean_week_duration\": 9.656}, \"45733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-23 08:55:55.000000+00:00\", \"2020-03-22 23:34:22.000000+00:00\", \"2021-03-26 05:44:56.000000+00:00\"], \"session_ids\": [\"08ba4876-ad74-4285-9778-dba467a190f2\", \"3cc5a9f8-76a6-471e-8689-020c676df455\", \"7625f170-7ee2-4b47-8207-adbce9c61406\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.325}, \"68700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-29 05:24:49.000000+00:00\", \"2020-06-25 14:49:18.000000+00:00\"], \"session_ids\": [\"916c170a-a6a2-4f7c-a870-7642258f469d\", \"a1de7557-0fc8-4a66-9965-f81119bbd80e\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 5.25}, \"64628\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-04 09:16:07.000000+00:00\", \"2021-10-17 07:08:53.000000+00:00\"], \"session_ids\": [\"f6dd951d-5d87-488f-9c0f-3cf01b992d30\", \"5f0d861e-f34e-48b9-a35f-ba7d86d83466\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 52.429}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-29 05:24:49.000000+00:00\", \"2020-06-25 14:49:18.000000+00:00\"], \"session_ids\": [\"916c170a-a6a2-4f7c-a870-7642258f469d\", \"a1de7557-0fc8-4a66-9965-f81119bbd80e\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 5.25}}, {\"49607\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-15 17:21:19.000000+00:00\", \"2022-06-28 16:51:09.000000+00:00\", \"2022-06-26 06:39:48.000000+00:00\", \"2023-01-14 07:53:53.000000+00:00\", \"2022-10-05 07:41:09.000000+00:00\", \"2023-04-05 11:30:03.000000+00:00\", \"2019-04-02 20:45:48.000000+00:00\", \"2021-08-15 06:14:42.000000+00:00\", \"2019-10-16 19:09:13.000000+00:00\", \"2022-05-01 04:30:30.000000+00:00\"], \"session_ids\": [\"60ecb18b-9705-4c5c-9b86-af8aa01a4064\", \"1a79af80-c386-409a-80f9-669b2fc191a5\", \"c221cdae-2d7f-4d7e-863c-d99f52cd506d\", \"c04d8a54-bf73-4160-965e-844b4f1b34c9\", \"8a544657-6c76-4f2f-931f-cbf89c724ad8\", \"7078707b-106d-4ab4-8cec-f1179ad3244d\", \"cc4f840a-9344-4675-b3c8-28cd8d22d994\", \"446b83b6-f98a-40ca-9aa3-a10fab7de96f\", \"fe9ca60b-d8ae-4e1e-b3c6-d058f8ad931c\", \"5e73cd5d-0a7f-4cf9-811c-7fcb166c0578\"], \"total_duration\": 204.0, \"total_sessions\": 10, \"mean_week_duration\": 0.976}}, {\"84752\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-02 20:35:13.000000+00:00\", \"2021-05-19 16:07:24.000000+00:00\", \"2020-05-26 14:15:49.000000+00:00\", \"2020-12-31 16:17:42.000000+00:00\", \"2019-08-13 08:33:08.000000+00:00\", \"2020-06-16 11:33:28.000000+00:00\", \"2019-05-24 04:29:08.000000+00:00\", \"2021-05-27 20:16:35.000000+00:00\"], \"session_ids\": [\"8b31ad7b-690d-4a0b-8871-3d4eb44b3f81\", \"08052a24-4823-4b65-98ea-beb5e7c73f93\", \"11637af1-6f43-499a-82c7-de95195b0d69\", \"b6d8e6bb-a9a1-4584-95d1-cb31e3d5bae5\", \"393cebef-3e00-4b41-a18d-33de8ed176d8\", \"e07743cb-7c01-42d0-9c56-891a042752d6\", \"f084b7aa-fdcb-4a1c-8173-4e9a7bdf6802\", \"868dda5b-2895-4793-9dfb-c0b0ea2d298e\"], \"total_duration\": 1738.0, \"total_sessions\": 8, \"mean_week_duration\": 9.656}}, {\"64628\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-04 09:16:07.000000+00:00\", \"2021-10-17 07:08:53.000000+00:00\"], \"session_ids\": [\"f6dd951d-5d87-488f-9c0f-3cf01b992d30\", \"5f0d861e-f34e-48b9-a35f-ba7d86d83466\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 52.429}}, {\"52123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-12 05:10:13.000000+00:00\", \"2020-06-23 00:15:41.000000+00:00\", \"2022-04-08 02:10:16.000000+00:00\"], \"session_ids\": [\"1a21b808-5463-4206-a7be-a93f7704467f\", \"df7cc1be-edf8-4bbf-9e7e-d02129f85e39\", \"a7909628-05da-47e2-8b35-c71c35472a56\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 7.626}}, {\"53272\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-18 21:29:15.000000+00:00\", \"2022-03-17 13:03:36.000000+00:00\"], \"session_ids\": [\"f0a08249-cd95-4a3c-a219-66f3d974b7d1\", \"708a0867-839c-4ff7-b2a3-adb3e01bd325\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.3}}, {\"37584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-05-26 07:32:12.000000+00:00\", \"2019-01-15 21:25:45.000000+00:00\", \"2021-09-30 00:42:51.000000+00:00\"], \"session_ids\": [\"6baf59c3-fa29-4c24-9c3c-250503324ac7\", \"0c75eb37-ff6d-48bf-87f5-f2f495d89c16\", \"2823918b-ca1d-4f89-aba9-20b09f3fd543\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.224}}, {\"45733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-23 08:55:55.000000+00:00\", \"2020-03-22 23:34:22.000000+00:00\", \"2021-03-26 05:44:56.000000+00:00\"], \"session_ids\": [\"08ba4876-ad74-4285-9778-dba467a190f2\", \"3cc5a9f8-76a6-471e-8689-020c676df455\", \"7625f170-7ee2-4b47-8207-adbce9c61406\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.325}}, {\"59396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-09 02:25:59.000000+00:00\", \"2019-05-20 01:01:14.000000+00:00\", \"2020-03-28 07:16:09.000000+00:00\", \"2022-01-06 08:29:42.000000+00:00\", \"2019-03-09 14:23:38.000000+00:00\", \"2021-09-14 09:34:02.000000+00:00\"], \"session_ids\": [\"6f16a283-5f6b-42cf-a809-9f1cab6eeaa2\", \"f5858923-c5ff-4f8e-95f9-6abb19a0a2f3\", \"e3312b55-f6f4-4fc5-8908-7481d9fc5c6a\", \"6451dcd2-7acc-48a0-8034-63ba040dacee\", \"6a7253be-d2ff-4208-b722-f85ba77206e7\", \"1fd6671d-4426-4545-9721-72e91feaaa4e\"], \"total_duration\": 297.0, \"total_sessions\": 6, \"mean_week_duration\": 2.007}}]\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[{\"68700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-29 05:24:49.000000+00:00\", \"2020-06-25 14:49:18.000000+00:00\"], \"session_ids\": [\"916c170a-a6a2-4f7c-a870-7642258f469d\", \"a1de7557-0fc8-4a66-9965-f81119bbd80e\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 5.25}}, {\"49607\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-15 17:21:19.000000+00:00\", \"2022-06-28 16:51:09.000000+00:00\", \"2022-06-26 06:39:48.000000+00:00\", \"2023-01-14 07:53:53.000000+00:00\", \"2022-10-05 07:41:09.000000+00:00\", \"2023-04-05 11:30:03.000000+00:00\", \"2019-04-02 20:45:48.000000+00:00\", \"2021-08-15 06:14:42.000000+00:00\", \"2019-10-16 19:09:13.000000+00:00\", \"2022-05-01 04:30:30.000000+00:00\"], \"session_ids\": [\"60ecb18b-9705-4c5c-9b86-af8aa01a4064\", \"1a79af80-c386-409a-80f9-669b2fc191a5\", \"c221cdae-2d7f-4d7e-863c-d99f52cd506d\", \"c04d8a54-bf73-4160-965e-844b4f1b34c9\", \"8a544657-6c76-4f2f-931f-cbf89c724ad8\", \"7078707b-106d-4ab4-8cec-f1179ad3244d\", \"cc4f840a-9344-4675-b3c8-28cd8d22d994\", \"446b83b6-f98a-40ca-9aa3-a10fab7de96f\", \"fe9ca60b-d8ae-4e1e-b3c6-d058f8ad931c\", \"5e73cd5d-0a7f-4cf9-811c-7fcb166c0578\"], \"total_duration\": 204.0, \"total_sessions\": 10, \"mean_week_duration\": 0.976}}]\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[{\"68700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-06-29 05:24:49.000000+00:00\", \"2020-06-25 14:49:18.000000+00:00\"], \"session_ids\": [\"916c170a-a6a2-4f7c-a870-7642258f469d\", \"a1de7557-0fc8-4a66-9965-f81119bbd80e\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 5.25}}, {\"49607\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-15 17:21:19.000000+00:00\", \"2022-06-28 16:51:09.000000+00:00\", \"2022-06-26 06:39:48.000000+00:00\", \"2023-01-14 07:53:53.000000+00:00\", \"2022-10-05 07:41:09.000000+00:00\", \"2023-04-05 11:30:03.000000+00:00\", \"2019-04-02 20:45:48.000000+00:00\", \"2021-08-15 06:14:42.000000+00:00\", \"2019-10-16 19:09:13.000000+00:00\", \"2022-05-01 04:30:30.000000+00:00\"], \"session_ids\": [\"60ecb18b-9705-4c5c-9b86-af8aa01a4064\", \"1a79af80-c386-409a-80f9-669b2fc191a5\", \"c221cdae-2d7f-4d7e-863c-d99f52cd506d\", \"c04d8a54-bf73-4160-965e-844b4f1b34c9\", \"8a544657-6c76-4f2f-931f-cbf89c724ad8\", \"7078707b-106d-4ab4-8cec-f1179ad3244d\", \"cc4f840a-9344-4675-b3c8-28cd8d22d994\", \"446b83b6-f98a-40ca-9aa3-a10fab7de96f\", \"fe9ca60b-d8ae-4e1e-b3c6-d058f8ad931c\", \"5e73cd5d-0a7f-4cf9-811c-7fcb166c0578\"], \"total_duration\": 204.0, \"total_sessions\": 10, \"mean_week_duration\": 0.976}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 6 users whose duration of sessions per week is smaller than 32 (not including) and bigger than 24 also execute sorting by average week duration risingly , and get rid of all entries, except 2." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-12 09:56:50.000000+00:00\", \"2019-12-26 16:07:19.000000+00:00\", \"2022-05-14 05:17:52.000000+00:00\", \"2019-09-28 11:52:31.000000+00:00\"], \"session_ids\": [\"c474c5b8-5f7a-4e4e-ac28-80b7591e66e7\", \"5169a6a8-75b7-48df-8546-ea9918fead0a\", \"f81777eb-2f5a-436f-9981-ebcdf404ba09\", \"9833f5bd-5ba1-4027-bc46-4e67bd6c48af\"], \"total_duration\": 1198.0, \"total_sessions\": 4, \"mean_week_duration\": 8.745}, \"25607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-23 15:03:17.000000+00:00\", \"2020-12-16 07:13:11.000000+00:00\"], \"session_ids\": [\"31dd426f-4d46-4e3f-9531-bf3428f79dc1\", \"5e911cab-b39a-46af-a50c-2eccca137e9c\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 6.023}, \"33065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-11 07:31:35.000000+00:00\", \"2022-11-23 01:19:41.000000+00:00\"], \"session_ids\": [\"68a0c688-f53a-4c6f-aa01-0a770524bba5\", \"64ce5d6a-6886-4449-a36d-4632a2d7dc52\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 2.201}, \"86608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-25 06:42:34.000000+00:00\", \"2019-06-25 23:33:13.000000+00:00\"], \"session_ids\": [\"b0251cb4-4f19-414c-a303-7e1b2ef707b7\", \"8a385942-b027-4846-a588-612e9f41e404\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.564}, \"83216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 21:44:35.000000+00:00\", \"2019-03-03 00:11:36.000000+00:00\"], \"session_ids\": [\"2f723d7b-1b50-4ca7-9279-a59cbf79022a\", \"0c84a1bb-8f7a-4ffa-9c25-45bb72d997ff\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}, \"11451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-06-07 20:37:24.000000+00:00\", \"2019-07-16 00:15:16.000000+00:00\"], \"session_ids\": [\"9c0a27f1-d722-4ba0-8788-5aa114f4b213\", \"4b20df86-b47d-43be-aa21-bf91979c0021\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.132}, \"10294\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-02-04 16:57:34.000000+00:00\", \"2021-07-05 13:07:29.000000+00:00\"], \"session_ids\": [\"63f1930a-a041-47c5-9949-2f75b9244740\", \"d4c5930a-afd7-42b2-9ad1-bf416945dd40\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 2.364}, \"31246\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-03-01 17:52:43.000000+00:00\", \"2023-01-29 01:48:54.000000+00:00\"], \"session_ids\": [\"a053a265-3349-478b-aab5-cdc99685d049\", \"5a8fa9db-f529-4bea-80b2-9f5df97b9ba8\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 9.396}, \"63837\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-11-10 16:10:37.000000+00:00\", \"2020-02-14 19:19:44.000000+00:00\", \"2019-06-01 02:39:16.000000+00:00\", \"2023-03-16 10:33:04.000000+00:00\", \"2019-07-29 14:53:37.000000+00:00\", \"2019-02-25 09:34:57.000000+00:00\", \"2021-04-20 05:14:39.000000+00:00\"], \"session_ids\": [\"80cc6264-6944-46d4-8eef-ee1959503562\", \"1c09e412-ec72-40d2-979e-52cca0f00184\", \"b9f8a05f-e7cf-40a5-947b-3ce02418eb45\", \"60983c5d-d725-414a-9523-637f055b8dd0\", \"7d4b6e58-d636-4eb0-b101-f4bf9b171f43\", \"ea431682-4436-4ad6-bf8c-3546991a572f\", \"030b00ff-55aa-43c2-9fec-678d08183dbc\"], \"total_duration\": 3013.0, \"total_sessions\": 7, \"mean_week_duration\": 14.212}, \"50673\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-29 03:40:02.000000+00:00\", \"2019-04-26 21:11:38.000000+00:00\"], \"session_ids\": [\"4cc57b50-ad7e-433d-bed5-482c1069ba04\", \"d15c7d88-11b3-488f-a9ae-23b0f5ca7d04\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 34.154}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 24 and are less than 32" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 32]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show user to me who is topmost user based on duration summation of sessions per week and in addition sort 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{\"63148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-27 21:57:12.000000+00:00\", \"2022-06-22 17:05:24.000000+00:00\", \"2020-12-02 20:00:04.000000+00:00\"], \"session_ids\": [\"d80dca76-fd7a-4644-a941-66a648ab7be8\", \"8476c114-50ae-4f79-9265-4b873c194764\", \"fb448142-14fe-47ac-b705-6955a30e832d\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 4.759}, \"54144\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-12 15:02:38.000000+00:00\", \"2021-07-17 12:53:40.000000+00:00\", \"2019-05-31 09:51:00.000000+00:00\", \"2019-01-31 22:08:40.000000+00:00\"], \"session_ids\": [\"29ce743f-c88a-4af2-b853-3028c51ff423\", \"c049a734-8dc3-45b9-8e8b-a09fbca3f002\", \"c98d508b-d00b-4a50-9c26-144d4eb10fb2\", \"62ffae9c-760a-45b8-9cc3-2b1170ac378e\"], \"total_duration\": 70.0, \"total_sessions\": 4, \"mean_week_duration\": 0.307}, \"69006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-04 13:22:45.000000+00:00\", \"2023-04-16 14:25:06.000000+00:00\"], \"session_ids\": [\"5d02f5d4-efc1-4198-a2c6-4c40991c5355\", \"f2d35890-e755-49c8-b073-2db842cd79fc\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.215}, \"39859\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 07:59:47.000000+00:00\", \"2019-10-18 11:27:16.000000+00:00\", \"2022-09-09 19:26:51.000000+00:00\", \"2019-10-18 14:48:58.000000+00:00\", \"2019-11-26 03:34:35.000000+00:00\", \"2019-10-16 07:43:55.000000+00:00\"], \"session_ids\": [\"5475c988-9fbd-4270-b980-151f7ee0da0a\", \"22485840-2b42-4767-bb76-6f928857500c\", \"bb10462b-b2ac-415f-91e2-80b7ce15e37f\", \"51d1fa64-a69f-469e-a2bf-e49c123288a3\", \"79dcd659-f8f3-415a-b881-cc27b5944d8a\", \"0b2eccc7-5338-440f-a6a3-c13aaed605fb\"], \"total_duration\": 3253.0, \"total_sessions\": 6, \"mean_week_duration\": 21.401}, \"19631\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-24 11:59:33.000000+00:00\", \"2020-04-30 15:17:54.000000+00:00\"], \"session_ids\": [\"d0deab2e-3179-4ade-853b-d08a9ce9543b\", \"f97efe31-0b3e-46f8-a8b8-a2d77affe8ce\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}, \"11560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-05 13:02:16.000000+00:00\", \"2023-01-23 07:18:33.000000+00:00\", \"2019-11-10 13:12:49.000000+00:00\", \"2019-11-25 02:50:01.000000+00:00\"], \"session_ids\": [\"dbc81bbf-3fda-44a6-8627-3e3df3ef3e3e\", \"e47aa5d6-376e-4e4e-bb8e-4c4f4dfc3a2b\", \"a02f25d9-4ae6-41d2-a3bb-a9bc06a1989b\", \"34584610-b05d-4a3f-92b2-0f0248fb6c5f\"], \"total_duration\": 1025.0, \"total_sessions\": 4, \"mean_week_duration\": 6.138}, \"4695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-06-22 15:52:46.000000+00:00\", \"2019-11-10 09:19:58.000000+00:00\"], \"session_ids\": [\"1a67ccc6-42ff-427d-9ea2-49a5a81ca95b\", \"c340c17a-d7d0-473e-91cf-87a7a19a02bc\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}, \"58942\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-06 18:10:37.000000+00:00\", \"2020-08-03 03:29:09.000000+00:00\", \"2023-01-12 20:23:07.000000+00:00\", \"2019-12-08 04:45:01.000000+00:00\", \"2019-11-08 00:17:30.000000+00:00\"], \"session_ids\": [\"b9264686-ee08-4260-924e-70d88d21cb24\", \"644a8bb4-fcff-4b9c-b910-e9b51973369e\", \"4462874b-4020-4b3c-ae91-4c706933e438\", \"ad324172-b13e-472d-a128-919d506fbde2\", \"524b1770-4f3e-4cdb-b2d6-0459fd18f887\"], \"total_duration\": 1309.0, \"total_sessions\": 5, \"mean_week_duration\": 7.886}, \"31150\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-27 15:12:12.000000+00:00\", \"2019-05-14 14:41:58.000000+00:00\"], \"session_ids\": [\"c38751b2-bd3c-4c44-86a5-283e3d48cb3a\", \"fc7537a5-876b-4d32-b4d8-537a7ae57464\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 2.895}, \"13776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-01 14:02:05.000000+00:00\", \"2023-04-07 08:39:25.000000+00:00\"], \"session_ids\": [\"f692e658-633b-41cb-bcc4-7fba583f4a6a\", \"81d78347-96db-4353-a295-3a019a1ad719\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 20.6}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest 1 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"39859\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 07:59:47.000000+00:00\", \"2019-10-18 11:27:16.000000+00:00\", \"2022-09-09 19:26:51.000000+00:00\", \"2019-10-18 14:48:58.000000+00:00\", \"2019-11-26 03:34:35.000000+00:00\", \"2019-10-16 07:43:55.000000+00:00\"], \"session_ids\": [\"5475c988-9fbd-4270-b980-151f7ee0da0a\", \"22485840-2b42-4767-bb76-6f928857500c\", \"bb10462b-b2ac-415f-91e2-80b7ce15e37f\", \"51d1fa64-a69f-469e-a2bf-e49c123288a3\", \"79dcd659-f8f3-415a-b881-cc27b5944d8a\", \"0b2eccc7-5338-440f-a6a3-c13aaed605fb\"], \"total_duration\": 3253.0, \"total_sessions\": 6, \"mean_week_duration\": 21.401}}, {\"13776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-01 14:02:05.000000+00:00\", \"2023-04-07 08:39:25.000000+00:00\"], \"session_ids\": [\"f692e658-633b-41cb-bcc4-7fba583f4a6a\", \"81d78347-96db-4353-a295-3a019a1ad719\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 20.6}}, {\"58942\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-06 18:10:37.000000+00:00\", \"2020-08-03 03:29:09.000000+00:00\", \"2023-01-12 20:23:07.000000+00:00\", \"2019-12-08 04:45:01.000000+00:00\", \"2019-11-08 00:17:30.000000+00:00\"], \"session_ids\": [\"b9264686-ee08-4260-924e-70d88d21cb24\", \"644a8bb4-fcff-4b9c-b910-e9b51973369e\", \"4462874b-4020-4b3c-ae91-4c706933e438\", \"ad324172-b13e-472d-a128-919d506fbde2\", \"524b1770-4f3e-4cdb-b2d6-0459fd18f887\"], \"total_duration\": 1309.0, \"total_sessions\": 5, \"mean_week_duration\": 7.886}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-01 14:02:05.000000+00:00\", \"2023-04-07 08:39:25.000000+00:00\"], \"session_ids\": [\"f692e658-633b-41cb-bcc4-7fba583f4a6a\", \"81d78347-96db-4353-a295-3a019a1ad719\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 20.6}}, {\"58942\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-06 18:10:37.000000+00:00\", \"2020-08-03 03:29:09.000000+00:00\", \"2023-01-12 20:23:07.000000+00:00\", \"2019-12-08 04:45:01.000000+00:00\", \"2019-11-08 00:17:30.000000+00:00\"], \"session_ids\": [\"b9264686-ee08-4260-924e-70d88d21cb24\", \"644a8bb4-fcff-4b9c-b910-e9b51973369e\", \"4462874b-4020-4b3c-ae91-4c706933e438\", \"ad324172-b13e-472d-a128-919d506fbde2\", \"524b1770-4f3e-4cdb-b2d6-0459fd18f887\"], \"total_duration\": 1309.0, \"total_sessions\": 5, \"mean_week_duration\": 7.886}}, {\"39859\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 07:59:47.000000+00:00\", \"2019-10-18 11:27:16.000000+00:00\", \"2022-09-09 19:26:51.000000+00:00\", \"2019-10-18 14:48:58.000000+00:00\", \"2019-11-26 03:34:35.000000+00:00\", \"2019-10-16 07:43:55.000000+00:00\"], \"session_ids\": [\"5475c988-9fbd-4270-b980-151f7ee0da0a\", \"22485840-2b42-4767-bb76-6f928857500c\", \"bb10462b-b2ac-415f-91e2-80b7ce15e37f\", \"51d1fa64-a69f-469e-a2bf-e49c123288a3\", \"79dcd659-f8f3-415a-b881-cc27b5944d8a\", \"0b2eccc7-5338-440f-a6a3-c13aaed605fb\"], \"total_duration\": 3253.0, \"total_sessions\": 6, \"mean_week_duration\": 21.401}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-01 14:02:05.000000+00:00\", \"2023-04-07 08:39:25.000000+00:00\"], \"session_ids\": [\"f692e658-633b-41cb-bcc4-7fba583f4a6a\", \"81d78347-96db-4353-a295-3a019a1ad719\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 20.6}}]\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[{\"13776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-01 14:02:05.000000+00:00\", \"2023-04-07 08:39:25.000000+00:00\"], \"session_ids\": [\"f692e658-633b-41cb-bcc4-7fba583f4a6a\", \"81d78347-96db-4353-a295-3a019a1ad719\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 20.6}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user I can't find living in cities San Pedro, Ho Chi Minh City, Edinburgh, Tokyo, Lima, Berlin, Zurich , apply sorting by overall total duration descendingly and remain only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 07:15:56.000000+00:00\", \"2020-02-18 07:23:56.000000+00:00\", \"2021-08-11 04:11:47.000000+00:00\", \"2021-01-18 23:20:25.000000+00:00\", \"2021-07-26 20:43:51.000000+00:00\"], \"session_ids\": [\"0cced43b-3f93-4eae-a0da-5b7de95fc1cf\", \"1c42345f-f984-496b-9154-f471934e306f\", \"9be47d73-a910-4b2f-a9b6-3dadd6692ae4\", \"e477414e-212c-4842-8286-49ce90211fb6\", \"01521bf0-ffae-4630-974b-9ab2d3926969\"], \"total_duration\": 1270.0, \"total_sessions\": 5, \"mean_week_duration\": 16.494}, \"73225\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-10 04:20:56.000000+00:00\", \"2022-02-06 15:38:53.000000+00:00\", \"2022-06-12 08:04:43.000000+00:00\", \"2022-01-31 10:39:10.000000+00:00\", \"2019-05-08 05:16:05.000000+00:00\"], \"session_ids\": [\"09d26c5d-95b6-4d03-bd0d-3e24050db533\", \"9f0d4757-c776-4707-bf0d-760bf48e3036\", \"6efdbf52-299a-4f12-80be-e76c7a3acd1c\", \"d4516eb7-208d-4330-b3e8-3af000114750\", \"5661a520-c27f-41a3-922b-33fa57aa9c6a\"], \"total_duration\": 497.0, \"total_sessions\": 5, \"mean_week_duration\": 3.068}, \"22845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-24 23:20:00.000000+00:00\", \"2019-08-04 12:42:39.000000+00:00\", \"2023-06-10 21:51:34.000000+00:00\", \"2020-11-27 16:48:51.000000+00:00\", \"2022-10-30 14:03:05.000000+00:00\", \"2019-04-02 04:10:55.000000+00:00\", \"2019-07-10 12:04:05.000000+00:00\"], \"session_ids\": [\"c223c001-637f-4a44-a0c2-dab5baa71538\", \"6bd64a77-0c7a-45ff-b6cf-6679e4505d98\", \"8a9224e9-c302-4171-af01-d11a202bbfc3\", \"5b902dfb-8b06-455d-97d2-449e9b4b61d2\", \"a64640fc-0db0-45b8-8905-c50d39995fae\", \"345c8382-2864-485c-95d4-8364e7d962d1\", \"7a1cc231-ec4b-4abb-88ae-d59d116a4583\"], \"total_duration\": 78.0, \"total_sessions\": 7, \"mean_week_duration\": 0.356}, \"20422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-05 22:00:49.000000+00:00\", \"2022-08-14 12:36:56.000000+00:00\", \"2020-09-12 15:14:07.000000+00:00\"], \"session_ids\": [\"c5fe2286-6042-4812-a7f2-39428a70fa24\", \"b73a0641-2dbc-4397-8cf9-71cc90024e36\", \"e6093258-5799-4ba2-a7af-2ce8c9ba5a13\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.417}, \"23988\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-01-28 02:11:40.000000+00:00\", \"2022-06-01 03:11:36.000000+00:00\", \"2020-11-02 00:55:53.000000+00:00\", \"2019-10-21 22:58:03.000000+00:00\", \"2021-03-02 12:29:25.000000+00:00\", \"2020-09-05 10:25:01.000000+00:00\"], \"session_ids\": [\"6912b7b9-cefa-478c-b8e8-d06e504e4b94\", \"c5e976f7-86d3-4445-ab63-b542baa2f498\", \"68a9a46a-250f-415b-b6bb-263fc6e06c49\", \"4e4853ae-8235-4404-90b8-5a2cc72b52bb\", \"0aacc817-8631-45c9-aab3-70340d874181\", \"d016cfa1-871c-4cf0-8eb4-d35f4bec263d\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 2.328}, \"76596\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-20 19:56:01.000000+00:00\", \"2021-07-01 04:46:12.000000+00:00\"], \"session_ids\": [\"d1da5962-5177-4844-b5c3-174a2177f3ab\", \"62beb997-af10-484c-9d92-12da369beb05\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}, \"12170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-30 00:12:03.000000+00:00\", \"2023-01-08 20:23:40.000000+00:00\", \"2020-03-01 18:03:35.000000+00:00\", \"2019-04-08 13:16:49.000000+00:00\", \"2022-01-12 05:24:00.000000+00:00\", \"2022-09-14 11:07:42.000000+00:00\"], \"session_ids\": [\"6f1b14c1-c19d-4bd8-bfd9-3efcab9d11e3\", \"a64ce2fa-7174-4b3a-8589-73b798b048f2\", \"a0d9983b-6919-4e16-b8a5-722b08033991\", \"2461b297-1daf-4d03-91ce-9c2b9a9a01ec\", \"e2cbb09b-8703-4c1c-aa6a-0eeb329e648f\", \"096ab29b-73ca-48c7-bc9e-6c966af2474d\"], \"total_duration\": 1231.0, \"total_sessions\": 6, \"mean_week_duration\": 6.281}, \"41402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-27 18:50:49.000000+00:00\", \"2023-02-26 18:51:49.000000+00:00\", \"2021-07-14 14:03:04.000000+00:00\", \"2021-06-12 23:13:29.000000+00:00\", \"2021-03-19 05:58:17.000000+00:00\"], \"session_ids\": [\"54b3adec-80e4-4d3c-bace-cf7e94f2e010\", \"1765c050-40a4-4869-a128-84864ba2faf5\", \"7be51817-efa2-48c4-b0c1-d8112930b994\", \"fc2a6c90-348a-42c9-aa82-e8ffbba70551\", \"d279c2b6-6138-4220-b4e9-a6d163983054\"], \"total_duration\": 656.0, \"total_sessions\": 5, \"mean_week_duration\": 3.417}, \"27728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-27 07:15:44.000000+00:00\", \"2023-01-07 10:13:46.000000+00:00\", \"2020-09-21 23:53:55.000000+00:00\", \"2021-10-25 07:53:10.000000+00:00\", \"2020-08-21 16:31:50.000000+00:00\", \"2020-05-25 10:36:33.000000+00:00\"], \"session_ids\": [\"7d068f48-da53-46f2-9744-780233e44cb8\", \"7550051c-715e-4d16-a8d7-154d2bb702ac\", \"7b374fe6-0500-4a6e-beca-91bad8852144\", \"09cbc5a4-91d5-40cf-955e-ea8cb705f879\", \"a570d66d-93c7-4ced-b9e2-b8cc59f3efaf\", \"1b879b17-caad-4e11-8a2f-dffbe54f8e73\"], \"total_duration\": 369.0, \"total_sessions\": 6, \"mean_week_duration\": 2.46}, \"96560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-01 13:21:45.000000+00:00\", \"2022-05-07 06:24:55.000000+00:00\"], \"session_ids\": [\"6d7dc352-17ee-4e8e-bf2d-3cef3dfb97df\", \"b18227d4-c101-4429-a20c-e28f01c7b1c0\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 6.093}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not San Pedro, Ho Chi Minh City, Edinburgh, Tokyo, Lima, Berlin, Zurich" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Pedro\", \"Ho Chi Minh City\", \"Edinburgh\", \"Tokyo\", \"Lima\", \"Berlin\", \"Zurich\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 07:15:56.000000+00:00\", \"2020-02-18 07:23:56.000000+00:00\", \"2021-08-11 04:11:47.000000+00:00\", \"2021-01-18 23:20:25.000000+00:00\", \"2021-07-26 20:43:51.000000+00:00\"], \"session_ids\": [\"0cced43b-3f93-4eae-a0da-5b7de95fc1cf\", \"1c42345f-f984-496b-9154-f471934e306f\", \"9be47d73-a910-4b2f-a9b6-3dadd6692ae4\", \"e477414e-212c-4842-8286-49ce90211fb6\", \"01521bf0-ffae-4630-974b-9ab2d3926969\"], \"total_duration\": 1270.0, \"total_sessions\": 5, \"mean_week_duration\": 16.494}, \"73225\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-10 04:20:56.000000+00:00\", \"2022-02-06 15:38:53.000000+00:00\", \"2022-06-12 08:04:43.000000+00:00\", \"2022-01-31 10:39:10.000000+00:00\", \"2019-05-08 05:16:05.000000+00:00\"], \"session_ids\": [\"09d26c5d-95b6-4d03-bd0d-3e24050db533\", \"9f0d4757-c776-4707-bf0d-760bf48e3036\", \"6efdbf52-299a-4f12-80be-e76c7a3acd1c\", \"d4516eb7-208d-4330-b3e8-3af000114750\", \"5661a520-c27f-41a3-922b-33fa57aa9c6a\"], \"total_duration\": 497.0, \"total_sessions\": 5, \"mean_week_duration\": 3.068}, \"22845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-24 23:20:00.000000+00:00\", \"2019-08-04 12:42:39.000000+00:00\", \"2023-06-10 21:51:34.000000+00:00\", \"2020-11-27 16:48:51.000000+00:00\", \"2022-10-30 14:03:05.000000+00:00\", \"2019-04-02 04:10:55.000000+00:00\", \"2019-07-10 12:04:05.000000+00:00\"], \"session_ids\": [\"c223c001-637f-4a44-a0c2-dab5baa71538\", \"6bd64a77-0c7a-45ff-b6cf-6679e4505d98\", \"8a9224e9-c302-4171-af01-d11a202bbfc3\", \"5b902dfb-8b06-455d-97d2-449e9b4b61d2\", \"a64640fc-0db0-45b8-8905-c50d39995fae\", \"345c8382-2864-485c-95d4-8364e7d962d1\", \"7a1cc231-ec4b-4abb-88ae-d59d116a4583\"], \"total_duration\": 78.0, \"total_sessions\": 7, \"mean_week_duration\": 0.356}, \"20422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-05 22:00:49.000000+00:00\", \"2022-08-14 12:36:56.000000+00:00\", \"2020-09-12 15:14:07.000000+00:00\"], \"session_ids\": [\"c5fe2286-6042-4812-a7f2-39428a70fa24\", \"b73a0641-2dbc-4397-8cf9-71cc90024e36\", \"e6093258-5799-4ba2-a7af-2ce8c9ba5a13\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.417}, \"23988\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-01-28 02:11:40.000000+00:00\", \"2022-06-01 03:11:36.000000+00:00\", \"2020-11-02 00:55:53.000000+00:00\", \"2019-10-21 22:58:03.000000+00:00\", \"2021-03-02 12:29:25.000000+00:00\", \"2020-09-05 10:25:01.000000+00:00\"], \"session_ids\": [\"6912b7b9-cefa-478c-b8e8-d06e504e4b94\", \"c5e976f7-86d3-4445-ab63-b542baa2f498\", \"68a9a46a-250f-415b-b6bb-263fc6e06c49\", \"4e4853ae-8235-4404-90b8-5a2cc72b52bb\", \"0aacc817-8631-45c9-aab3-70340d874181\", \"d016cfa1-871c-4cf0-8eb4-d35f4bec263d\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 2.328}, \"76596\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-20 19:56:01.000000+00:00\", \"2021-07-01 04:46:12.000000+00:00\"], \"session_ids\": [\"d1da5962-5177-4844-b5c3-174a2177f3ab\", \"62beb997-af10-484c-9d92-12da369beb05\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}, \"12170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-30 00:12:03.000000+00:00\", \"2023-01-08 20:23:40.000000+00:00\", \"2020-03-01 18:03:35.000000+00:00\", \"2019-04-08 13:16:49.000000+00:00\", \"2022-01-12 05:24:00.000000+00:00\", \"2022-09-14 11:07:42.000000+00:00\"], \"session_ids\": [\"6f1b14c1-c19d-4bd8-bfd9-3efcab9d11e3\", \"a64ce2fa-7174-4b3a-8589-73b798b048f2\", \"a0d9983b-6919-4e16-b8a5-722b08033991\", \"2461b297-1daf-4d03-91ce-9c2b9a9a01ec\", \"e2cbb09b-8703-4c1c-aa6a-0eeb329e648f\", \"096ab29b-73ca-48c7-bc9e-6c966af2474d\"], \"total_duration\": 1231.0, \"total_sessions\": 6, \"mean_week_duration\": 6.281}, \"41402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-27 18:50:49.000000+00:00\", \"2023-02-26 18:51:49.000000+00:00\", \"2021-07-14 14:03:04.000000+00:00\", \"2021-06-12 23:13:29.000000+00:00\", \"2021-03-19 05:58:17.000000+00:00\"], \"session_ids\": [\"54b3adec-80e4-4d3c-bace-cf7e94f2e010\", \"1765c050-40a4-4869-a128-84864ba2faf5\", \"7be51817-efa2-48c4-b0c1-d8112930b994\", \"fc2a6c90-348a-42c9-aa82-e8ffbba70551\", \"d279c2b6-6138-4220-b4e9-a6d163983054\"], \"total_duration\": 656.0, \"total_sessions\": 5, \"mean_week_duration\": 3.417}, \"27728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-27 07:15:44.000000+00:00\", \"2023-01-07 10:13:46.000000+00:00\", \"2020-09-21 23:53:55.000000+00:00\", \"2021-10-25 07:53:10.000000+00:00\", \"2020-08-21 16:31:50.000000+00:00\", \"2020-05-25 10:36:33.000000+00:00\"], \"session_ids\": [\"7d068f48-da53-46f2-9744-780233e44cb8\", \"7550051c-715e-4d16-a8d7-154d2bb702ac\", \"7b374fe6-0500-4a6e-beca-91bad8852144\", \"09cbc5a4-91d5-40cf-955e-ea8cb705f879\", \"a570d66d-93c7-4ced-b9e2-b8cc59f3efaf\", \"1b879b17-caad-4e11-8a2f-dffbe54f8e73\"], \"total_duration\": 369.0, \"total_sessions\": 6, \"mean_week_duration\": 2.46}, \"96560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-01 13:21:45.000000+00:00\", \"2022-05-07 06:24:55.000000+00:00\"], \"session_ids\": [\"6d7dc352-17ee-4e8e-bf2d-3cef3dfb97df\", \"b18227d4-c101-4429-a20c-e28f01c7b1c0\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 6.093}}\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[{\"97177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 07:15:56.000000+00:00\", \"2020-02-18 07:23:56.000000+00:00\", \"2021-08-11 04:11:47.000000+00:00\", \"2021-01-18 23:20:25.000000+00:00\", \"2021-07-26 20:43:51.000000+00:00\"], \"session_ids\": [\"0cced43b-3f93-4eae-a0da-5b7de95fc1cf\", \"1c42345f-f984-496b-9154-f471934e306f\", \"9be47d73-a910-4b2f-a9b6-3dadd6692ae4\", \"e477414e-212c-4842-8286-49ce90211fb6\", \"01521bf0-ffae-4630-974b-9ab2d3926969\"], \"total_duration\": 1270.0, \"total_sessions\": 5, \"mean_week_duration\": 16.494}}, {\"12170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-30 00:12:03.000000+00:00\", \"2023-01-08 20:23:40.000000+00:00\", \"2020-03-01 18:03:35.000000+00:00\", \"2019-04-08 13:16:49.000000+00:00\", \"2022-01-12 05:24:00.000000+00:00\", \"2022-09-14 11:07:42.000000+00:00\"], \"session_ids\": [\"6f1b14c1-c19d-4bd8-bfd9-3efcab9d11e3\", \"a64ce2fa-7174-4b3a-8589-73b798b048f2\", \"a0d9983b-6919-4e16-b8a5-722b08033991\", \"2461b297-1daf-4d03-91ce-9c2b9a9a01ec\", \"e2cbb09b-8703-4c1c-aa6a-0eeb329e648f\", \"096ab29b-73ca-48c7-bc9e-6c966af2474d\"], \"total_duration\": 1231.0, \"total_sessions\": 6, \"mean_week_duration\": 6.281}}, {\"41402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-27 18:50:49.000000+00:00\", \"2023-02-26 18:51:49.000000+00:00\", \"2021-07-14 14:03:04.000000+00:00\", \"2021-06-12 23:13:29.000000+00:00\", \"2021-03-19 05:58:17.000000+00:00\"], \"session_ids\": [\"54b3adec-80e4-4d3c-bace-cf7e94f2e010\", \"1765c050-40a4-4869-a128-84864ba2faf5\", \"7be51817-efa2-48c4-b0c1-d8112930b994\", \"fc2a6c90-348a-42c9-aa82-e8ffbba70551\", \"d279c2b6-6138-4220-b4e9-a6d163983054\"], \"total_duration\": 656.0, \"total_sessions\": 5, \"mean_week_duration\": 3.417}}, {\"73225\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-10 04:20:56.000000+00:00\", \"2022-02-06 15:38:53.000000+00:00\", \"2022-06-12 08:04:43.000000+00:00\", \"2022-01-31 10:39:10.000000+00:00\", \"2019-05-08 05:16:05.000000+00:00\"], \"session_ids\": [\"09d26c5d-95b6-4d03-bd0d-3e24050db533\", \"9f0d4757-c776-4707-bf0d-760bf48e3036\", \"6efdbf52-299a-4f12-80be-e76c7a3acd1c\", \"d4516eb7-208d-4330-b3e8-3af000114750\", \"5661a520-c27f-41a3-922b-33fa57aa9c6a\"], \"total_duration\": 497.0, \"total_sessions\": 5, \"mean_week_duration\": 3.068}}, {\"96560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-01 13:21:45.000000+00:00\", \"2022-05-07 06:24:55.000000+00:00\"], \"session_ids\": [\"6d7dc352-17ee-4e8e-bf2d-3cef3dfb97df\", \"b18227d4-c101-4429-a20c-e28f01c7b1c0\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 6.093}}, {\"27728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-27 07:15:44.000000+00:00\", \"2023-01-07 10:13:46.000000+00:00\", \"2020-09-21 23:53:55.000000+00:00\", \"2021-10-25 07:53:10.000000+00:00\", \"2020-08-21 16:31:50.000000+00:00\", \"2020-05-25 10:36:33.000000+00:00\"], \"session_ids\": [\"7d068f48-da53-46f2-9744-780233e44cb8\", \"7550051c-715e-4d16-a8d7-154d2bb702ac\", \"7b374fe6-0500-4a6e-beca-91bad8852144\", \"09cbc5a4-91d5-40cf-955e-ea8cb705f879\", \"a570d66d-93c7-4ced-b9e2-b8cc59f3efaf\", \"1b879b17-caad-4e11-8a2f-dffbe54f8e73\"], \"total_duration\": 369.0, \"total_sessions\": 6, \"mean_week_duration\": 2.46}}, {\"23988\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-01-28 02:11:40.000000+00:00\", \"2022-06-01 03:11:36.000000+00:00\", \"2020-11-02 00:55:53.000000+00:00\", \"2019-10-21 22:58:03.000000+00:00\", \"2021-03-02 12:29:25.000000+00:00\", \"2020-09-05 10:25:01.000000+00:00\"], \"session_ids\": [\"6912b7b9-cefa-478c-b8e8-d06e504e4b94\", \"c5e976f7-86d3-4445-ab63-b542baa2f498\", \"68a9a46a-250f-415b-b6bb-263fc6e06c49\", \"4e4853ae-8235-4404-90b8-5a2cc72b52bb\", \"0aacc817-8631-45c9-aab3-70340d874181\", \"d016cfa1-871c-4cf0-8eb4-d35f4bec263d\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 2.328}}, {\"22845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-24 23:20:00.000000+00:00\", \"2019-08-04 12:42:39.000000+00:00\", \"2023-06-10 21:51:34.000000+00:00\", \"2020-11-27 16:48:51.000000+00:00\", \"2022-10-30 14:03:05.000000+00:00\", \"2019-04-02 04:10:55.000000+00:00\", \"2019-07-10 12:04:05.000000+00:00\"], \"session_ids\": [\"c223c001-637f-4a44-a0c2-dab5baa71538\", \"6bd64a77-0c7a-45ff-b6cf-6679e4505d98\", \"8a9224e9-c302-4171-af01-d11a202bbfc3\", \"5b902dfb-8b06-455d-97d2-449e9b4b61d2\", \"a64640fc-0db0-45b8-8905-c50d39995fae\", \"345c8382-2864-485c-95d4-8364e7d962d1\", \"7a1cc231-ec4b-4abb-88ae-d59d116a4583\"], \"total_duration\": 78.0, \"total_sessions\": 7, \"mean_week_duration\": 0.356}}, {\"20422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-05 22:00:49.000000+00:00\", \"2022-08-14 12:36:56.000000+00:00\", \"2020-09-12 15:14:07.000000+00:00\"], \"session_ids\": [\"c5fe2286-6042-4812-a7f2-39428a70fa24\", \"b73a0641-2dbc-4397-8cf9-71cc90024e36\", \"e6093258-5799-4ba2-a7af-2ce8c9ba5a13\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.417}}, {\"76596\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-20 19:56:01.000000+00:00\", \"2021-07-01 04:46:12.000000+00:00\"], \"session_ids\": [\"d1da5962-5177-4844-b5c3-174a2177f3ab\", \"62beb997-af10-484c-9d92-12da369beb05\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}}]\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[{\"97177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 07:15:56.000000+00:00\", \"2020-02-18 07:23:56.000000+00:00\", \"2021-08-11 04:11:47.000000+00:00\", \"2021-01-18 23:20:25.000000+00:00\", \"2021-07-26 20:43:51.000000+00:00\"], \"session_ids\": [\"0cced43b-3f93-4eae-a0da-5b7de95fc1cf\", \"1c42345f-f984-496b-9154-f471934e306f\", \"9be47d73-a910-4b2f-a9b6-3dadd6692ae4\", \"e477414e-212c-4842-8286-49ce90211fb6\", \"01521bf0-ffae-4630-974b-9ab2d3926969\"], \"total_duration\": 1270.0, \"total_sessions\": 5, \"mean_week_duration\": 16.494}}, {\"12170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-30 00:12:03.000000+00:00\", \"2023-01-08 20:23:40.000000+00:00\", \"2020-03-01 18:03:35.000000+00:00\", \"2019-04-08 13:16:49.000000+00:00\", \"2022-01-12 05:24:00.000000+00:00\", \"2022-09-14 11:07:42.000000+00:00\"], \"session_ids\": [\"6f1b14c1-c19d-4bd8-bfd9-3efcab9d11e3\", \"a64ce2fa-7174-4b3a-8589-73b798b048f2\", \"a0d9983b-6919-4e16-b8a5-722b08033991\", \"2461b297-1daf-4d03-91ce-9c2b9a9a01ec\", \"e2cbb09b-8703-4c1c-aa6a-0eeb329e648f\", \"096ab29b-73ca-48c7-bc9e-6c966af2474d\"], \"total_duration\": 1231.0, \"total_sessions\": 6, \"mean_week_duration\": 6.281}}, {\"41402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-27 18:50:49.000000+00:00\", \"2023-02-26 18:51:49.000000+00:00\", \"2021-07-14 14:03:04.000000+00:00\", \"2021-06-12 23:13:29.000000+00:00\", \"2021-03-19 05:58:17.000000+00:00\"], \"session_ids\": [\"54b3adec-80e4-4d3c-bace-cf7e94f2e010\", \"1765c050-40a4-4869-a128-84864ba2faf5\", \"7be51817-efa2-48c4-b0c1-d8112930b994\", \"fc2a6c90-348a-42c9-aa82-e8ffbba70551\", \"d279c2b6-6138-4220-b4e9-a6d163983054\"], \"total_duration\": 656.0, \"total_sessions\": 5, \"mean_week_duration\": 3.417}}, {\"73225\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-10 04:20:56.000000+00:00\", \"2022-02-06 15:38:53.000000+00:00\", \"2022-06-12 08:04:43.000000+00:00\", \"2022-01-31 10:39:10.000000+00:00\", \"2019-05-08 05:16:05.000000+00:00\"], \"session_ids\": [\"09d26c5d-95b6-4d03-bd0d-3e24050db533\", \"9f0d4757-c776-4707-bf0d-760bf48e3036\", \"6efdbf52-299a-4f12-80be-e76c7a3acd1c\", \"d4516eb7-208d-4330-b3e8-3af000114750\", \"5661a520-c27f-41a3-922b-33fa57aa9c6a\"], \"total_duration\": 497.0, \"total_sessions\": 5, \"mean_week_duration\": 3.068}}]\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[{\"97177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 07:15:56.000000+00:00\", \"2020-02-18 07:23:56.000000+00:00\", \"2021-08-11 04:11:47.000000+00:00\", \"2021-01-18 23:20:25.000000+00:00\", \"2021-07-26 20:43:51.000000+00:00\"], \"session_ids\": [\"0cced43b-3f93-4eae-a0da-5b7de95fc1cf\", \"1c42345f-f984-496b-9154-f471934e306f\", \"9be47d73-a910-4b2f-a9b6-3dadd6692ae4\", \"e477414e-212c-4842-8286-49ce90211fb6\", \"01521bf0-ffae-4630-974b-9ab2d3926969\"], \"total_duration\": 1270.0, \"total_sessions\": 5, \"mean_week_duration\": 16.494}}, {\"12170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-30 00:12:03.000000+00:00\", \"2023-01-08 20:23:40.000000+00:00\", \"2020-03-01 18:03:35.000000+00:00\", \"2019-04-08 13:16:49.000000+00:00\", \"2022-01-12 05:24:00.000000+00:00\", \"2022-09-14 11:07:42.000000+00:00\"], \"session_ids\": [\"6f1b14c1-c19d-4bd8-bfd9-3efcab9d11e3\", \"a64ce2fa-7174-4b3a-8589-73b798b048f2\", \"a0d9983b-6919-4e16-b8a5-722b08033991\", \"2461b297-1daf-4d03-91ce-9c2b9a9a01ec\", \"e2cbb09b-8703-4c1c-aa6a-0eeb329e648f\", \"096ab29b-73ca-48c7-bc9e-6c966af2474d\"], \"total_duration\": 1231.0, \"total_sessions\": 6, \"mean_week_duration\": 6.281}}, {\"41402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-27 18:50:49.000000+00:00\", \"2023-02-26 18:51:49.000000+00:00\", \"2021-07-14 14:03:04.000000+00:00\", \"2021-06-12 23:13:29.000000+00:00\", \"2021-03-19 05:58:17.000000+00:00\"], \"session_ids\": [\"54b3adec-80e4-4d3c-bace-cf7e94f2e010\", \"1765c050-40a4-4869-a128-84864ba2faf5\", \"7be51817-efa2-48c4-b0c1-d8112930b994\", \"fc2a6c90-348a-42c9-aa82-e8ffbba70551\", \"d279c2b6-6138-4220-b4e9-a6d163983054\"], \"total_duration\": 656.0, \"total_sessions\": 5, \"mean_week_duration\": 3.417}}, {\"73225\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-10 04:20:56.000000+00:00\", \"2022-02-06 15:38:53.000000+00:00\", \"2022-06-12 08:04:43.000000+00:00\", \"2022-01-31 10:39:10.000000+00:00\", \"2019-05-08 05:16:05.000000+00:00\"], \"session_ids\": [\"09d26c5d-95b6-4d03-bd0d-3e24050db533\", \"9f0d4757-c776-4707-bf0d-760bf48e3036\", \"6efdbf52-299a-4f12-80be-e76c7a3acd1c\", \"d4516eb7-208d-4330-b3e8-3af000114750\", \"5661a520-c27f-41a3-922b-33fa57aa9c6a\"], \"total_duration\": 497.0, \"total_sessions\": 5, \"mean_week_duration\": 3.068}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 7 users who are currently living in city Madrid as well as execute sorting by urban title from the largest to the smallest." } ]
[ { "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{\"24072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-04 06:31:13.000000+00:00\", \"2021-05-12 15:13:16.000000+00:00\"], \"session_ids\": [\"4cf211b4-bd94-44e7-bb75-102b0224832b\", \"f2a329da-c1e1-4d4c-a5c5-0f4c7082399e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}, \"5434\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-31 16:14:49.000000+00:00\", \"2019-03-18 11:46:08.000000+00:00\"], \"session_ids\": [\"b2232e10-3c06-40a4-97ec-74268a585ce7\", \"0057b1c3-e863-4b4f-9712-752a257105a7\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.539}, \"98315\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-07 01:55:37.000000+00:00\", \"2020-12-13 18:21:38.000000+00:00\"], \"session_ids\": [\"bbd4e941-2940-4036-9b58-69df484ac8e0\", \"56824054-4d08-44a7-a9e0-2565977f51cd\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 137.0}, \"72163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-24 03:35:02.000000+00:00\", \"2021-04-24 11:03:24.000000+00:00\"], \"session_ids\": [\"7891b627-3540-444b-9f81-0454095ea85d\", \"b41e6792-f051-4502-bdfb-ae39380d7511\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 1.328}, \"43726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 9, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-22 03:30:15.000000+00:00\", \"2022-05-02 04:47:30.000000+00:00\"], \"session_ids\": [\"1a38ce27-5936-4668-a05c-3948d77610b9\", \"ea3e1fba-9df7-4881-afbd-90fe730fd885\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.524}, \"10366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-09-30 06:08:54.000000+00:00\", \"2022-04-09 00:29:38.000000+00:00\"], \"session_ids\": [\"2eb8b702-eea1-4bfa-9a53-62d39a95070d\", \"5bf7216b-ca0b-40e4-b449-b54c79ca6870\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 4.929}, \"78704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-16 12:08:30.000000+00:00\", \"2022-08-02 19:54:29.000000+00:00\", \"2019-10-27 22:40:32.000000+00:00\", \"2023-02-14 22:27:30.000000+00:00\", \"2023-05-11 21:15:04.000000+00:00\", \"2020-12-24 18:53:39.000000+00:00\"], \"session_ids\": [\"6cfb0f7d-bcac-4728-92be-b07b32118de7\", \"1aa3b59b-5dee-4e98-a13d-c004f3b63d0c\", \"c55afaad-7866-48c2-b276-7883b8d10cbc\", \"f53180ce-8d1c-47a7-a3e5-74552629c951\", \"ae8c6102-d46c-4fee-a8f2-3d2e9a560589\", \"bcd1ea68-e878-44e6-8c00-12cc2b2684d0\"], \"total_duration\": 439.0, \"total_sessions\": 6, \"mean_week_duration\": 2.373}, \"89413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-30 10:03:55.000000+00:00\", \"2022-10-08 20:22:47.000000+00:00\"], \"session_ids\": [\"010f168f-17c9-4a04-b727-6099011f357a\", \"f662fadb-c17b-4a71-9614-61bc1c7ca1a3\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 3.036}, \"1071\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-30 04:10:39.000000+00:00\", \"2019-10-30 00:38:58.000000+00:00\", \"2022-09-24 10:38:32.000000+00:00\"], \"session_ids\": [\"52c9a48a-3cac-48ca-9e0c-0d32ecb2d6a7\", \"be0b1b1b-c7ab-4477-84aa-6a639bbb46e9\", \"8f360f50-be11-4126-9064-8ae496eda7b3\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 1.434}, \"73082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-04-02 03:19:56.000000+00:00\", \"2019-12-05 02:19:34.000000+00:00\", \"2022-02-14 02:56:30.000000+00:00\", \"2023-06-22 06:21:07.000000+00:00\", \"2020-12-20 04:52:20.000000+00:00\", \"2022-03-30 23:04:58.000000+00:00\", \"2020-02-07 13:02:24.000000+00:00\", \"2020-06-26 05:26:00.000000+00:00\", \"2021-09-15 13:13:09.000000+00:00\"], \"session_ids\": [\"cf3b55a5-963f-437b-98be-4eda8ae0b6b3\", \"5838031b-f80c-4c6f-81d0-c3d27d6894a7\", \"959b767b-37e1-4dd7-b356-83eea007c2cd\", \"b03e8802-3f50-47b2-bd8f-f9c5e1323de2\", \"21336134-b083-4778-a95a-5a19c706ed57\", \"7dce2c5d-cb84-4d82-bb9c-fc79a1aefce9\", \"d2305542-de51-4c23-be17-d827b9131b1d\", \"17101bdb-476c-456a-a6c7-58c96c807819\", \"071e5dfe-c509-43c5-ad18-66a904135178\"], \"total_duration\": 10679.0, \"total_sessions\": 9, \"mean_week_duration\": 48.321}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Madrid" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Madrid\"]]}}}\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": "Inform me about the user who has quantity of sessions bigger than 2 and implement sorting by town_name in asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10732\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-29 12:46:56.000000+00:00\", \"2022-03-29 04:01:25.000000+00:00\"], \"session_ids\": [\"3cf085ae-a2f1-46ed-95d7-1ddec9b694ab\", \"a6a853e1-5469-46ec-9629-346185be6449\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"2844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-07 02:47:32.000000+00:00\", \"2020-01-03 07:48:44.000000+00:00\", \"2020-02-07 02:25:05.000000+00:00\", \"2019-02-02 11:20:21.000000+00:00\", \"2021-01-12 00:15:01.000000+00:00\", \"2019-03-14 00:19:18.000000+00:00\", \"2022-02-20 09:05:31.000000+00:00\", \"2022-06-10 18:00:36.000000+00:00\", \"2019-05-16 00:25:32.000000+00:00\", \"2022-10-29 16:13:56.000000+00:00\", \"2020-12-12 09:19:56.000000+00:00\"], \"session_ids\": [\"2848441f-cbed-47cf-97b5-e500b95d35ec\", \"d945efe0-2f33-4787-b22d-105fd9bf95ab\", \"f1afde8a-24d0-4885-9777-21e56cd45c69\", \"caad3787-cd65-4e6b-8dfe-13c2e9d990a5\", \"1bf77529-7af2-4c3c-8f2d-4518d87a2c4d\", \"7bd379bf-40d8-4bfd-803d-7f952f6f1a09\", \"c8258247-2d70-4236-9c77-0c18740de7c8\", \"2dbf09c1-2aab-4b94-bb3d-17ca215f37e9\", \"6ba46d55-d48c-4e32-a1d9-1b5b1785d1c6\", \"ca658d6a-d6ed-4a8c-825a-2916c7c7b80a\", \"37e0e38f-10aa-453f-8ba1-ac079a4efd32\"], \"total_duration\": 42380.0, \"total_sessions\": 11, \"mean_week_duration\": 217.333}, \"19561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-02-28 23:59:42.000000+00:00\", \"2019-02-27 19:45:56.000000+00:00\", \"2021-11-27 02:53:25.000000+00:00\", \"2021-01-31 07:50:48.000000+00:00\", \"2023-05-03 06:49:07.000000+00:00\", \"2022-01-11 12:11:28.000000+00:00\", \"2020-11-18 17:08:55.000000+00:00\"], \"session_ids\": [\"2c9a1f2d-3eda-4fa0-91f8-72040599e981\", \"4c65e5d1-0082-4866-b8bb-733c283ede87\", \"ca08b94d-78e5-416e-8266-0bea48cc3395\", \"4842c787-1f04-4054-868f-26580fe7e9b1\", \"ba9e31da-8eaf-417e-aa36-cfb2c26b8ed9\", \"dfa60621-f53d-4314-ada3-6610647220ec\", \"ad7f646f-7f26-43f3-ac74-bbbf41bc5604\"], \"total_duration\": 9281.0, \"total_sessions\": 7, \"mean_week_duration\": 42.573}, \"41987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-15 10:35:15.000000+00:00\", \"2023-06-13 18:43:09.000000+00:00\", \"2020-12-30 10:22:33.000000+00:00\"], \"session_ids\": [\"4642fb21-9229-4cd8-bf94-109713e2498d\", \"44b781ca-d05e-484b-95fb-c1255f74420f\", \"1a83c455-63d5-4ab4-983b-3b509d3c8116\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 0.698}, \"45154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-28 11:56:51.000000+00:00\", \"2023-03-19 18:44:13.000000+00:00\", \"2023-04-20 02:44:03.000000+00:00\", \"2019-11-10 09:24:53.000000+00:00\", \"2020-02-19 16:27:25.000000+00:00\"], \"session_ids\": [\"8bb4216d-6c3d-4118-bd4d-a114a69360a7\", \"a7f944ea-bd56-48e1-a22e-f3514020dc31\", \"37fd79db-0491-4cdf-8d92-0a8719c06757\", \"23a45568-d42d-437f-9717-d9d4e7abda83\", \"be1ae198-efb2-497d-a146-1c0bcb7eb243\"], \"total_duration\": 48.0, \"total_sessions\": 5, \"mean_week_duration\": 0.241}, \"14277\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-05-21 14:01:23.000000+00:00\", \"2020-08-22 03:53:17.000000+00:00\", \"2020-08-06 20:38:43.000000+00:00\", \"2023-03-31 01:15:40.000000+00:00\"], \"session_ids\": [\"397fe189-d2bb-4487-ac0d-449b254acef3\", \"6582a05c-d878-4661-8503-5d5ec57cd28b\", \"b76d7736-933a-4771-aa91-3852f80a5887\", \"087b8657-bca8-4353-8731-f69e4a48a31f\"], \"total_duration\": 1240.0, \"total_sessions\": 4, \"mean_week_duration\": 6.139}, \"70787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-03 04:32:10.000000+00:00\", \"2022-10-15 10:48:27.000000+00:00\", \"2021-05-19 15:28:02.000000+00:00\"], \"session_ids\": [\"d997fe5c-93dd-4052-8939-9163858a91a8\", \"2374a24f-dce9-4a1f-bed7-c2f856b7fd2a\", \"7a8b5234-ff4a-448d-99d0-bd05364145ec\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.281}, \"76746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-19 04:04:17.000000+00:00\", \"2019-09-13 06:04:52.000000+00:00\", \"2021-09-30 08:45:06.000000+00:00\", \"2020-02-16 04:08:32.000000+00:00\", \"2021-05-31 16:59:32.000000+00:00\", \"2022-09-15 09:34:51.000000+00:00\"], \"session_ids\": [\"0035a950-3b27-44db-b266-006e71edb3d2\", \"a8e337ae-d42a-4c28-b046-6fd4f555fa49\", \"8219440d-87f8-4f9b-a2ee-3577c5cadab2\", \"b39d6a6e-0a6a-44df-a012-2880479b278f\", \"2f026dbc-19a8-4bf3-b5db-0a7489d7a8f0\", \"37692e84-6ede-4d8c-9926-bc7a84856e00\"], \"total_duration\": 3787.0, \"total_sessions\": 6, \"mean_week_duration\": 24.121}, \"92736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-14 07:11:31.000000+00:00\", \"2019-07-21 23:55:35.000000+00:00\", \"2022-06-27 15:22:52.000000+00:00\", \"2019-03-31 05:02:53.000000+00:00\", \"2021-04-28 13:10:12.000000+00:00\", \"2022-07-03 15:17:20.000000+00:00\"], \"session_ids\": [\"60daba86-7e01-4ad3-9913-246c154aecfc\", \"355cd71c-ff67-4a88-9fbc-2bf86140192a\", \"0ede7111-e616-4b18-8013-b953d351e5e8\", \"77e93264-5ea8-4301-bd80-81f84a4ee5f9\", \"c2f37633-a99a-4c7e-84e6-d8455946ac89\", \"31cf315b-fc51-4ba8-8f9c-1c7147a93ceb\"], \"total_duration\": 953.0, \"total_sessions\": 6, \"mean_week_duration\": 5.606}, \"43319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-10 04:36:04.000000+00:00\", \"2021-02-12 18:53:36.000000+00:00\", \"2022-10-28 10:25:19.000000+00:00\", \"2023-01-29 16:12:43.000000+00:00\"], \"session_ids\": [\"a71a5f4a-b58d-4a3f-a98e-8a8d112a7644\", \"cc35607d-f5f1-4533-817f-68b3c0cb7887\", \"fafbf82f-83cb-4b4a-b863-114b70224704\", \"ac4ff5d6-b4d5-4a57-972c-8ff6c3f9d146\"], \"total_duration\": 698.0, \"total_sessions\": 4, \"mean_week_duration\": 6.777}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or 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{\"10732\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-29 12:46:56.000000+00:00\", \"2022-03-29 04:01:25.000000+00:00\"], \"session_ids\": [\"3cf085ae-a2f1-46ed-95d7-1ddec9b694ab\", \"a6a853e1-5469-46ec-9629-346185be6449\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"2844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-07 02:47:32.000000+00:00\", \"2020-01-03 07:48:44.000000+00:00\", \"2020-02-07 02:25:05.000000+00:00\", \"2019-02-02 11:20:21.000000+00:00\", \"2021-01-12 00:15:01.000000+00:00\", \"2019-03-14 00:19:18.000000+00:00\", \"2022-02-20 09:05:31.000000+00:00\", \"2022-06-10 18:00:36.000000+00:00\", \"2019-05-16 00:25:32.000000+00:00\", \"2022-10-29 16:13:56.000000+00:00\", \"2020-12-12 09:19:56.000000+00:00\"], \"session_ids\": [\"2848441f-cbed-47cf-97b5-e500b95d35ec\", \"d945efe0-2f33-4787-b22d-105fd9bf95ab\", \"f1afde8a-24d0-4885-9777-21e56cd45c69\", \"caad3787-cd65-4e6b-8dfe-13c2e9d990a5\", \"1bf77529-7af2-4c3c-8f2d-4518d87a2c4d\", \"7bd379bf-40d8-4bfd-803d-7f952f6f1a09\", \"c8258247-2d70-4236-9c77-0c18740de7c8\", \"2dbf09c1-2aab-4b94-bb3d-17ca215f37e9\", \"6ba46d55-d48c-4e32-a1d9-1b5b1785d1c6\", \"ca658d6a-d6ed-4a8c-825a-2916c7c7b80a\", \"37e0e38f-10aa-453f-8ba1-ac079a4efd32\"], \"total_duration\": 42380.0, \"total_sessions\": 11, \"mean_week_duration\": 217.333}, \"19561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-02-28 23:59:42.000000+00:00\", \"2019-02-27 19:45:56.000000+00:00\", \"2021-11-27 02:53:25.000000+00:00\", \"2021-01-31 07:50:48.000000+00:00\", \"2023-05-03 06:49:07.000000+00:00\", \"2022-01-11 12:11:28.000000+00:00\", \"2020-11-18 17:08:55.000000+00:00\"], \"session_ids\": [\"2c9a1f2d-3eda-4fa0-91f8-72040599e981\", \"4c65e5d1-0082-4866-b8bb-733c283ede87\", \"ca08b94d-78e5-416e-8266-0bea48cc3395\", \"4842c787-1f04-4054-868f-26580fe7e9b1\", \"ba9e31da-8eaf-417e-aa36-cfb2c26b8ed9\", \"dfa60621-f53d-4314-ada3-6610647220ec\", \"ad7f646f-7f26-43f3-ac74-bbbf41bc5604\"], \"total_duration\": 9281.0, \"total_sessions\": 7, \"mean_week_duration\": 42.573}, \"41987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-15 10:35:15.000000+00:00\", \"2023-06-13 18:43:09.000000+00:00\", \"2020-12-30 10:22:33.000000+00:00\"], \"session_ids\": [\"4642fb21-9229-4cd8-bf94-109713e2498d\", \"44b781ca-d05e-484b-95fb-c1255f74420f\", \"1a83c455-63d5-4ab4-983b-3b509d3c8116\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 0.698}, \"45154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-28 11:56:51.000000+00:00\", \"2023-03-19 18:44:13.000000+00:00\", \"2023-04-20 02:44:03.000000+00:00\", \"2019-11-10 09:24:53.000000+00:00\", \"2020-02-19 16:27:25.000000+00:00\"], \"session_ids\": [\"8bb4216d-6c3d-4118-bd4d-a114a69360a7\", \"a7f944ea-bd56-48e1-a22e-f3514020dc31\", \"37fd79db-0491-4cdf-8d92-0a8719c06757\", \"23a45568-d42d-437f-9717-d9d4e7abda83\", \"be1ae198-efb2-497d-a146-1c0bcb7eb243\"], \"total_duration\": 48.0, \"total_sessions\": 5, \"mean_week_duration\": 0.241}, \"14277\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-05-21 14:01:23.000000+00:00\", \"2020-08-22 03:53:17.000000+00:00\", \"2020-08-06 20:38:43.000000+00:00\", \"2023-03-31 01:15:40.000000+00:00\"], \"session_ids\": [\"397fe189-d2bb-4487-ac0d-449b254acef3\", \"6582a05c-d878-4661-8503-5d5ec57cd28b\", \"b76d7736-933a-4771-aa91-3852f80a5887\", \"087b8657-bca8-4353-8731-f69e4a48a31f\"], \"total_duration\": 1240.0, \"total_sessions\": 4, \"mean_week_duration\": 6.139}, \"70787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-03 04:32:10.000000+00:00\", \"2022-10-15 10:48:27.000000+00:00\", \"2021-05-19 15:28:02.000000+00:00\"], \"session_ids\": [\"d997fe5c-93dd-4052-8939-9163858a91a8\", \"2374a24f-dce9-4a1f-bed7-c2f856b7fd2a\", \"7a8b5234-ff4a-448d-99d0-bd05364145ec\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.281}, \"76746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-19 04:04:17.000000+00:00\", \"2019-09-13 06:04:52.000000+00:00\", \"2021-09-30 08:45:06.000000+00:00\", \"2020-02-16 04:08:32.000000+00:00\", \"2021-05-31 16:59:32.000000+00:00\", \"2022-09-15 09:34:51.000000+00:00\"], \"session_ids\": [\"0035a950-3b27-44db-b266-006e71edb3d2\", \"a8e337ae-d42a-4c28-b046-6fd4f555fa49\", \"8219440d-87f8-4f9b-a2ee-3577c5cadab2\", \"b39d6a6e-0a6a-44df-a012-2880479b278f\", \"2f026dbc-19a8-4bf3-b5db-0a7489d7a8f0\", \"37692e84-6ede-4d8c-9926-bc7a84856e00\"], \"total_duration\": 3787.0, \"total_sessions\": 6, \"mean_week_duration\": 24.121}, \"92736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-14 07:11:31.000000+00:00\", \"2019-07-21 23:55:35.000000+00:00\", \"2022-06-27 15:22:52.000000+00:00\", \"2019-03-31 05:02:53.000000+00:00\", \"2021-04-28 13:10:12.000000+00:00\", \"2022-07-03 15:17:20.000000+00:00\"], \"session_ids\": [\"60daba86-7e01-4ad3-9913-246c154aecfc\", \"355cd71c-ff67-4a88-9fbc-2bf86140192a\", \"0ede7111-e616-4b18-8013-b953d351e5e8\", \"77e93264-5ea8-4301-bd80-81f84a4ee5f9\", \"c2f37633-a99a-4c7e-84e6-d8455946ac89\", \"31cf315b-fc51-4ba8-8f9c-1c7147a93ceb\"], \"total_duration\": 953.0, \"total_sessions\": 6, \"mean_week_duration\": 5.606}, \"43319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-10 04:36:04.000000+00:00\", \"2021-02-12 18:53:36.000000+00:00\", \"2022-10-28 10:25:19.000000+00:00\", \"2023-01-29 16:12:43.000000+00:00\"], \"session_ids\": [\"a71a5f4a-b58d-4a3f-a98e-8a8d112a7644\", \"cc35607d-f5f1-4533-817f-68b3c0cb7887\", \"fafbf82f-83cb-4b4a-b863-114b70224704\", \"ac4ff5d6-b4d5-4a57-972c-8ff6c3f9d146\"], \"total_duration\": 698.0, \"total_sessions\": 4, \"mean_week_duration\": 6.777}}\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[{\"19561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-02-28 23:59:42.000000+00:00\", \"2019-02-27 19:45:56.000000+00:00\", \"2021-11-27 02:53:25.000000+00:00\", \"2021-01-31 07:50:48.000000+00:00\", \"2023-05-03 06:49:07.000000+00:00\", \"2022-01-11 12:11:28.000000+00:00\", \"2020-11-18 17:08:55.000000+00:00\"], \"session_ids\": [\"2c9a1f2d-3eda-4fa0-91f8-72040599e981\", \"4c65e5d1-0082-4866-b8bb-733c283ede87\", \"ca08b94d-78e5-416e-8266-0bea48cc3395\", \"4842c787-1f04-4054-868f-26580fe7e9b1\", \"ba9e31da-8eaf-417e-aa36-cfb2c26b8ed9\", \"dfa60621-f53d-4314-ada3-6610647220ec\", \"ad7f646f-7f26-43f3-ac74-bbbf41bc5604\"], \"total_duration\": 9281.0, \"total_sessions\": 7, \"mean_week_duration\": 42.573}}, {\"14277\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-05-21 14:01:23.000000+00:00\", \"2020-08-22 03:53:17.000000+00:00\", \"2020-08-06 20:38:43.000000+00:00\", \"2023-03-31 01:15:40.000000+00:00\"], \"session_ids\": [\"397fe189-d2bb-4487-ac0d-449b254acef3\", \"6582a05c-d878-4661-8503-5d5ec57cd28b\", \"b76d7736-933a-4771-aa91-3852f80a5887\", \"087b8657-bca8-4353-8731-f69e4a48a31f\"], \"total_duration\": 1240.0, \"total_sessions\": 4, \"mean_week_duration\": 6.139}}, {\"76746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-19 04:04:17.000000+00:00\", \"2019-09-13 06:04:52.000000+00:00\", \"2021-09-30 08:45:06.000000+00:00\", \"2020-02-16 04:08:32.000000+00:00\", \"2021-05-31 16:59:32.000000+00:00\", \"2022-09-15 09:34:51.000000+00:00\"], \"session_ids\": [\"0035a950-3b27-44db-b266-006e71edb3d2\", \"a8e337ae-d42a-4c28-b046-6fd4f555fa49\", \"8219440d-87f8-4f9b-a2ee-3577c5cadab2\", \"b39d6a6e-0a6a-44df-a012-2880479b278f\", \"2f026dbc-19a8-4bf3-b5db-0a7489d7a8f0\", \"37692e84-6ede-4d8c-9926-bc7a84856e00\"], \"total_duration\": 3787.0, \"total_sessions\": 6, \"mean_week_duration\": 24.121}}, {\"92736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-14 07:11:31.000000+00:00\", \"2019-07-21 23:55:35.000000+00:00\", \"2022-06-27 15:22:52.000000+00:00\", \"2019-03-31 05:02:53.000000+00:00\", \"2021-04-28 13:10:12.000000+00:00\", \"2022-07-03 15:17:20.000000+00:00\"], \"session_ids\": [\"60daba86-7e01-4ad3-9913-246c154aecfc\", \"355cd71c-ff67-4a88-9fbc-2bf86140192a\", \"0ede7111-e616-4b18-8013-b953d351e5e8\", \"77e93264-5ea8-4301-bd80-81f84a4ee5f9\", \"c2f37633-a99a-4c7e-84e6-d8455946ac89\", \"31cf315b-fc51-4ba8-8f9c-1c7147a93ceb\"], \"total_duration\": 953.0, \"total_sessions\": 6, \"mean_week_duration\": 5.606}}, {\"41987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-15 10:35:15.000000+00:00\", \"2023-06-13 18:43:09.000000+00:00\", \"2020-12-30 10:22:33.000000+00:00\"], \"session_ids\": [\"4642fb21-9229-4cd8-bf94-109713e2498d\", \"44b781ca-d05e-484b-95fb-c1255f74420f\", \"1a83c455-63d5-4ab4-983b-3b509d3c8116\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 0.698}}, {\"70787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-03 04:32:10.000000+00:00\", \"2022-10-15 10:48:27.000000+00:00\", \"2021-05-19 15:28:02.000000+00:00\"], \"session_ids\": [\"d997fe5c-93dd-4052-8939-9163858a91a8\", \"2374a24f-dce9-4a1f-bed7-c2f856b7fd2a\", \"7a8b5234-ff4a-448d-99d0-bd05364145ec\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.281}}, {\"45154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-28 11:56:51.000000+00:00\", \"2023-03-19 18:44:13.000000+00:00\", \"2023-04-20 02:44:03.000000+00:00\", \"2019-11-10 09:24:53.000000+00:00\", \"2020-02-19 16:27:25.000000+00:00\"], \"session_ids\": [\"8bb4216d-6c3d-4118-bd4d-a114a69360a7\", \"a7f944ea-bd56-48e1-a22e-f3514020dc31\", \"37fd79db-0491-4cdf-8d92-0a8719c06757\", \"23a45568-d42d-437f-9717-d9d4e7abda83\", \"be1ae198-efb2-497d-a146-1c0bcb7eb243\"], \"total_duration\": 48.0, \"total_sessions\": 5, \"mean_week_duration\": 0.241}}, {\"2844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-07 02:47:32.000000+00:00\", \"2020-01-03 07:48:44.000000+00:00\", \"2020-02-07 02:25:05.000000+00:00\", \"2019-02-02 11:20:21.000000+00:00\", \"2021-01-12 00:15:01.000000+00:00\", \"2019-03-14 00:19:18.000000+00:00\", \"2022-02-20 09:05:31.000000+00:00\", \"2022-06-10 18:00:36.000000+00:00\", \"2019-05-16 00:25:32.000000+00:00\", \"2022-10-29 16:13:56.000000+00:00\", \"2020-12-12 09:19:56.000000+00:00\"], \"session_ids\": [\"2848441f-cbed-47cf-97b5-e500b95d35ec\", \"d945efe0-2f33-4787-b22d-105fd9bf95ab\", \"f1afde8a-24d0-4885-9777-21e56cd45c69\", \"caad3787-cd65-4e6b-8dfe-13c2e9d990a5\", \"1bf77529-7af2-4c3c-8f2d-4518d87a2c4d\", \"7bd379bf-40d8-4bfd-803d-7f952f6f1a09\", \"c8258247-2d70-4236-9c77-0c18740de7c8\", \"2dbf09c1-2aab-4b94-bb3d-17ca215f37e9\", \"6ba46d55-d48c-4e32-a1d9-1b5b1785d1c6\", \"ca658d6a-d6ed-4a8c-825a-2916c7c7b80a\", \"37e0e38f-10aa-453f-8ba1-ac079a4efd32\"], \"total_duration\": 42380.0, \"total_sessions\": 11, \"mean_week_duration\": 217.333}}, {\"10732\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-29 12:46:56.000000+00:00\", \"2022-03-29 04:01:25.000000+00:00\"], \"session_ids\": [\"3cf085ae-a2f1-46ed-95d7-1ddec9b694ab\", \"a6a853e1-5469-46ec-9629-346185be6449\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"43319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-10 04:36:04.000000+00:00\", \"2021-02-12 18:53:36.000000+00:00\", \"2022-10-28 10:25:19.000000+00:00\", \"2023-01-29 16:12:43.000000+00:00\"], \"session_ids\": [\"a71a5f4a-b58d-4a3f-a98e-8a8d112a7644\", \"cc35607d-f5f1-4533-817f-68b3c0cb7887\", \"fafbf82f-83cb-4b4a-b863-114b70224704\", \"ac4ff5d6-b4d5-4a57-972c-8ff6c3f9d146\"], \"total_duration\": 698.0, \"total_sessions\": 4, \"mean_week_duration\": 6.777}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-02-28 23:59:42.000000+00:00\", \"2019-02-27 19:45:56.000000+00:00\", \"2021-11-27 02:53:25.000000+00:00\", \"2021-01-31 07:50:48.000000+00:00\", \"2023-05-03 06:49:07.000000+00:00\", \"2022-01-11 12:11:28.000000+00:00\", \"2020-11-18 17:08:55.000000+00:00\"], \"session_ids\": [\"2c9a1f2d-3eda-4fa0-91f8-72040599e981\", \"4c65e5d1-0082-4866-b8bb-733c283ede87\", \"ca08b94d-78e5-416e-8266-0bea48cc3395\", \"4842c787-1f04-4054-868f-26580fe7e9b1\", \"ba9e31da-8eaf-417e-aa36-cfb2c26b8ed9\", \"dfa60621-f53d-4314-ada3-6610647220ec\", \"ad7f646f-7f26-43f3-ac74-bbbf41bc5604\"], \"total_duration\": 9281.0, \"total_sessions\": 7, \"mean_week_duration\": 42.573}}]\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[{\"19561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-02-28 23:59:42.000000+00:00\", \"2019-02-27 19:45:56.000000+00:00\", \"2021-11-27 02:53:25.000000+00:00\", \"2021-01-31 07:50:48.000000+00:00\", \"2023-05-03 06:49:07.000000+00:00\", \"2022-01-11 12:11:28.000000+00:00\", \"2020-11-18 17:08:55.000000+00:00\"], \"session_ids\": [\"2c9a1f2d-3eda-4fa0-91f8-72040599e981\", \"4c65e5d1-0082-4866-b8bb-733c283ede87\", \"ca08b94d-78e5-416e-8266-0bea48cc3395\", \"4842c787-1f04-4054-868f-26580fe7e9b1\", \"ba9e31da-8eaf-417e-aa36-cfb2c26b8ed9\", \"dfa60621-f53d-4314-ada3-6610647220ec\", \"ad7f646f-7f26-43f3-ac74-bbbf41bc5604\"], \"total_duration\": 9281.0, \"total_sessions\": 7, \"mean_week_duration\": 42.573}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display 6 users pieces of information whose site usage time is exactly 2193 , put to use sorting by mean_week_duration descendingly." } ]
[ { "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{\"94833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-25 17:10:01.000000+00:00\", \"2019-01-04 16:21:26.000000+00:00\"], \"session_ids\": [\"fb9e12b2-6fe2-4669-9dc0-02e518b416e5\", \"dc3568e6-2cfd-4919-ab70-8054417876d7\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.673}, \"97624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-19 20:53:09.000000+00:00\", \"2023-02-22 12:28:44.000000+00:00\"], \"session_ids\": [\"9ae3d9ac-29ab-4c99-8d17-c8214b9d61c7\", \"d900df9a-3f73-4007-b3ea-b8ebf1ee2aba\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 2.197}, \"97321\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-12-25 18:27:25.000000+00:00\", \"2019-03-21 10:51:53.000000+00:00\"], \"session_ids\": [\"4074828c-25e4-41cb-b343-0e8009abeb23\", \"631bc267-a145-4b79-aa68-bd91edc9632f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.807}, \"42214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-12-25 17:10:27.000000+00:00\", \"2021-03-16 17:44:08.000000+00:00\"], \"session_ids\": [\"eb9bd5e3-7c7f-4bc3-953e-ec2c99984316\", \"57102cb1-4d0e-49de-abc8-415a06bdb100\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 19.917}, \"94329\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-06-14 07:04:21.000000+00:00\", \"2020-10-07 14:20:08.000000+00:00\", \"2021-05-24 23:57:39.000000+00:00\"], \"session_ids\": [\"b951a601-bae6-408c-af75-6b8e2750ef8e\", \"bdff0ee2-a56e-4fd5-a5d6-274070ce6261\", \"3f1f4dd5-3b2a-43bb-b1fe-94a06ac5dc42\"], \"total_duration\": 240.0, \"total_sessions\": 3, \"mean_week_duration\": 2.727}, \"25941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-17 09:15:15.000000+00:00\", \"2021-08-23 22:21:27.000000+00:00\", \"2023-02-17 04:03:59.000000+00:00\", \"2020-12-21 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