conversations
list
[ { "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[{\"10762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-09-12 03:22:43.000000+00:00\", \"2021-06-20 21:14:27.000000+00:00\"], \"session_ids\": [\"8e18a957-dc19-4d08-94e8-290c0b680a35\", \"ce7cb583-9c03-4ca9-90fe-716d95965735\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 28.5}}]\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[{\"10762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-09-12 03:22:43.000000+00:00\", \"2021-06-20 21:14:27.000000+00:00\"], \"session_ids\": [\"8e18a957-dc19-4d08-94e8-290c0b680a35\", \"ce7cb583-9c03-4ca9-90fe-716d95965735\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 28.5}}]\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[{\"10762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-09-12 03:22:43.000000+00:00\", \"2021-06-20 21:14:27.000000+00:00\"], \"session_ids\": [\"8e18a957-dc19-4d08-94e8-290c0b680a35\", \"ce7cb583-9c03-4ca9-90fe-716d95965735\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 28.5}}]\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": "Tell me what you know about 4 users who have time spent on the site per week less than 24 and in addition perform sorting by average_week_duration from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-20 20:04:02.000000+00:00\", \"2019-12-15 17:05:02.000000+00:00\", \"2019-02-17 10:06:10.000000+00:00\"], \"session_ids\": [\"6a1b4183-be9e-4aee-909a-09ced2c82b87\", \"0b5afea7-36c5-442d-88ab-82d90ee87ed1\", \"a5ee688e-8a83-4967-be02-32363488c078\"], \"total_duration\": 766.0, \"total_sessions\": 3, \"mean_week_duration\": 4.074}, \"39532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-29 22:15:55.000000+00:00\", \"2021-03-17 23:55:57.000000+00:00\"], \"session_ids\": [\"41679a2a-56f1-4996-bfe3-1105f577fce5\", \"193610c4-542e-43b8-8905-9e8a81d2719b\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"39989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-05 04:55:35.000000+00:00\", \"2022-09-11 19:37:57.000000+00:00\", \"2020-11-05 06:56:18.000000+00:00\"], \"session_ids\": [\"a6dde3d5-fe91-4273-a1f3-6f661ad0204f\", \"4e35e9b7-c45d-4aed-a3c0-2efe69872811\", \"258d7432-62c2-4592-bdb1-e7ecf95ceb9c\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 2.114}, \"33067\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 05:49:11.000000+00:00\", \"2020-06-20 22:59:14.000000+00:00\"], \"session_ids\": [\"9b128797-1fa0-4a93-999a-ba61cf736a63\", \"baa876b1-f6ab-41af-b4c4-1b343a42929a\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 13.2}, \"98469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-03 02:57:20.000000+00:00\", \"2023-03-09 15:20:29.000000+00:00\", \"2023-06-06 15:51:49.000000+00:00\", \"2021-09-24 04:51:22.000000+00:00\"], \"session_ids\": [\"50b61949-9887-4e02-ad8d-885319e6c0b4\", \"48fe2fa3-8091-4192-a1ce-619a9157084c\", \"cfa32b7f-1d40-4029-9be0-d6e3c1e224e5\", \"724e1d5c-9d46-4d12-ab46-7c5e808b0ecb\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.346}, \"31646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-23 13:52:21.000000+00:00\", \"2021-06-14 14:43:55.000000+00:00\"], \"session_ids\": [\"9c8691d5-5bf0-4093-93ce-5396195d89f9\", \"e1bea056-fd88-4724-8fc0-23ae4cb11ca4\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.079}, \"27616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-10-14 05:14:13.000000+00:00\", \"2019-07-20 19:45:50.000000+00:00\", \"2022-12-17 16:05:57.000000+00:00\"], \"session_ids\": [\"5f790eac-6163-4fc5-816b-30fc65614a4b\", \"a16444e7-3ffe-416c-9668-f4a3c6139301\", \"a8fbf5c7-cdaa-43a2-9cfc-411fadc6d583\"], \"total_duration\": 548.0, \"total_sessions\": 3, \"mean_week_duration\": 3.079}, \"61992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-22 21:53:57.000000+00:00\", \"2019-06-16 15:29:17.000000+00:00\", \"2021-01-30 22:23:47.000000+00:00\", \"2021-08-04 05:35:45.000000+00:00\", \"2020-06-19 08:56:24.000000+00:00\", \"2019-07-05 17:49:49.000000+00:00\"], \"session_ids\": [\"2a0510b2-be6e-4fca-8d0f-04b18bbae8a6\", \"33cf8d76-6d6b-4970-a5bd-b080ef4b35ff\", \"6e9b7ecb-9d3e-4ac7-a9d5-3b4fabb35c80\", \"e8359b6c-6085-41e2-8a3f-0bc16e5b52e4\", \"74b1515d-a2b9-4184-a092-e0dda0bfa41a\", \"0db0c701-31d7-4a06-8938-012807b0cabd\"], \"total_duration\": 210.0, \"total_sessions\": 6, \"mean_week_duration\": 1.591}, \"55638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-17 00:29:52.000000+00:00\", \"2021-12-06 07:14:46.000000+00:00\"], \"session_ids\": [\"9ec8769c-53b0-4111-9feb-b5747e34085c\", \"b2d7390e-6d86-4714-a16f-999e4227f6b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.741}, \"86842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-25 15:32:15.000000+00:00\", \"2022-01-24 17:43:40.000000+00:00\"], \"session_ids\": [\"027afdc1-19c7-4b00-81dd-bda711f7ca18\", \"64ccb2f1-4e21-4951-a648-2dc10de57163\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.909}}\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" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-20 20:04:02.000000+00:00\", \"2019-12-15 17:05:02.000000+00:00\", \"2019-02-17 10:06:10.000000+00:00\"], \"session_ids\": [\"6a1b4183-be9e-4aee-909a-09ced2c82b87\", \"0b5afea7-36c5-442d-88ab-82d90ee87ed1\", \"a5ee688e-8a83-4967-be02-32363488c078\"], \"total_duration\": 766.0, \"total_sessions\": 3, \"mean_week_duration\": 4.074}, \"39532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-29 22:15:55.000000+00:00\", \"2021-03-17 23:55:57.000000+00:00\"], \"session_ids\": [\"41679a2a-56f1-4996-bfe3-1105f577fce5\", \"193610c4-542e-43b8-8905-9e8a81d2719b\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"39989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-05 04:55:35.000000+00:00\", \"2022-09-11 19:37:57.000000+00:00\", \"2020-11-05 06:56:18.000000+00:00\"], \"session_ids\": [\"a6dde3d5-fe91-4273-a1f3-6f661ad0204f\", \"4e35e9b7-c45d-4aed-a3c0-2efe69872811\", \"258d7432-62c2-4592-bdb1-e7ecf95ceb9c\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 2.114}, \"33067\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 05:49:11.000000+00:00\", \"2020-06-20 22:59:14.000000+00:00\"], \"session_ids\": [\"9b128797-1fa0-4a93-999a-ba61cf736a63\", \"baa876b1-f6ab-41af-b4c4-1b343a42929a\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 13.2}, \"98469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-03 02:57:20.000000+00:00\", \"2023-03-09 15:20:29.000000+00:00\", \"2023-06-06 15:51:49.000000+00:00\", \"2021-09-24 04:51:22.000000+00:00\"], \"session_ids\": [\"50b61949-9887-4e02-ad8d-885319e6c0b4\", \"48fe2fa3-8091-4192-a1ce-619a9157084c\", \"cfa32b7f-1d40-4029-9be0-d6e3c1e224e5\", \"724e1d5c-9d46-4d12-ab46-7c5e808b0ecb\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.346}, \"31646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-23 13:52:21.000000+00:00\", \"2021-06-14 14:43:55.000000+00:00\"], \"session_ids\": [\"9c8691d5-5bf0-4093-93ce-5396195d89f9\", \"e1bea056-fd88-4724-8fc0-23ae4cb11ca4\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.079}, \"27616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-10-14 05:14:13.000000+00:00\", \"2019-07-20 19:45:50.000000+00:00\", \"2022-12-17 16:05:57.000000+00:00\"], \"session_ids\": [\"5f790eac-6163-4fc5-816b-30fc65614a4b\", \"a16444e7-3ffe-416c-9668-f4a3c6139301\", \"a8fbf5c7-cdaa-43a2-9cfc-411fadc6d583\"], \"total_duration\": 548.0, \"total_sessions\": 3, \"mean_week_duration\": 3.079}, \"61992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-22 21:53:57.000000+00:00\", \"2019-06-16 15:29:17.000000+00:00\", \"2021-01-30 22:23:47.000000+00:00\", \"2021-08-04 05:35:45.000000+00:00\", \"2020-06-19 08:56:24.000000+00:00\", \"2019-07-05 17:49:49.000000+00:00\"], \"session_ids\": [\"2a0510b2-be6e-4fca-8d0f-04b18bbae8a6\", \"33cf8d76-6d6b-4970-a5bd-b080ef4b35ff\", \"6e9b7ecb-9d3e-4ac7-a9d5-3b4fabb35c80\", \"e8359b6c-6085-41e2-8a3f-0bc16e5b52e4\", \"74b1515d-a2b9-4184-a092-e0dda0bfa41a\", \"0db0c701-31d7-4a06-8938-012807b0cabd\"], \"total_duration\": 210.0, \"total_sessions\": 6, \"mean_week_duration\": 1.591}, \"55638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-17 00:29:52.000000+00:00\", \"2021-12-06 07:14:46.000000+00:00\"], \"session_ids\": [\"9ec8769c-53b0-4111-9feb-b5747e34085c\", \"b2d7390e-6d86-4714-a16f-999e4227f6b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.741}, \"86842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-25 15:32:15.000000+00:00\", \"2022-01-24 17:43:40.000000+00:00\"], \"session_ids\": [\"027afdc1-19c7-4b00-81dd-bda711f7ca18\", \"64ccb2f1-4e21-4951-a648-2dc10de57163\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.909}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"98469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-03 02:57:20.000000+00:00\", \"2023-03-09 15:20:29.000000+00:00\", \"2023-06-06 15:51:49.000000+00:00\", \"2021-09-24 04:51:22.000000+00:00\"], \"session_ids\": [\"50b61949-9887-4e02-ad8d-885319e6c0b4\", \"48fe2fa3-8091-4192-a1ce-619a9157084c\", \"cfa32b7f-1d40-4029-9be0-d6e3c1e224e5\", \"724e1d5c-9d46-4d12-ab46-7c5e808b0ecb\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.346}}, {\"61992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-22 21:53:57.000000+00:00\", \"2019-06-16 15:29:17.000000+00:00\", \"2021-01-30 22:23:47.000000+00:00\", \"2021-08-04 05:35:45.000000+00:00\", \"2020-06-19 08:56:24.000000+00:00\", \"2019-07-05 17:49:49.000000+00:00\"], \"session_ids\": [\"2a0510b2-be6e-4fca-8d0f-04b18bbae8a6\", \"33cf8d76-6d6b-4970-a5bd-b080ef4b35ff\", \"6e9b7ecb-9d3e-4ac7-a9d5-3b4fabb35c80\", \"e8359b6c-6085-41e2-8a3f-0bc16e5b52e4\", \"74b1515d-a2b9-4184-a092-e0dda0bfa41a\", \"0db0c701-31d7-4a06-8938-012807b0cabd\"], \"total_duration\": 210.0, \"total_sessions\": 6, \"mean_week_duration\": 1.591}}, {\"55638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-17 00:29:52.000000+00:00\", \"2021-12-06 07:14:46.000000+00:00\"], \"session_ids\": [\"9ec8769c-53b0-4111-9feb-b5747e34085c\", \"b2d7390e-6d86-4714-a16f-999e4227f6b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.741}}, {\"31646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-23 13:52:21.000000+00:00\", \"2021-06-14 14:43:55.000000+00:00\"], \"session_ids\": [\"9c8691d5-5bf0-4093-93ce-5396195d89f9\", \"e1bea056-fd88-4724-8fc0-23ae4cb11ca4\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.079}}, {\"39989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-05 04:55:35.000000+00:00\", \"2022-09-11 19:37:57.000000+00:00\", \"2020-11-05 06:56:18.000000+00:00\"], \"session_ids\": [\"a6dde3d5-fe91-4273-a1f3-6f661ad0204f\", \"4e35e9b7-c45d-4aed-a3c0-2efe69872811\", \"258d7432-62c2-4592-bdb1-e7ecf95ceb9c\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 2.114}}, {\"27616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-10-14 05:14:13.000000+00:00\", \"2019-07-20 19:45:50.000000+00:00\", \"2022-12-17 16:05:57.000000+00:00\"], \"session_ids\": [\"5f790eac-6163-4fc5-816b-30fc65614a4b\", \"a16444e7-3ffe-416c-9668-f4a3c6139301\", \"a8fbf5c7-cdaa-43a2-9cfc-411fadc6d583\"], \"total_duration\": 548.0, \"total_sessions\": 3, \"mean_week_duration\": 3.079}}, {\"39532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-29 22:15:55.000000+00:00\", \"2021-03-17 23:55:57.000000+00:00\"], \"session_ids\": [\"41679a2a-56f1-4996-bfe3-1105f577fce5\", \"193610c4-542e-43b8-8905-9e8a81d2719b\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}, {\"7165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-20 20:04:02.000000+00:00\", \"2019-12-15 17:05:02.000000+00:00\", \"2019-02-17 10:06:10.000000+00:00\"], \"session_ids\": [\"6a1b4183-be9e-4aee-909a-09ced2c82b87\", \"0b5afea7-36c5-442d-88ab-82d90ee87ed1\", \"a5ee688e-8a83-4967-be02-32363488c078\"], \"total_duration\": 766.0, \"total_sessions\": 3, \"mean_week_duration\": 4.074}}, {\"86842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-25 15:32:15.000000+00:00\", \"2022-01-24 17:43:40.000000+00:00\"], \"session_ids\": [\"027afdc1-19c7-4b00-81dd-bda711f7ca18\", \"64ccb2f1-4e21-4951-a648-2dc10de57163\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.909}}, {\"33067\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 05:49:11.000000+00:00\", \"2020-06-20 22:59:14.000000+00:00\"], \"session_ids\": [\"9b128797-1fa0-4a93-999a-ba61cf736a63\", \"baa876b1-f6ab-41af-b4c4-1b343a42929a\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 13.2}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"98469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-03 02:57:20.000000+00:00\", \"2023-03-09 15:20:29.000000+00:00\", \"2023-06-06 15:51:49.000000+00:00\", \"2021-09-24 04:51:22.000000+00:00\"], \"session_ids\": [\"50b61949-9887-4e02-ad8d-885319e6c0b4\", \"48fe2fa3-8091-4192-a1ce-619a9157084c\", \"cfa32b7f-1d40-4029-9be0-d6e3c1e224e5\", \"724e1d5c-9d46-4d12-ab46-7c5e808b0ecb\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.346}}, {\"61992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-22 21:53:57.000000+00:00\", \"2019-06-16 15:29:17.000000+00:00\", \"2021-01-30 22:23:47.000000+00:00\", \"2021-08-04 05:35:45.000000+00:00\", \"2020-06-19 08:56:24.000000+00:00\", \"2019-07-05 17:49:49.000000+00:00\"], \"session_ids\": [\"2a0510b2-be6e-4fca-8d0f-04b18bbae8a6\", \"33cf8d76-6d6b-4970-a5bd-b080ef4b35ff\", \"6e9b7ecb-9d3e-4ac7-a9d5-3b4fabb35c80\", \"e8359b6c-6085-41e2-8a3f-0bc16e5b52e4\", \"74b1515d-a2b9-4184-a092-e0dda0bfa41a\", \"0db0c701-31d7-4a06-8938-012807b0cabd\"], \"total_duration\": 210.0, \"total_sessions\": 6, \"mean_week_duration\": 1.591}}, {\"55638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-17 00:29:52.000000+00:00\", \"2021-12-06 07:14:46.000000+00:00\"], \"session_ids\": [\"9ec8769c-53b0-4111-9feb-b5747e34085c\", \"b2d7390e-6d86-4714-a16f-999e4227f6b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.741}}, {\"31646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-23 13:52:21.000000+00:00\", \"2021-06-14 14:43:55.000000+00:00\"], \"session_ids\": [\"9c8691d5-5bf0-4093-93ce-5396195d89f9\", \"e1bea056-fd88-4724-8fc0-23ae4cb11ca4\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.079}}]\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[{\"98469\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-03 02:57:20.000000+00:00\", \"2023-03-09 15:20:29.000000+00:00\", \"2023-06-06 15:51:49.000000+00:00\", \"2021-09-24 04:51:22.000000+00:00\"], \"session_ids\": [\"50b61949-9887-4e02-ad8d-885319e6c0b4\", \"48fe2fa3-8091-4192-a1ce-619a9157084c\", \"cfa32b7f-1d40-4029-9be0-d6e3c1e224e5\", \"724e1d5c-9d46-4d12-ab46-7c5e808b0ecb\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.346}}, {\"61992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-22 21:53:57.000000+00:00\", \"2019-06-16 15:29:17.000000+00:00\", \"2021-01-30 22:23:47.000000+00:00\", \"2021-08-04 05:35:45.000000+00:00\", \"2020-06-19 08:56:24.000000+00:00\", \"2019-07-05 17:49:49.000000+00:00\"], \"session_ids\": [\"2a0510b2-be6e-4fca-8d0f-04b18bbae8a6\", \"33cf8d76-6d6b-4970-a5bd-b080ef4b35ff\", \"6e9b7ecb-9d3e-4ac7-a9d5-3b4fabb35c80\", \"e8359b6c-6085-41e2-8a3f-0bc16e5b52e4\", \"74b1515d-a2b9-4184-a092-e0dda0bfa41a\", \"0db0c701-31d7-4a06-8938-012807b0cabd\"], \"total_duration\": 210.0, \"total_sessions\": 6, \"mean_week_duration\": 1.591}}, {\"55638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-17 00:29:52.000000+00:00\", \"2021-12-06 07:14:46.000000+00:00\"], \"session_ids\": [\"9ec8769c-53b0-4111-9feb-b5747e34085c\", \"b2d7390e-6d86-4714-a16f-999e4227f6b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.741}}, {\"31646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-23 13:52:21.000000+00:00\", \"2021-06-14 14:43:55.000000+00:00\"], \"session_ids\": [\"9c8691d5-5bf0-4093-93ce-5396195d89f9\", \"e1bea056-fd88-4724-8fc0-23ae4cb11ca4\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.079}}]\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 7 users whose total sessoins count is strictly bigger than 5 , apply sorting by sum of sessions from the largest value to the smallest value as well as remain only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71975\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-09 11:30:31.000000+00:00\", \"2021-01-30 11:14:26.000000+00:00\"], \"session_ids\": [\"6aaeb6d4-567e-48c1-b472-3b5bcd4a6c4d\", \"971e35b3-1477-4ebc-980f-768df1b2d577\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 1.755}, \"3338\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-27 08:06:09.000000+00:00\", \"2021-09-20 11:58:59.000000+00:00\"], \"session_ids\": [\"820af315-951a-4d5c-b52c-71cab48f2f80\", \"52f4e489-000b-41b0-9881-c03685088edf\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.163}, \"57318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-16 11:07:22.000000+00:00\", \"2021-04-16 10:46:45.000000+00:00\"], \"session_ids\": [\"ad13fbdb-e16c-44b4-baa3-e3c05f45ccf7\", \"6907d703-b142-4050-99b8-0f22400aec6f\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.5}, \"21934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-27 20:02:29.000000+00:00\", \"2020-04-05 23:55:43.000000+00:00\", \"2019-08-30 16:45:15.000000+00:00\", \"2020-04-28 06:53:29.000000+00:00\", \"2023-01-18 16:39:11.000000+00:00\", \"2019-04-01 18:24:47.000000+00:00\"], \"session_ids\": [\"070116b4-cf5e-49b1-b4d2-86f87c03c61f\", \"35c34f0e-268c-446f-9389-411b3375ee66\", \"86ebcf3a-f066-4216-9641-996385755dde\", \"029ae1f5-7d8f-4a2d-8a33-e532a3f9df82\", \"47b8e73e-1d0d-4566-abdd-df662784d861\", \"c17dd024-3554-48c5-86eb-928bec9ea815\"], \"total_duration\": 421.0, \"total_sessions\": 6, \"mean_week_duration\": 2.116}, \"9671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-08 09:33:41.000000+00:00\", \"2019-09-21 03:45:00.000000+00:00\", \"2022-09-22 02:14:41.000000+00:00\", \"2022-11-17 05:18:08.000000+00:00\"], \"session_ids\": [\"3e6708ee-6e99-4c9f-8113-4b8529446fb1\", \"54f8810c-c5d7-4950-b231-0640776e6b49\", \"95d4c960-ac01-474e-9109-f51eec480f13\", \"a0623ff9-eb60-45d5-ba1c-3b1e44907a09\"], \"total_duration\": 1746.0, \"total_sessions\": 4, \"mean_week_duration\": 10.582}, \"41936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-21 17:25:52.000000+00:00\", \"2022-05-18 19:38:36.000000+00:00\", \"2021-07-17 03:41:15.000000+00:00\", \"2021-11-22 03:04:49.000000+00:00\", \"2021-07-09 04:43:20.000000+00:00\", \"2021-01-04 10:51:47.000000+00:00\", \"2020-04-28 00:07:13.000000+00:00\", \"2020-08-14 12:29:20.000000+00:00\"], \"session_ids\": [\"999dfbec-355f-4f9c-85d0-63c7e7178b2a\", \"6d1a39fe-f015-4dc4-9039-4c9c478d8170\", \"bfe58981-49e4-4ef0-9f05-de720b512ca3\", \"3c6a4832-0548-4454-b426-887090fa4ff4\", \"5524ddbd-12e2-4dec-9769-53d3984e692b\", \"07fd1d51-a3a0-4163-bb41-c3d5fc66c0c5\", \"d3ea0da8-62c7-4905-bd4e-5e5c795e9c0a\", \"d941d4cb-a214-4436-b098-7db74db41169\"], \"total_duration\": 1271.0, \"total_sessions\": 8, \"mean_week_duration\": 11.769}, \"83616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-01 10:33:25.000000+00:00\", \"2022-01-14 20:24:44.000000+00:00\", \"2023-02-20 11:39:26.000000+00:00\", \"2020-03-03 22:32:39.000000+00:00\"], \"session_ids\": [\"6bf20b85-b43d-4e3e-ba83-61e3c04e0d75\", \"062cc7a6-7886-479f-b571-3ef6ddad59d0\", \"d3a81dab-27dd-4c3b-aebb-ca8b9c1fa701\", \"f36c7767-227f-4f8c-83ce-55361ecea009\"], \"total_duration\": 150.0, \"total_sessions\": 4, \"mean_week_duration\": 0.721}, \"26115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-01 00:13:54.000000+00:00\", \"2022-05-03 03:27:30.000000+00:00\", \"2023-06-18 01:20:05.000000+00:00\", \"2019-04-22 07:59:36.000000+00:00\"], \"session_ids\": [\"5b17cc3e-044c-4a40-bebc-6e69a90b27a3\", \"6113a07e-166e-46b8-8927-19a12d58a567\", \"cb0c8fca-97cf-474c-95e1-4305214feda8\", \"aa46badd-9c23-4e18-b8d1-981fe29a86b0\"], \"total_duration\": 882.0, \"total_sessions\": 4, \"mean_week_duration\": 4.065}, \"87932\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-12-15 06:11:41.000000+00:00\", \"2021-11-08 10:09:32.000000+00:00\", \"2020-03-15 04:00:46.000000+00:00\", \"2020-03-10 05:34:47.000000+00:00\"], \"session_ids\": [\"803f3e14-0659-40e1-822b-2d708af10178\", \"e72b341f-170a-4a6a-a210-86ae9ebdeb13\", \"6cdb9b8c-25b9-45ac-ab83-ee9d69ba39c3\", \"3223a2d7-24df-4946-9ce2-a72826026652\"], \"total_duration\": 406.0, \"total_sessions\": 4, \"mean_week_duration\": 4.366}, \"64956\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-17 12:11:24.000000+00:00\", \"2022-12-22 22:14:25.000000+00:00\"], \"session_ids\": [\"d0a1730c-8631-47b0-8b05-88a22f8c4362\", \"4c6235e4-809f-44fc-b2a1-eda9c8013821\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 24.167}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 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{\"21934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-27 20:02:29.000000+00:00\", \"2020-04-05 23:55:43.000000+00:00\", \"2019-08-30 16:45:15.000000+00:00\", \"2020-04-28 06:53:29.000000+00:00\", \"2023-01-18 16:39:11.000000+00:00\", \"2019-04-01 18:24:47.000000+00:00\"], \"session_ids\": [\"070116b4-cf5e-49b1-b4d2-86f87c03c61f\", \"35c34f0e-268c-446f-9389-411b3375ee66\", \"86ebcf3a-f066-4216-9641-996385755dde\", \"029ae1f5-7d8f-4a2d-8a33-e532a3f9df82\", \"47b8e73e-1d0d-4566-abdd-df662784d861\", \"c17dd024-3554-48c5-86eb-928bec9ea815\"], \"total_duration\": 421.0, \"total_sessions\": 6, \"mean_week_duration\": 2.116}, \"41936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-21 17:25:52.000000+00:00\", \"2022-05-18 19:38:36.000000+00:00\", \"2021-07-17 03:41:15.000000+00:00\", \"2021-11-22 03:04:49.000000+00:00\", \"2021-07-09 04:43:20.000000+00:00\", \"2021-01-04 10:51:47.000000+00:00\", \"2020-04-28 00:07:13.000000+00:00\", \"2020-08-14 12:29:20.000000+00:00\"], \"session_ids\": [\"999dfbec-355f-4f9c-85d0-63c7e7178b2a\", \"6d1a39fe-f015-4dc4-9039-4c9c478d8170\", \"bfe58981-49e4-4ef0-9f05-de720b512ca3\", \"3c6a4832-0548-4454-b426-887090fa4ff4\", \"5524ddbd-12e2-4dec-9769-53d3984e692b\", \"07fd1d51-a3a0-4163-bb41-c3d5fc66c0c5\", \"d3ea0da8-62c7-4905-bd4e-5e5c795e9c0a\", \"d941d4cb-a214-4436-b098-7db74db41169\"], \"total_duration\": 1271.0, \"total_sessions\": 8, \"mean_week_duration\": 11.769}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-21 17:25:52.000000+00:00\", \"2022-05-18 19:38:36.000000+00:00\", \"2021-07-17 03:41:15.000000+00:00\", \"2021-11-22 03:04:49.000000+00:00\", \"2021-07-09 04:43:20.000000+00:00\", \"2021-01-04 10:51:47.000000+00:00\", \"2020-04-28 00:07:13.000000+00:00\", \"2020-08-14 12:29:20.000000+00:00\"], \"session_ids\": [\"999dfbec-355f-4f9c-85d0-63c7e7178b2a\", \"6d1a39fe-f015-4dc4-9039-4c9c478d8170\", \"bfe58981-49e4-4ef0-9f05-de720b512ca3\", \"3c6a4832-0548-4454-b426-887090fa4ff4\", \"5524ddbd-12e2-4dec-9769-53d3984e692b\", \"07fd1d51-a3a0-4163-bb41-c3d5fc66c0c5\", \"d3ea0da8-62c7-4905-bd4e-5e5c795e9c0a\", \"d941d4cb-a214-4436-b098-7db74db41169\"], \"total_duration\": 1271.0, \"total_sessions\": 8, \"mean_week_duration\": 11.769}}, {\"21934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-27 20:02:29.000000+00:00\", \"2020-04-05 23:55:43.000000+00:00\", \"2019-08-30 16:45:15.000000+00:00\", \"2020-04-28 06:53:29.000000+00:00\", \"2023-01-18 16:39:11.000000+00:00\", \"2019-04-01 18:24:47.000000+00:00\"], \"session_ids\": [\"070116b4-cf5e-49b1-b4d2-86f87c03c61f\", \"35c34f0e-268c-446f-9389-411b3375ee66\", \"86ebcf3a-f066-4216-9641-996385755dde\", \"029ae1f5-7d8f-4a2d-8a33-e532a3f9df82\", \"47b8e73e-1d0d-4566-abdd-df662784d861\", \"c17dd024-3554-48c5-86eb-928bec9ea815\"], \"total_duration\": 421.0, \"total_sessions\": 6, \"mean_week_duration\": 2.116}}]\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[{\"41936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-21 17:25:52.000000+00:00\", \"2022-05-18 19:38:36.000000+00:00\", \"2021-07-17 03:41:15.000000+00:00\", \"2021-11-22 03:04:49.000000+00:00\", \"2021-07-09 04:43:20.000000+00:00\", \"2021-01-04 10:51:47.000000+00:00\", \"2020-04-28 00:07:13.000000+00:00\", \"2020-08-14 12:29:20.000000+00:00\"], \"session_ids\": [\"999dfbec-355f-4f9c-85d0-63c7e7178b2a\", \"6d1a39fe-f015-4dc4-9039-4c9c478d8170\", \"bfe58981-49e4-4ef0-9f05-de720b512ca3\", \"3c6a4832-0548-4454-b426-887090fa4ff4\", \"5524ddbd-12e2-4dec-9769-53d3984e692b\", \"07fd1d51-a3a0-4163-bb41-c3d5fc66c0c5\", \"d3ea0da8-62c7-4905-bd4e-5e5c795e9c0a\", \"d941d4cb-a214-4436-b098-7db74db41169\"], \"total_duration\": 1271.0, \"total_sessions\": 8, \"mean_week_duration\": 11.769}}, {\"21934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-27 20:02:29.000000+00:00\", \"2020-04-05 23:55:43.000000+00:00\", \"2019-08-30 16:45:15.000000+00:00\", \"2020-04-28 06:53:29.000000+00:00\", \"2023-01-18 16:39:11.000000+00:00\", \"2019-04-01 18:24:47.000000+00:00\"], \"session_ids\": [\"070116b4-cf5e-49b1-b4d2-86f87c03c61f\", \"35c34f0e-268c-446f-9389-411b3375ee66\", \"86ebcf3a-f066-4216-9641-996385755dde\", \"029ae1f5-7d8f-4a2d-8a33-e532a3f9df82\", \"47b8e73e-1d0d-4566-abdd-df662784d861\", \"c17dd024-3554-48c5-86eb-928bec9ea815\"], \"total_duration\": 421.0, \"total_sessions\": 6, \"mean_week_duration\": 2.116}}]\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[{\"41936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-21 17:25:52.000000+00:00\", \"2022-05-18 19:38:36.000000+00:00\", \"2021-07-17 03:41:15.000000+00:00\", \"2021-11-22 03:04:49.000000+00:00\", \"2021-07-09 04:43:20.000000+00:00\", \"2021-01-04 10:51:47.000000+00:00\", \"2020-04-28 00:07:13.000000+00:00\", \"2020-08-14 12:29:20.000000+00:00\"], \"session_ids\": [\"999dfbec-355f-4f9c-85d0-63c7e7178b2a\", \"6d1a39fe-f015-4dc4-9039-4c9c478d8170\", \"bfe58981-49e4-4ef0-9f05-de720b512ca3\", \"3c6a4832-0548-4454-b426-887090fa4ff4\", \"5524ddbd-12e2-4dec-9769-53d3984e692b\", \"07fd1d51-a3a0-4163-bb41-c3d5fc66c0c5\", \"d3ea0da8-62c7-4905-bd4e-5e5c795e9c0a\", \"d941d4cb-a214-4436-b098-7db74db41169\"], \"total_duration\": 1271.0, \"total_sessions\": 8, \"mean_week_duration\": 11.769}}, {\"21934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-27 20:02:29.000000+00:00\", \"2020-04-05 23:55:43.000000+00:00\", \"2019-08-30 16:45:15.000000+00:00\", \"2020-04-28 06:53:29.000000+00:00\", \"2023-01-18 16:39:11.000000+00:00\", \"2019-04-01 18:24:47.000000+00:00\"], \"session_ids\": [\"070116b4-cf5e-49b1-b4d2-86f87c03c61f\", \"35c34f0e-268c-446f-9389-411b3375ee66\", \"86ebcf3a-f066-4216-9641-996385755dde\", \"029ae1f5-7d8f-4a2d-8a33-e532a3f9df82\", \"47b8e73e-1d0d-4566-abdd-df662784d861\", \"c17dd024-3554-48c5-86eb-928bec9ea815\"], \"total_duration\": 421.0, \"total_sessions\": 6, \"mean_week_duration\": 2.116}}]\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 8 users whose total duration is staying below 2051, exclusively 2051 and put to use sorting by urban title form the lowest to the highest , moreover display me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-30 18:31:48.000000+00:00\", \"2020-04-13 19:29:26.000000+00:00\"], \"session_ids\": [\"e3c4ee59-84e1-4126-849d-29c1333a8eda\", \"13ee90ee-ec92-4776-8932-e8ab9d69f852\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.882}, \"15261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-30 02:10:31.000000+00:00\", \"2019-05-24 11:49:17.000000+00:00\"], \"session_ids\": [\"c4ed33f3-8c34-4ba5-ac39-201e9ea294cd\", \"7c264c83-b5ce-4349-abf3-113ab30fb1bb\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}, \"26320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-06 14:02:59.000000+00:00\", \"2023-06-14 02:49:18.000000+00:00\"], \"session_ids\": [\"22e8ee2f-9e70-479b-9766-e4a4adb16a0d\", \"5ef56d5d-114b-4ac4-aa01-e314da3ba4cc\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 32.833}, \"12905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-13 18:40:58.000000+00:00\", \"2021-04-27 03:10:18.000000+00:00\", \"2021-07-23 19:21:53.000000+00:00\"], \"session_ids\": [\"11e770c5-047c-4c22-991b-a8bd79d5ef4e\", \"5cd2df22-07af-45fe-916c-cc2a4d3efa12\", \"b3830dc4-2037-4e1f-86a9-3bfd2547c271\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 5.667}, \"28396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-08-02 01:47:09.000000+00:00\", \"2020-07-29 19:10:59.000000+00:00\", \"2022-04-05 16:13:46.000000+00:00\"], \"session_ids\": [\"cf8bbeca-bbd6-48bf-bc81-4e98613317b5\", \"52f4ae8a-7022-4f32-ad23-02893e86910c\", \"282af340-98e3-430b-853c-e482bc2eb690\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.409}, \"24297\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-23 07:01:24.000000+00:00\", \"2020-09-09 05:55:49.000000+00:00\", \"2021-06-27 09:59:38.000000+00:00\", \"2019-10-24 20:10:19.000000+00:00\", \"2019-05-21 00:28:39.000000+00:00\", \"2020-04-13 19:14:23.000000+00:00\"], \"session_ids\": [\"3936c35b-4f4a-47c3-8f5c-8dda2ef19876\", \"3b38998d-bfea-4734-9119-21cb90d58e85\", \"50531e77-9d85-4287-afba-d5ac092eb449\", \"02f2a4b2-b709-47e1-a4f5-77adee60e84b\", \"1b989212-30b1-4884-b223-e6373e953fbe\", \"3ec24bbb-79fc-4aff-85ca-3856ff06ce4a\"], \"total_duration\": 2579.0, \"total_sessions\": 6, \"mean_week_duration\": 22.623}, \"72096\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-01-12 15:37:37.000000+00:00\", \"2019-07-05 00:54:27.000000+00:00\", \"2020-01-23 09:37:33.000000+00:00\", \"2022-11-17 14:23:48.000000+00:00\"], \"session_ids\": [\"86af10fd-5e90-4d96-8be0-a7e026a95d71\", \"ee9e6a8b-e87f-414b-a997-1529f59a1fb5\", \"4e59a7d6-a3a0-498b-a10d-88cbd0bf8a97\", \"d4126515-3089-4c39-b01e-d3f5268ff1fa\"], \"total_duration\": 216.0, \"total_sessions\": 4, \"mean_week_duration\": 1.227}, \"85450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-21 13:21:33.000000+00:00\", \"2021-11-10 13:49:27.000000+00:00\"], \"session_ids\": [\"e4912114-5c3f-423a-9dce-9062d6393692\", \"de2d5e71-6a0a-4bd8-9d3f-3c31839d06e4\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 4.431}, \"25848\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-21 19:08:30.000000+00:00\", \"2022-11-29 09:41:53.000000+00:00\"], \"session_ids\": [\"8b09b030-0053-4f2b-be12-cac16547b8e0\", \"48a7df31-ba16-4d58-b662-c5db8df04be6\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}, \"45211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-02-19 17:49:40.000000+00:00\", \"2019-11-02 18:59:10.000000+00:00\", \"2020-11-02 21:14:36.000000+00:00\"], \"session_ids\": [\"bfa25372-a834-4eab-ab34-eba97f08f7ee\", \"fdeeed3f-d5c2-4a40-866c-cfe64a053d22\", \"98dd793b-6f03-41fe-be76-69793e6f0c7b\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 5.64}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 2051" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[2051, 3892]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-30 18:31:48.000000+00:00\", \"2020-04-13 19:29:26.000000+00:00\"], \"session_ids\": [\"e3c4ee59-84e1-4126-849d-29c1333a8eda\", \"13ee90ee-ec92-4776-8932-e8ab9d69f852\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.882}, \"15261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-30 02:10:31.000000+00:00\", \"2019-05-24 11:49:17.000000+00:00\"], \"session_ids\": [\"c4ed33f3-8c34-4ba5-ac39-201e9ea294cd\", \"7c264c83-b5ce-4349-abf3-113ab30fb1bb\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}, \"26320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-06 14:02:59.000000+00:00\", \"2023-06-14 02:49:18.000000+00:00\"], \"session_ids\": [\"22e8ee2f-9e70-479b-9766-e4a4adb16a0d\", \"5ef56d5d-114b-4ac4-aa01-e314da3ba4cc\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 32.833}, \"12905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-13 18:40:58.000000+00:00\", \"2021-04-27 03:10:18.000000+00:00\", \"2021-07-23 19:21:53.000000+00:00\"], \"session_ids\": [\"11e770c5-047c-4c22-991b-a8bd79d5ef4e\", \"5cd2df22-07af-45fe-916c-cc2a4d3efa12\", \"b3830dc4-2037-4e1f-86a9-3bfd2547c271\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 5.667}, \"28396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-08-02 01:47:09.000000+00:00\", \"2020-07-29 19:10:59.000000+00:00\", \"2022-04-05 16:13:46.000000+00:00\"], \"session_ids\": [\"cf8bbeca-bbd6-48bf-bc81-4e98613317b5\", \"52f4ae8a-7022-4f32-ad23-02893e86910c\", \"282af340-98e3-430b-853c-e482bc2eb690\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.409}, \"72096\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-01-12 15:37:37.000000+00:00\", \"2019-07-05 00:54:27.000000+00:00\", \"2020-01-23 09:37:33.000000+00:00\", \"2022-11-17 14:23:48.000000+00:00\"], \"session_ids\": [\"86af10fd-5e90-4d96-8be0-a7e026a95d71\", \"ee9e6a8b-e87f-414b-a997-1529f59a1fb5\", \"4e59a7d6-a3a0-498b-a10d-88cbd0bf8a97\", \"d4126515-3089-4c39-b01e-d3f5268ff1fa\"], \"total_duration\": 216.0, \"total_sessions\": 4, \"mean_week_duration\": 1.227}, \"85450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-21 13:21:33.000000+00:00\", \"2021-11-10 13:49:27.000000+00:00\"], \"session_ids\": [\"e4912114-5c3f-423a-9dce-9062d6393692\", \"de2d5e71-6a0a-4bd8-9d3f-3c31839d06e4\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 4.431}, \"25848\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-21 19:08:30.000000+00:00\", \"2022-11-29 09:41:53.000000+00:00\"], \"session_ids\": [\"8b09b030-0053-4f2b-be12-cac16547b8e0\", \"48a7df31-ba16-4d58-b662-c5db8df04be6\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}, \"45211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-02-19 17:49:40.000000+00:00\", \"2019-11-02 18:59:10.000000+00:00\", \"2020-11-02 21:14:36.000000+00:00\"], \"session_ids\": [\"bfa25372-a834-4eab-ab34-eba97f08f7ee\", \"fdeeed3f-d5c2-4a40-866c-cfe64a053d22\", \"98dd793b-6f03-41fe-be76-69793e6f0c7b\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 5.64}}\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[{\"26320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-06 14:02:59.000000+00:00\", \"2023-06-14 02:49:18.000000+00:00\"], \"session_ids\": [\"22e8ee2f-9e70-479b-9766-e4a4adb16a0d\", \"5ef56d5d-114b-4ac4-aa01-e314da3ba4cc\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 32.833}}, {\"45211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-02-19 17:49:40.000000+00:00\", \"2019-11-02 18:59:10.000000+00:00\", \"2020-11-02 21:14:36.000000+00:00\"], \"session_ids\": [\"bfa25372-a834-4eab-ab34-eba97f08f7ee\", \"fdeeed3f-d5c2-4a40-866c-cfe64a053d22\", \"98dd793b-6f03-41fe-be76-69793e6f0c7b\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 5.64}}, {\"72096\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-01-12 15:37:37.000000+00:00\", \"2019-07-05 00:54:27.000000+00:00\", \"2020-01-23 09:37:33.000000+00:00\", \"2022-11-17 14:23:48.000000+00:00\"], \"session_ids\": [\"86af10fd-5e90-4d96-8be0-a7e026a95d71\", \"ee9e6a8b-e87f-414b-a997-1529f59a1fb5\", \"4e59a7d6-a3a0-498b-a10d-88cbd0bf8a97\", \"d4126515-3089-4c39-b01e-d3f5268ff1fa\"], \"total_duration\": 216.0, \"total_sessions\": 4, \"mean_week_duration\": 1.227}}, {\"83289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-30 18:31:48.000000+00:00\", \"2020-04-13 19:29:26.000000+00:00\"], \"session_ids\": [\"e3c4ee59-84e1-4126-849d-29c1333a8eda\", \"13ee90ee-ec92-4776-8932-e8ab9d69f852\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.882}}, {\"85450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-21 13:21:33.000000+00:00\", \"2021-11-10 13:49:27.000000+00:00\"], \"session_ids\": [\"e4912114-5c3f-423a-9dce-9062d6393692\", \"de2d5e71-6a0a-4bd8-9d3f-3c31839d06e4\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 4.431}}, {\"15261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-30 02:10:31.000000+00:00\", \"2019-05-24 11:49:17.000000+00:00\"], \"session_ids\": [\"c4ed33f3-8c34-4ba5-ac39-201e9ea294cd\", \"7c264c83-b5ce-4349-abf3-113ab30fb1bb\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}}, {\"12905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-13 18:40:58.000000+00:00\", \"2021-04-27 03:10:18.000000+00:00\", \"2021-07-23 19:21:53.000000+00:00\"], \"session_ids\": [\"11e770c5-047c-4c22-991b-a8bd79d5ef4e\", \"5cd2df22-07af-45fe-916c-cc2a4d3efa12\", \"b3830dc4-2037-4e1f-86a9-3bfd2547c271\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 5.667}}, {\"25848\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-21 19:08:30.000000+00:00\", \"2022-11-29 09:41:53.000000+00:00\"], \"session_ids\": [\"8b09b030-0053-4f2b-be12-cac16547b8e0\", \"48a7df31-ba16-4d58-b662-c5db8df04be6\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}}, {\"28396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-08-02 01:47:09.000000+00:00\", \"2020-07-29 19:10:59.000000+00:00\", \"2022-04-05 16:13:46.000000+00:00\"], \"session_ids\": [\"cf8bbeca-bbd6-48bf-bc81-4e98613317b5\", \"52f4ae8a-7022-4f32-ad23-02893e86910c\", \"282af340-98e3-430b-853c-e482bc2eb690\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.409}}]\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[{\"26320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-06 14:02:59.000000+00:00\", \"2023-06-14 02:49:18.000000+00:00\"], \"session_ids\": [\"22e8ee2f-9e70-479b-9766-e4a4adb16a0d\", \"5ef56d5d-114b-4ac4-aa01-e314da3ba4cc\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 32.833}}, {\"45211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-02-19 17:49:40.000000+00:00\", \"2019-11-02 18:59:10.000000+00:00\", \"2020-11-02 21:14:36.000000+00:00\"], \"session_ids\": [\"bfa25372-a834-4eab-ab34-eba97f08f7ee\", \"fdeeed3f-d5c2-4a40-866c-cfe64a053d22\", \"98dd793b-6f03-41fe-be76-69793e6f0c7b\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 5.64}}]\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[{\"26320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-06 14:02:59.000000+00:00\", \"2023-06-14 02:49:18.000000+00:00\"], \"session_ids\": [\"22e8ee2f-9e70-479b-9766-e4a4adb16a0d\", \"5ef56d5d-114b-4ac4-aa01-e314da3ba4cc\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 32.833}}, {\"45211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-02-19 17:49:40.000000+00:00\", \"2019-11-02 18:59:10.000000+00:00\", \"2020-11-02 21:14:36.000000+00:00\"], \"session_ids\": [\"bfa25372-a834-4eab-ab34-eba97f08f7ee\", \"fdeeed3f-d5c2-4a40-866c-cfe64a053d22\", \"98dd793b-6f03-41fe-be76-69793e6f0c7b\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 5.64}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding user who isn't living in city New York City and apply sorting by sessions total risingly." } ]
[ { "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{\"61908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-06 17:41:42.000000+00:00\", \"2023-04-13 09:20:35.000000+00:00\"], \"session_ids\": [\"5fc15dd6-cdb3-41f3-be00-6f4a2a2f285d\", \"f5669943-1f68-4839-bb69-b1a93f409568\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}, \"41885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-20 17:39:45.000000+00:00\", \"2020-02-24 22:38:25.000000+00:00\"], \"session_ids\": [\"829ea24e-2725-4045-9a96-f83e9f1b4bee\", \"8f703a21-6f4e-4667-821e-737f7daa5aa5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}, \"97996\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-10 21:38:30.000000+00:00\", \"2019-09-16 23:50:32.000000+00:00\", \"2023-06-26 07:36:07.000000+00:00\", \"2020-09-21 21:49:04.000000+00:00\", \"2022-10-07 12:47:37.000000+00:00\", \"2022-12-29 19:25:13.000000+00:00\", \"2020-01-06 14:46:24.000000+00:00\"], \"session_ids\": [\"6d849557-9cf9-49e9-bfee-14c598734de5\", \"dd60b40c-87a3-4fdf-8a09-fe63ab3a9deb\", \"d9465da4-149e-4acd-9e35-c939045c6387\", \"626f02b7-d5c3-4498-969b-c05d6538a843\", \"319cb36b-1b08-4967-8b85-9c106b0aca2d\", \"3b249fd9-a9d1-48fa-b33e-0bda54dc9748\", \"b4d35e5f-b6c1-435f-80a9-0099243f76bf\"], \"total_duration\": 9411.0, \"total_sessions\": 7, \"mean_week_duration\": 47.772}, \"56406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-25 05:24:27.000000+00:00\", \"2022-12-28 07:50:23.000000+00:00\"], \"session_ids\": [\"8fa28b48-1a52-406d-a2ef-cc9e8f3221fd\", \"065193ab-7f15-43d9-b7d9-f545049ce7b1\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.302}, \"81124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-11-20 16:48:05.000000+00:00\", \"2019-08-14 13:11:21.000000+00:00\", \"2022-04-16 10:36:40.000000+00:00\", \"2021-04-01 10:08:06.000000+00:00\", \"2023-02-02 06:22:59.000000+00:00\"], \"session_ids\": [\"0bae6a21-3f81-4c3c-abe0-1a891c7844c0\", \"3144f59f-10e4-4a78-9dfe-25452b0f9633\", \"47529e8b-7b74-42ea-8f43-afbb8c0a4444\", \"c0a9bb67-71cd-48c7-a819-d90ce9bdc29f\", \"761b803b-373c-4fe8-bb5a-1faae8ee8a25\"], \"total_duration\": 762.0, \"total_sessions\": 5, \"mean_week_duration\": 4.21}, \"92231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-03-26 14:37:56.000000+00:00\", \"2022-02-28 15:12:05.000000+00:00\", \"2019-08-11 07:58:38.000000+00:00\", \"2020-09-12 17:40:46.000000+00:00\"], \"session_ids\": [\"c99997c1-da8a-4643-be74-b2bb5b32af95\", \"61c0a99e-8adc-472f-bdc6-4ab4fa7a289a\", \"a40dbb58-7c80-4f06-8771-555eb5e10b94\", \"a6dc36a9-0f71-4cc4-96d6-f2ab49a7fa45\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.34}, \"57467\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-30 01:53:28.000000+00:00\", \"2023-01-02 08:27:22.000000+00:00\", \"2019-01-13 01:12:22.000000+00:00\", \"2022-11-20 00:20:39.000000+00:00\", \"2022-07-26 17:55:39.000000+00:00\", \"2021-12-22 05:15:19.000000+00:00\", \"2022-05-24 18:27:44.000000+00:00\", \"2019-09-03 20:25:28.000000+00:00\", \"2020-09-01 11:08:15.000000+00:00\"], \"session_ids\": [\"cd9d8e5d-2b48-4583-8f0a-43d7f398380d\", \"4c4fd3e5-9674-4af3-a196-d0a74f05ddbf\", \"4dd6fc56-5a01-4929-a2b8-cc9f3d271111\", \"0db5938c-4edb-4e3b-bf07-17c999be02a2\", \"939c34cf-8edc-4c1e-95d7-c08647087162\", \"c9e29b36-f975-491e-818d-82d4404dc749\", \"7a59ba08-db9c-4328-a9ad-ca1494f558c2\", \"c2422537-efc5-4bdb-b55b-b9d767efe44f\", \"b9660c8b-7499-4068-86f0-ef33e0103db1\"], \"total_duration\": 2244.0, \"total_sessions\": 9, \"mean_week_duration\": 10.788}, \"64730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-05 12:58:32.000000+00:00\", \"2019-01-01 08:49:53.000000+00:00\"], \"session_ids\": [\"300977be-089c-4d79-a92e-b487dffabf90\", \"df6a9ae7-d83f-4b5f-b55a-2fd5bf465e72\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}, \"1516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-26 17:38:44.000000+00:00\", \"2021-09-14 13:45:42.000000+00:00\", \"2020-04-06 05:21:11.000000+00:00\", \"2019-03-20 13:30:25.000000+00:00\", \"2019-12-22 08:46:07.000000+00:00\", \"2019-08-11 16:48:01.000000+00:00\", \"2019-02-03 02:10:26.000000+00:00\", \"2019-03-15 02:58:12.000000+00:00\", \"2021-01-28 00:17:47.000000+00:00\"], \"session_ids\": [\"eda17266-7c92-4eaa-bf90-4cd6068c63a6\", \"f346d7a5-5486-496a-97e9-d3ed52642367\", \"a6d2b6a8-9336-40d3-9eef-13c98fa74580\", \"a7f19253-e240-4a25-bf2b-6e3814f63888\", \"21cd13a3-02d4-4a49-a180-940bf88190ad\", \"a5422f64-b97b-4990-9ec1-ab844989173d\", \"7b949331-636c-4d9a-b296-e43407876244\", \"465bd71f-f1ed-4e4d-8be8-39e07048a9f8\", \"efbfa6c9-d54e-49f8-86eb-a891355531b3\"], \"total_duration\": 1111.0, \"total_sessions\": 9, \"mean_week_duration\": 8.109}, \"81641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-04 04:00:22.000000+00:00\", \"2020-05-28 13:10:34.000000+00:00\"], \"session_ids\": [\"c16984f3-c638-40f7-ae31-9fc427229b5d\", \"09e0354a-0dfd-468e-94ce-9ad78fef14e5\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 9.882}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not New York City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"New York City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-06 17:41:42.000000+00:00\", \"2023-04-13 09:20:35.000000+00:00\"], \"session_ids\": [\"5fc15dd6-cdb3-41f3-be00-6f4a2a2f285d\", \"f5669943-1f68-4839-bb69-b1a93f409568\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}, \"41885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-20 17:39:45.000000+00:00\", \"2020-02-24 22:38:25.000000+00:00\"], \"session_ids\": [\"829ea24e-2725-4045-9a96-f83e9f1b4bee\", \"8f703a21-6f4e-4667-821e-737f7daa5aa5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}, \"97996\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-10 21:38:30.000000+00:00\", \"2019-09-16 23:50:32.000000+00:00\", \"2023-06-26 07:36:07.000000+00:00\", \"2020-09-21 21:49:04.000000+00:00\", \"2022-10-07 12:47:37.000000+00:00\", \"2022-12-29 19:25:13.000000+00:00\", \"2020-01-06 14:46:24.000000+00:00\"], \"session_ids\": [\"6d849557-9cf9-49e9-bfee-14c598734de5\", \"dd60b40c-87a3-4fdf-8a09-fe63ab3a9deb\", \"d9465da4-149e-4acd-9e35-c939045c6387\", \"626f02b7-d5c3-4498-969b-c05d6538a843\", \"319cb36b-1b08-4967-8b85-9c106b0aca2d\", \"3b249fd9-a9d1-48fa-b33e-0bda54dc9748\", \"b4d35e5f-b6c1-435f-80a9-0099243f76bf\"], \"total_duration\": 9411.0, \"total_sessions\": 7, \"mean_week_duration\": 47.772}, \"56406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-25 05:24:27.000000+00:00\", \"2022-12-28 07:50:23.000000+00:00\"], \"session_ids\": [\"8fa28b48-1a52-406d-a2ef-cc9e8f3221fd\", \"065193ab-7f15-43d9-b7d9-f545049ce7b1\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.302}, \"81124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-11-20 16:48:05.000000+00:00\", \"2019-08-14 13:11:21.000000+00:00\", \"2022-04-16 10:36:40.000000+00:00\", \"2021-04-01 10:08:06.000000+00:00\", \"2023-02-02 06:22:59.000000+00:00\"], \"session_ids\": [\"0bae6a21-3f81-4c3c-abe0-1a891c7844c0\", \"3144f59f-10e4-4a78-9dfe-25452b0f9633\", \"47529e8b-7b74-42ea-8f43-afbb8c0a4444\", \"c0a9bb67-71cd-48c7-a819-d90ce9bdc29f\", \"761b803b-373c-4fe8-bb5a-1faae8ee8a25\"], \"total_duration\": 762.0, \"total_sessions\": 5, \"mean_week_duration\": 4.21}, \"92231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-03-26 14:37:56.000000+00:00\", \"2022-02-28 15:12:05.000000+00:00\", \"2019-08-11 07:58:38.000000+00:00\", \"2020-09-12 17:40:46.000000+00:00\"], \"session_ids\": [\"c99997c1-da8a-4643-be74-b2bb5b32af95\", \"61c0a99e-8adc-472f-bdc6-4ab4fa7a289a\", \"a40dbb58-7c80-4f06-8771-555eb5e10b94\", \"a6dc36a9-0f71-4cc4-96d6-f2ab49a7fa45\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.34}, \"57467\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-30 01:53:28.000000+00:00\", \"2023-01-02 08:27:22.000000+00:00\", \"2019-01-13 01:12:22.000000+00:00\", \"2022-11-20 00:20:39.000000+00:00\", \"2022-07-26 17:55:39.000000+00:00\", \"2021-12-22 05:15:19.000000+00:00\", \"2022-05-24 18:27:44.000000+00:00\", \"2019-09-03 20:25:28.000000+00:00\", \"2020-09-01 11:08:15.000000+00:00\"], \"session_ids\": [\"cd9d8e5d-2b48-4583-8f0a-43d7f398380d\", \"4c4fd3e5-9674-4af3-a196-d0a74f05ddbf\", \"4dd6fc56-5a01-4929-a2b8-cc9f3d271111\", \"0db5938c-4edb-4e3b-bf07-17c999be02a2\", \"939c34cf-8edc-4c1e-95d7-c08647087162\", \"c9e29b36-f975-491e-818d-82d4404dc749\", \"7a59ba08-db9c-4328-a9ad-ca1494f558c2\", \"c2422537-efc5-4bdb-b55b-b9d767efe44f\", \"b9660c8b-7499-4068-86f0-ef33e0103db1\"], \"total_duration\": 2244.0, \"total_sessions\": 9, \"mean_week_duration\": 10.788}, \"64730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-05 12:58:32.000000+00:00\", \"2019-01-01 08:49:53.000000+00:00\"], \"session_ids\": [\"300977be-089c-4d79-a92e-b487dffabf90\", \"df6a9ae7-d83f-4b5f-b55a-2fd5bf465e72\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}, \"1516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-26 17:38:44.000000+00:00\", \"2021-09-14 13:45:42.000000+00:00\", \"2020-04-06 05:21:11.000000+00:00\", \"2019-03-20 13:30:25.000000+00:00\", \"2019-12-22 08:46:07.000000+00:00\", \"2019-08-11 16:48:01.000000+00:00\", \"2019-02-03 02:10:26.000000+00:00\", \"2019-03-15 02:58:12.000000+00:00\", \"2021-01-28 00:17:47.000000+00:00\"], \"session_ids\": [\"eda17266-7c92-4eaa-bf90-4cd6068c63a6\", \"f346d7a5-5486-496a-97e9-d3ed52642367\", \"a6d2b6a8-9336-40d3-9eef-13c98fa74580\", \"a7f19253-e240-4a25-bf2b-6e3814f63888\", \"21cd13a3-02d4-4a49-a180-940bf88190ad\", \"a5422f64-b97b-4990-9ec1-ab844989173d\", \"7b949331-636c-4d9a-b296-e43407876244\", \"465bd71f-f1ed-4e4d-8be8-39e07048a9f8\", \"efbfa6c9-d54e-49f8-86eb-a891355531b3\"], \"total_duration\": 1111.0, \"total_sessions\": 9, \"mean_week_duration\": 8.109}, \"81641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-04 04:00:22.000000+00:00\", \"2020-05-28 13:10:34.000000+00:00\"], \"session_ids\": [\"c16984f3-c638-40f7-ae31-9fc427229b5d\", \"09e0354a-0dfd-468e-94ce-9ad78fef14e5\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 9.882}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"61908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-06 17:41:42.000000+00:00\", \"2023-04-13 09:20:35.000000+00:00\"], \"session_ids\": [\"5fc15dd6-cdb3-41f3-be00-6f4a2a2f285d\", \"f5669943-1f68-4839-bb69-b1a93f409568\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}}, {\"41885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-20 17:39:45.000000+00:00\", \"2020-02-24 22:38:25.000000+00:00\"], \"session_ids\": [\"829ea24e-2725-4045-9a96-f83e9f1b4bee\", \"8f703a21-6f4e-4667-821e-737f7daa5aa5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}}, {\"56406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-25 05:24:27.000000+00:00\", \"2022-12-28 07:50:23.000000+00:00\"], \"session_ids\": [\"8fa28b48-1a52-406d-a2ef-cc9e8f3221fd\", \"065193ab-7f15-43d9-b7d9-f545049ce7b1\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.302}}, {\"64730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-05 12:58:32.000000+00:00\", \"2019-01-01 08:49:53.000000+00:00\"], \"session_ids\": [\"300977be-089c-4d79-a92e-b487dffabf90\", \"df6a9ae7-d83f-4b5f-b55a-2fd5bf465e72\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}, {\"81641\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-04 04:00:22.000000+00:00\", \"2020-05-28 13:10:34.000000+00:00\"], \"session_ids\": [\"c16984f3-c638-40f7-ae31-9fc427229b5d\", \"09e0354a-0dfd-468e-94ce-9ad78fef14e5\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 9.882}}, {\"92231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-03-26 14:37:56.000000+00:00\", \"2022-02-28 15:12:05.000000+00:00\", \"2019-08-11 07:58:38.000000+00:00\", \"2020-09-12 17:40:46.000000+00:00\"], \"session_ids\": [\"c99997c1-da8a-4643-be74-b2bb5b32af95\", \"61c0a99e-8adc-472f-bdc6-4ab4fa7a289a\", \"a40dbb58-7c80-4f06-8771-555eb5e10b94\", \"a6dc36a9-0f71-4cc4-96d6-f2ab49a7fa45\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.34}}, {\"81124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-11-20 16:48:05.000000+00:00\", \"2019-08-14 13:11:21.000000+00:00\", \"2022-04-16 10:36:40.000000+00:00\", \"2021-04-01 10:08:06.000000+00:00\", \"2023-02-02 06:22:59.000000+00:00\"], \"session_ids\": [\"0bae6a21-3f81-4c3c-abe0-1a891c7844c0\", \"3144f59f-10e4-4a78-9dfe-25452b0f9633\", \"47529e8b-7b74-42ea-8f43-afbb8c0a4444\", \"c0a9bb67-71cd-48c7-a819-d90ce9bdc29f\", \"761b803b-373c-4fe8-bb5a-1faae8ee8a25\"], \"total_duration\": 762.0, \"total_sessions\": 5, \"mean_week_duration\": 4.21}}, {\"97996\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-10 21:38:30.000000+00:00\", \"2019-09-16 23:50:32.000000+00:00\", \"2023-06-26 07:36:07.000000+00:00\", \"2020-09-21 21:49:04.000000+00:00\", \"2022-10-07 12:47:37.000000+00:00\", \"2022-12-29 19:25:13.000000+00:00\", \"2020-01-06 14:46:24.000000+00:00\"], \"session_ids\": [\"6d849557-9cf9-49e9-bfee-14c598734de5\", \"dd60b40c-87a3-4fdf-8a09-fe63ab3a9deb\", \"d9465da4-149e-4acd-9e35-c939045c6387\", \"626f02b7-d5c3-4498-969b-c05d6538a843\", \"319cb36b-1b08-4967-8b85-9c106b0aca2d\", \"3b249fd9-a9d1-48fa-b33e-0bda54dc9748\", \"b4d35e5f-b6c1-435f-80a9-0099243f76bf\"], \"total_duration\": 9411.0, \"total_sessions\": 7, \"mean_week_duration\": 47.772}}, {\"57467\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-30 01:53:28.000000+00:00\", \"2023-01-02 08:27:22.000000+00:00\", \"2019-01-13 01:12:22.000000+00:00\", \"2022-11-20 00:20:39.000000+00:00\", \"2022-07-26 17:55:39.000000+00:00\", \"2021-12-22 05:15:19.000000+00:00\", \"2022-05-24 18:27:44.000000+00:00\", \"2019-09-03 20:25:28.000000+00:00\", \"2020-09-01 11:08:15.000000+00:00\"], \"session_ids\": [\"cd9d8e5d-2b48-4583-8f0a-43d7f398380d\", \"4c4fd3e5-9674-4af3-a196-d0a74f05ddbf\", \"4dd6fc56-5a01-4929-a2b8-cc9f3d271111\", \"0db5938c-4edb-4e3b-bf07-17c999be02a2\", \"939c34cf-8edc-4c1e-95d7-c08647087162\", \"c9e29b36-f975-491e-818d-82d4404dc749\", \"7a59ba08-db9c-4328-a9ad-ca1494f558c2\", \"c2422537-efc5-4bdb-b55b-b9d767efe44f\", \"b9660c8b-7499-4068-86f0-ef33e0103db1\"], \"total_duration\": 2244.0, \"total_sessions\": 9, \"mean_week_duration\": 10.788}}, {\"1516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-26 17:38:44.000000+00:00\", \"2021-09-14 13:45:42.000000+00:00\", \"2020-04-06 05:21:11.000000+00:00\", \"2019-03-20 13:30:25.000000+00:00\", \"2019-12-22 08:46:07.000000+00:00\", \"2019-08-11 16:48:01.000000+00:00\", \"2019-02-03 02:10:26.000000+00:00\", \"2019-03-15 02:58:12.000000+00:00\", \"2021-01-28 00:17:47.000000+00:00\"], \"session_ids\": [\"eda17266-7c92-4eaa-bf90-4cd6068c63a6\", \"f346d7a5-5486-496a-97e9-d3ed52642367\", \"a6d2b6a8-9336-40d3-9eef-13c98fa74580\", \"a7f19253-e240-4a25-bf2b-6e3814f63888\", \"21cd13a3-02d4-4a49-a180-940bf88190ad\", \"a5422f64-b97b-4990-9ec1-ab844989173d\", \"7b949331-636c-4d9a-b296-e43407876244\", \"465bd71f-f1ed-4e4d-8be8-39e07048a9f8\", \"efbfa6c9-d54e-49f8-86eb-a891355531b3\"], \"total_duration\": 1111.0, \"total_sessions\": 9, \"mean_week_duration\": 8.109}}]\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[{\"61908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-06 17:41:42.000000+00:00\", \"2023-04-13 09:20:35.000000+00:00\"], \"session_ids\": [\"5fc15dd6-cdb3-41f3-be00-6f4a2a2f285d\", \"f5669943-1f68-4839-bb69-b1a93f409568\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}}]\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[{\"61908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-06 17:41:42.000000+00:00\", \"2023-04-13 09:20:35.000000+00:00\"], \"session_ids\": [\"5fc15dd6-cdb3-41f3-be00-6f4a2a2f285d\", \"f5669943-1f68-4839-bb69-b1a93f409568\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 2.119}}]\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 6 users whose sessions count is less than 9 and strictly greater than 3 , and execute sorting by name of the city in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"75665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-18 01:25:01.000000+00:00\", \"2022-03-05 15:57:57.000000+00:00\", \"2021-04-07 03:08:56.000000+00:00\", \"2020-06-01 11:13:10.000000+00:00\"], \"session_ids\": [\"4ad0a326-6f88-4604-bbbe-b166581ca502\", \"4f81dd93-ae07-47d5-82eb-52dd746b9b7f\", \"6cf514a5-006d-4f1a-95da-ad454f7adb07\", \"baf9647b-121a-4b09-8b94-8d632645c855\"], \"total_duration\": 1157.0, \"total_sessions\": 4, \"mean_week_duration\": 12.576}, \"89567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-11-16 03:35:06.000000+00:00\", \"2020-05-01 13:26:07.000000+00:00\"], \"session_ids\": [\"e4442a7d-d447-4ac6-abb0-19de9fa3f867\", \"6b7a9a79-f90b-4911-8baf-ae8aadab1840\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 2.549}, \"94208\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2022-05-13 10:23:03.000000+00:00\", \"2023-03-22 03:15:00.000000+00:00\"], \"session_ids\": [\"bb6e0a5a-dbeb-4f2d-8135-bcdbc513acfc\", \"e886a1b4-21d6-4c0f-b7d7-1bf7001ba7f4\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 5.911}, \"76007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-05 17:25:30.000000+00:00\", \"2023-06-01 20:06:07.000000+00:00\"], \"session_ids\": [\"10957771-bc15-410b-9c34-c8a2d2e89d69\", \"0134fbcc-28df-465a-9684-a8789bf4b5b5\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.476}, \"48076\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-19 15:41:00.000000+00:00\", \"2022-06-27 13:43:28.000000+00:00\", \"2021-02-02 02:47:02.000000+00:00\"], \"session_ids\": [\"faaf43de-c0de-420a-bb46-f0fa7b555db3\", \"1dcb6826-3d36-4a9c-a243-40584cf730f0\", \"2ddbc09c-3058-49ae-ae76-f20aad901625\"], \"total_duration\": 702.0, \"total_sessions\": 3, \"mean_week_duration\": 9.616}, \"83957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-05 03:40:29.000000+00:00\", \"2021-01-29 09:46:57.000000+00:00\"], \"session_ids\": [\"a0c4dbf2-01f8-481e-b2f1-e11dddf375e4\", \"1d658b1d-bf1b-45b9-8001-c43d5c37fbb2\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 4.77}, \"92803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-30 23:59:44.000000+00:00\", \"2019-10-18 04:20:17.000000+00:00\"], \"session_ids\": [\"bb635155-a1fc-4999-9096-12f074dda385\", \"2c7f1aaf-d056-44d2-994e-410c294593a5\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.533}, \"53847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-15 07:34:58.000000+00:00\", \"2019-10-16 18:57:58.000000+00:00\"], \"session_ids\": [\"3494a3bb-faea-4a63-84c2-7e97714e417e\", \"dd7757f8-353e-43ab-bc87-42937f3f8fea\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}, \"92311\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-28 03:48:10.000000+00:00\", \"2019-10-25 04:09:24.000000+00:00\", \"2021-03-14 20:54:22.000000+00:00\"], \"session_ids\": [\"86bcda6d-9087-48a7-ab20-ea3a67811d77\", \"726bb9c2-7599-4eab-b531-4cf2dbf81969\", \"3df9108a-6ef6-4ee4-9615-2b5dfcb1fb82\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 6.167}, \"10697\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-09 15:53:22.000000+00:00\", \"2021-07-17 15:33:59.000000+00:00\"], \"session_ids\": [\"35470634-65b0-4db9-906e-24c018506d0d\", \"184f45dd-59e0-4e28-89a9-ae4c7032b5c7\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 4.736}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 3 and are equal or less than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"75665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-18 01:25:01.000000+00:00\", \"2022-03-05 15:57:57.000000+00:00\", \"2021-04-07 03:08:56.000000+00:00\", \"2020-06-01 11:13:10.000000+00:00\"], \"session_ids\": [\"4ad0a326-6f88-4604-bbbe-b166581ca502\", \"4f81dd93-ae07-47d5-82eb-52dd746b9b7f\", \"6cf514a5-006d-4f1a-95da-ad454f7adb07\", \"baf9647b-121a-4b09-8b94-8d632645c855\"], \"total_duration\": 1157.0, \"total_sessions\": 4, \"mean_week_duration\": 12.576}}\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[{\"75665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-18 01:25:01.000000+00:00\", \"2022-03-05 15:57:57.000000+00:00\", \"2021-04-07 03:08:56.000000+00:00\", \"2020-06-01 11:13:10.000000+00:00\"], \"session_ids\": [\"4ad0a326-6f88-4604-bbbe-b166581ca502\", \"4f81dd93-ae07-47d5-82eb-52dd746b9b7f\", \"6cf514a5-006d-4f1a-95da-ad454f7adb07\", \"baf9647b-121a-4b09-8b94-8d632645c855\"], \"total_duration\": 1157.0, \"total_sessions\": 4, \"mean_week_duration\": 12.576}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-18 01:25:01.000000+00:00\", \"2022-03-05 15:57:57.000000+00:00\", \"2021-04-07 03:08:56.000000+00:00\", \"2020-06-01 11:13:10.000000+00:00\"], \"session_ids\": [\"4ad0a326-6f88-4604-bbbe-b166581ca502\", \"4f81dd93-ae07-47d5-82eb-52dd746b9b7f\", \"6cf514a5-006d-4f1a-95da-ad454f7adb07\", \"baf9647b-121a-4b09-8b94-8d632645c855\"], \"total_duration\": 1157.0, \"total_sessions\": 4, \"mean_week_duration\": 12.576}}]\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[{\"75665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-18 01:25:01.000000+00:00\", \"2022-03-05 15:57:57.000000+00:00\", \"2021-04-07 03:08:56.000000+00:00\", \"2020-06-01 11:13:10.000000+00:00\"], \"session_ids\": [\"4ad0a326-6f88-4604-bbbe-b166581ca502\", \"4f81dd93-ae07-47d5-82eb-52dd746b9b7f\", \"6cf514a5-006d-4f1a-95da-ad454f7adb07\", \"baf9647b-121a-4b09-8b94-8d632645c855\"], \"total_duration\": 1157.0, \"total_sessions\": 4, \"mean_week_duration\": 12.576}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 2 users pieces of information with a total time using the app that is above 3994 and below 2278 , execute sorting by site usage time per week ascendingly." } ]
[ { "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{\"99098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-07 01:27:53.000000+00:00\", \"2022-12-15 17:29:37.000000+00:00\", \"2019-04-09 07:10:29.000000+00:00\", \"2022-01-24 20:17:23.000000+00:00\", \"2023-06-30 02:20:31.000000+00:00\", \"2023-03-14 14:17:53.000000+00:00\", \"2023-02-16 03:35:16.000000+00:00\", \"2023-03-25 00:10:32.000000+00:00\", \"2022-05-21 21:32:48.000000+00:00\", \"2020-07-20 11:11:14.000000+00:00\", \"2022-01-28 13:40:56.000000+00:00\"], \"session_ids\": [\"05814600-16da-4c34-aae4-9fb27b672c1e\", \"f78fdb7a-0534-4e07-9680-9cddeaf8761d\", \"149d6ec7-cd92-4a4e-972e-97e9142c93f2\", \"87bd48cd-cac5-48b5-95f7-e552a609701d\", \"dcfcbb05-2ff8-4847-94f8-58b5768e6dbe\", \"61724265-3735-4453-ab80-1855ba305ba1\", \"280b1bfc-9550-4cb9-8b4f-c381ccf78c67\", \"39434506-5827-4db8-a458-312dc67f6d99\", \"8c7ade4e-1385-457e-99ef-1ad22cff9924\", \"9fc4f6d1-a077-4648-8f85-dc9e282335e9\", \"8e9af0d0-55fd-4029-8342-71e91cae33bc\"], \"total_duration\": 11046.0, \"total_sessions\": 11, \"mean_week_duration\": 49.982}, \"63596\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-08-05 04:37:38.000000+00:00\", \"2019-05-19 21:46:09.000000+00:00\", \"2021-12-22 01:58:47.000000+00:00\", \"2023-06-08 05:15:56.000000+00:00\", \"2022-08-25 21:29:50.000000+00:00\", \"2023-01-18 11:45:38.000000+00:00\"], \"session_ids\": [\"b12802b8-0abf-426a-8d14-46d3ba6d08b5\", \"1d9f3060-a1f4-4f84-97aa-939a49e15003\", \"76f92d61-b5c4-4158-b680-d606508c3af1\", \"73bd5cf6-219e-4b1c-ab11-3b2144d8f493\", \"6119ed0c-f257-4f08-a1cd-8d4bf956a4d6\", \"7d7c64e8-e042-4a1d-82c9-9bbcada34038\"], \"total_duration\": 5062.0, \"total_sessions\": 6, \"mean_week_duration\": 23.877}, \"36260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-04 23:24:17.000000+00:00\", \"2022-12-18 21:17:28.000000+00:00\"], \"session_ids\": [\"d473f87d-0efc-4a6e-9987-13b653250442\", \"043f0943-932e-4674-8298-9cf60f3b231b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 3.252}, \"22216\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-09 07:50:41.000000+00:00\", \"2021-03-16 19:20:35.000000+00:00\"], \"session_ids\": [\"11d9315d-90cf-4312-8d6f-80676e39b149\", \"ef5a43af-6241-49eb-af3e-e1d297a972f9\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}, \"6094\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-16 14:52:57.000000+00:00\", \"2019-12-13 00:27:19.000000+00:00\", \"2023-01-19 12:13:01.000000+00:00\"], \"session_ids\": [\"a30f4407-9cc5-4328-9dde-f161ba5db6e3\", \"03277e7c-412e-4aa8-ae12-a3316dfd10be\", \"76dbf539-79e4-4a3b-b60c-49b1c72ce39d\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 4.801}, \"59336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-15 17:22:15.000000+00:00\", \"2019-12-30 19:49:02.000000+00:00\", \"2021-06-08 22:30:38.000000+00:00\"], \"session_ids\": [\"c674b803-f0eb-4167-8731-31f1f16d0253\", \"a76cec4b-0436-4f70-a626-9094a1aa0757\", \"57e978cf-6eb1-497c-8fd5-f8ac05f75f14\"], \"total_duration\": 335.0, \"total_sessions\": 3, \"mean_week_duration\": 2.233}, \"42422\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-30 01:28:33.000000+00:00\", \"2022-01-31 00:29:29.000000+00:00\"], \"session_ids\": [\"39b3b019-badd-4458-8559-cd3a7ebd4ab1\", \"bf022327-c35e-46eb-b219-25fbf09d560f\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}, \"4993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-16 16:24:28.000000+00:00\", \"2023-01-13 06:02:34.000000+00:00\", \"2019-07-30 20:22:22.000000+00:00\", \"2020-06-21 15:56:46.000000+00:00\"], \"session_ids\": [\"f9375e07-19ef-4024-bdd0-345b1d42b245\", \"57fa869c-9009-43bc-8101-d6f55a57016f\", \"049f9207-8b3c-4d77-a9cc-f21a3c58f6a2\", \"c27c0084-1bee-43c3-86d4-9682db51da41\"], \"total_duration\": 308.0, \"total_sessions\": 4, \"mean_week_duration\": 1.702}, \"51016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-07 05:26:14.000000+00:00\", \"2020-03-25 12:49:53.000000+00:00\"], \"session_ids\": [\"49584029-291a-473d-bd3e-384c58382591\", \"4b166ed4-3097-4bd4-8fad-b9f213f3985e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.278}, \"28085\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-06 22:44:39.000000+00:00\", \"2022-09-18 12:05:30.000000+00:00\", \"2022-03-03 16:54:11.000000+00:00\", \"2020-07-25 09:16:31.000000+00:00\", \"2021-09-22 20:32:51.000000+00:00\"], \"session_ids\": [\"c21e7456-4104-4667-8e63-6c2ebc511e4f\", \"e5c6e7af-385f-4bcd-a0f8-cfca073e3477\", \"155d2d3e-a6a2-426a-adbb-f0493fe6b8c1\", \"543cb232-2415-4eda-be53-db78762fc56d\", \"4e6130ae-d814-4353-af5c-94b094088ebb\"], \"total_duration\": 1003.0, \"total_sessions\": 5, \"mean_week_duration\": 7.321}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 2278 and are equal or greater than 3994" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2278, 3994]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-04 23:24:17.000000+00:00\", \"2022-12-18 21:17:28.000000+00:00\"], \"session_ids\": [\"d473f87d-0efc-4a6e-9987-13b653250442\", \"043f0943-932e-4674-8298-9cf60f3b231b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 3.252}, \"22216\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-09 07:50:41.000000+00:00\", \"2021-03-16 19:20:35.000000+00:00\"], \"session_ids\": [\"11d9315d-90cf-4312-8d6f-80676e39b149\", \"ef5a43af-6241-49eb-af3e-e1d297a972f9\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}, \"6094\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-16 14:52:57.000000+00:00\", \"2019-12-13 00:27:19.000000+00:00\", \"2023-01-19 12:13:01.000000+00:00\"], \"session_ids\": [\"a30f4407-9cc5-4328-9dde-f161ba5db6e3\", \"03277e7c-412e-4aa8-ae12-a3316dfd10be\", \"76dbf539-79e4-4a3b-b60c-49b1c72ce39d\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 4.801}, \"59336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-15 17:22:15.000000+00:00\", \"2019-12-30 19:49:02.000000+00:00\", \"2021-06-08 22:30:38.000000+00:00\"], \"session_ids\": [\"c674b803-f0eb-4167-8731-31f1f16d0253\", \"a76cec4b-0436-4f70-a626-9094a1aa0757\", \"57e978cf-6eb1-497c-8fd5-f8ac05f75f14\"], \"total_duration\": 335.0, \"total_sessions\": 3, \"mean_week_duration\": 2.233}, \"42422\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-30 01:28:33.000000+00:00\", \"2022-01-31 00:29:29.000000+00:00\"], \"session_ids\": [\"39b3b019-badd-4458-8559-cd3a7ebd4ab1\", \"bf022327-c35e-46eb-b219-25fbf09d560f\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}, \"4993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-16 16:24:28.000000+00:00\", \"2023-01-13 06:02:34.000000+00:00\", \"2019-07-30 20:22:22.000000+00:00\", \"2020-06-21 15:56:46.000000+00:00\"], \"session_ids\": [\"f9375e07-19ef-4024-bdd0-345b1d42b245\", \"57fa869c-9009-43bc-8101-d6f55a57016f\", \"049f9207-8b3c-4d77-a9cc-f21a3c58f6a2\", \"c27c0084-1bee-43c3-86d4-9682db51da41\"], \"total_duration\": 308.0, \"total_sessions\": 4, \"mean_week_duration\": 1.702}, \"51016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-07 05:26:14.000000+00:00\", \"2020-03-25 12:49:53.000000+00:00\"], \"session_ids\": [\"49584029-291a-473d-bd3e-384c58382591\", \"4b166ed4-3097-4bd4-8fad-b9f213f3985e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.278}, \"28085\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-06 22:44:39.000000+00:00\", \"2022-09-18 12:05:30.000000+00:00\", \"2022-03-03 16:54:11.000000+00:00\", \"2020-07-25 09:16:31.000000+00:00\", \"2021-09-22 20:32:51.000000+00:00\"], \"session_ids\": [\"c21e7456-4104-4667-8e63-6c2ebc511e4f\", \"e5c6e7af-385f-4bcd-a0f8-cfca073e3477\", \"155d2d3e-a6a2-426a-adbb-f0493fe6b8c1\", \"543cb232-2415-4eda-be53-db78762fc56d\", \"4e6130ae-d814-4353-af5c-94b094088ebb\"], \"total_duration\": 1003.0, \"total_sessions\": 5, \"mean_week_duration\": 7.321}, \"99098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-07 01:27:53.000000+00:00\", \"2022-12-15 17:29:37.000000+00:00\", \"2019-04-09 07:10:29.000000+00:00\", \"2022-01-24 20:17:23.000000+00:00\", \"2023-06-30 02:20:31.000000+00:00\", \"2023-03-14 14:17:53.000000+00:00\", \"2023-02-16 03:35:16.000000+00:00\", \"2023-03-25 00:10:32.000000+00:00\", \"2022-05-21 21:32:48.000000+00:00\", \"2020-07-20 11:11:14.000000+00:00\", \"2022-01-28 13:40:56.000000+00:00\"], \"session_ids\": [\"05814600-16da-4c34-aae4-9fb27b672c1e\", \"f78fdb7a-0534-4e07-9680-9cddeaf8761d\", \"149d6ec7-cd92-4a4e-972e-97e9142c93f2\", \"87bd48cd-cac5-48b5-95f7-e552a609701d\", \"dcfcbb05-2ff8-4847-94f8-58b5768e6dbe\", \"61724265-3735-4453-ab80-1855ba305ba1\", \"280b1bfc-9550-4cb9-8b4f-c381ccf78c67\", \"39434506-5827-4db8-a458-312dc67f6d99\", \"8c7ade4e-1385-457e-99ef-1ad22cff9924\", \"9fc4f6d1-a077-4648-8f85-dc9e282335e9\", \"8e9af0d0-55fd-4029-8342-71e91cae33bc\"], \"total_duration\": 11046.0, \"total_sessions\": 11, \"mean_week_duration\": 49.982}, \"63596\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-08-05 04:37:38.000000+00:00\", \"2019-05-19 21:46:09.000000+00:00\", \"2021-12-22 01:58:47.000000+00:00\", \"2023-06-08 05:15:56.000000+00:00\", \"2022-08-25 21:29:50.000000+00:00\", \"2023-01-18 11:45:38.000000+00:00\"], \"session_ids\": [\"b12802b8-0abf-426a-8d14-46d3ba6d08b5\", \"1d9f3060-a1f4-4f84-97aa-939a49e15003\", \"76f92d61-b5c4-4158-b680-d606508c3af1\", \"73bd5cf6-219e-4b1c-ab11-3b2144d8f493\", \"6119ed0c-f257-4f08-a1cd-8d4bf956a4d6\", \"7d7c64e8-e042-4a1d-82c9-9bbcada34038\"], \"total_duration\": 5062.0, \"total_sessions\": 6, \"mean_week_duration\": 23.877}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-07 05:26:14.000000+00:00\", \"2020-03-25 12:49:53.000000+00:00\"], \"session_ids\": [\"49584029-291a-473d-bd3e-384c58382591\", \"4b166ed4-3097-4bd4-8fad-b9f213f3985e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.278}}, {\"4993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-16 16:24:28.000000+00:00\", \"2023-01-13 06:02:34.000000+00:00\", \"2019-07-30 20:22:22.000000+00:00\", \"2020-06-21 15:56:46.000000+00:00\"], \"session_ids\": [\"f9375e07-19ef-4024-bdd0-345b1d42b245\", \"57fa869c-9009-43bc-8101-d6f55a57016f\", \"049f9207-8b3c-4d77-a9cc-f21a3c58f6a2\", \"c27c0084-1bee-43c3-86d4-9682db51da41\"], \"total_duration\": 308.0, \"total_sessions\": 4, \"mean_week_duration\": 1.702}}, {\"22216\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-09 07:50:41.000000+00:00\", \"2021-03-16 19:20:35.000000+00:00\"], \"session_ids\": [\"11d9315d-90cf-4312-8d6f-80676e39b149\", \"ef5a43af-6241-49eb-af3e-e1d297a972f9\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}}, {\"42422\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-30 01:28:33.000000+00:00\", \"2022-01-31 00:29:29.000000+00:00\"], \"session_ids\": [\"39b3b019-badd-4458-8559-cd3a7ebd4ab1\", \"bf022327-c35e-46eb-b219-25fbf09d560f\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 2.161}}, {\"59336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-15 17:22:15.000000+00:00\", \"2019-12-30 19:49:02.000000+00:00\", \"2021-06-08 22:30:38.000000+00:00\"], \"session_ids\": [\"c674b803-f0eb-4167-8731-31f1f16d0253\", \"a76cec4b-0436-4f70-a626-9094a1aa0757\", \"57e978cf-6eb1-497c-8fd5-f8ac05f75f14\"], \"total_duration\": 335.0, \"total_sessions\": 3, \"mean_week_duration\": 2.233}}, {\"36260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-04 23:24:17.000000+00:00\", \"2022-12-18 21:17:28.000000+00:00\"], \"session_ids\": [\"d473f87d-0efc-4a6e-9987-13b653250442\", \"043f0943-932e-4674-8298-9cf60f3b231b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 3.252}}, {\"6094\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-16 14:52:57.000000+00:00\", \"2019-12-13 00:27:19.000000+00:00\", \"2023-01-19 12:13:01.000000+00:00\"], \"session_ids\": [\"a30f4407-9cc5-4328-9dde-f161ba5db6e3\", \"03277e7c-412e-4aa8-ae12-a3316dfd10be\", \"76dbf539-79e4-4a3b-b60c-49b1c72ce39d\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 4.801}}, {\"28085\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-06 22:44:39.000000+00:00\", \"2022-09-18 12:05:30.000000+00:00\", \"2022-03-03 16:54:11.000000+00:00\", \"2020-07-25 09:16:31.000000+00:00\", \"2021-09-22 20:32:51.000000+00:00\"], \"session_ids\": [\"c21e7456-4104-4667-8e63-6c2ebc511e4f\", \"e5c6e7af-385f-4bcd-a0f8-cfca073e3477\", \"155d2d3e-a6a2-426a-adbb-f0493fe6b8c1\", \"543cb232-2415-4eda-be53-db78762fc56d\", \"4e6130ae-d814-4353-af5c-94b094088ebb\"], \"total_duration\": 1003.0, \"total_sessions\": 5, \"mean_week_duration\": 7.321}}, {\"63596\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-08-05 04:37:38.000000+00:00\", \"2019-05-19 21:46:09.000000+00:00\", \"2021-12-22 01:58:47.000000+00:00\", \"2023-06-08 05:15:56.000000+00:00\", \"2022-08-25 21:29:50.000000+00:00\", \"2023-01-18 11:45:38.000000+00:00\"], \"session_ids\": [\"b12802b8-0abf-426a-8d14-46d3ba6d08b5\", \"1d9f3060-a1f4-4f84-97aa-939a49e15003\", \"76f92d61-b5c4-4158-b680-d606508c3af1\", \"73bd5cf6-219e-4b1c-ab11-3b2144d8f493\", \"6119ed0c-f257-4f08-a1cd-8d4bf956a4d6\", \"7d7c64e8-e042-4a1d-82c9-9bbcada34038\"], \"total_duration\": 5062.0, \"total_sessions\": 6, \"mean_week_duration\": 23.877}}, {\"99098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-07 01:27:53.000000+00:00\", \"2022-12-15 17:29:37.000000+00:00\", \"2019-04-09 07:10:29.000000+00:00\", \"2022-01-24 20:17:23.000000+00:00\", \"2023-06-30 02:20:31.000000+00:00\", \"2023-03-14 14:17:53.000000+00:00\", \"2023-02-16 03:35:16.000000+00:00\", \"2023-03-25 00:10:32.000000+00:00\", \"2022-05-21 21:32:48.000000+00:00\", \"2020-07-20 11:11:14.000000+00:00\", \"2022-01-28 13:40:56.000000+00:00\"], \"session_ids\": [\"05814600-16da-4c34-aae4-9fb27b672c1e\", \"f78fdb7a-0534-4e07-9680-9cddeaf8761d\", \"149d6ec7-cd92-4a4e-972e-97e9142c93f2\", \"87bd48cd-cac5-48b5-95f7-e552a609701d\", \"dcfcbb05-2ff8-4847-94f8-58b5768e6dbe\", \"61724265-3735-4453-ab80-1855ba305ba1\", \"280b1bfc-9550-4cb9-8b4f-c381ccf78c67\", \"39434506-5827-4db8-a458-312dc67f6d99\", \"8c7ade4e-1385-457e-99ef-1ad22cff9924\", \"9fc4f6d1-a077-4648-8f85-dc9e282335e9\", \"8e9af0d0-55fd-4029-8342-71e91cae33bc\"], \"total_duration\": 11046.0, \"total_sessions\": 11, \"mean_week_duration\": 49.982}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-07 05:26:14.000000+00:00\", \"2020-03-25 12:49:53.000000+00:00\"], \"session_ids\": [\"49584029-291a-473d-bd3e-384c58382591\", \"4b166ed4-3097-4bd4-8fad-b9f213f3985e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.278}}, {\"4993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-16 16:24:28.000000+00:00\", \"2023-01-13 06:02:34.000000+00:00\", \"2019-07-30 20:22:22.000000+00:00\", \"2020-06-21 15:56:46.000000+00:00\"], \"session_ids\": [\"f9375e07-19ef-4024-bdd0-345b1d42b245\", \"57fa869c-9009-43bc-8101-d6f55a57016f\", \"049f9207-8b3c-4d77-a9cc-f21a3c58f6a2\", \"c27c0084-1bee-43c3-86d4-9682db51da41\"], \"total_duration\": 308.0, \"total_sessions\": 4, \"mean_week_duration\": 1.702}}]\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[{\"51016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-07 05:26:14.000000+00:00\", \"2020-03-25 12:49:53.000000+00:00\"], \"session_ids\": [\"49584029-291a-473d-bd3e-384c58382591\", \"4b166ed4-3097-4bd4-8fad-b9f213f3985e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.278}}, {\"4993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-16 16:24:28.000000+00:00\", \"2023-01-13 06:02:34.000000+00:00\", \"2019-07-30 20:22:22.000000+00:00\", \"2020-06-21 15:56:46.000000+00:00\"], \"session_ids\": [\"f9375e07-19ef-4024-bdd0-345b1d42b245\", \"57fa869c-9009-43bc-8101-d6f55a57016f\", \"049f9207-8b3c-4d77-a9cc-f21a3c58f6a2\", \"c27c0084-1bee-43c3-86d4-9682db51da41\"], \"total_duration\": 308.0, \"total_sessions\": 4, \"mean_week_duration\": 1.702}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users who have duration of sessions per week strictly bigger than 18 + sort by sum of duration desc in addition save only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-14 23:57:02.000000+00:00\", \"2021-10-04 19:30:04.000000+00:00\", \"2023-05-12 06:20:39.000000+00:00\", \"2019-08-14 01:46:18.000000+00:00\"], \"session_ids\": [\"b764df99-a7c5-4b84-a022-6d1d015f0734\", \"88a20644-e2f1-4253-bd37-45f5140a223c\", \"386c7b0c-1017-4c4e-9669-fd88272745b6\", \"97278b40-00b7-4e4d-9b50-093eff9c1a9b\"], \"total_duration\": 360.0, \"total_sessions\": 4, \"mean_week_duration\": 1.837}, \"70583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-24 03:28:17.000000+00:00\", \"2022-08-27 02:30:40.000000+00:00\"], \"session_ids\": [\"5004d997-f40c-44b7-88dd-f4fd30cd64db\", \"e3d7397e-01d1-4196-983d-eeba58da1356\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"53274\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-16 01:56:44.000000+00:00\", \"2019-03-27 06:17:35.000000+00:00\", \"2020-01-17 15:31:41.000000+00:00\", \"2022-08-25 16:04:15.000000+00:00\"], \"session_ids\": [\"23052690-3f09-449f-8ea0-655a78720459\", \"87fef432-b2f1-4000-9fea-4f0b9b9a2cf9\", \"b8925dbb-3d15-4657-a9f3-e1520bdc0720\", \"106aa5f8-c1e7-4c7a-a189-c8af933d194e\"], \"total_duration\": 66.0, \"total_sessions\": 4, \"mean_week_duration\": 0.369}, \"68829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-04 17:48:44.000000+00:00\", \"2019-09-07 23:17:47.000000+00:00\", \"2021-11-15 17:19:15.000000+00:00\", \"2020-12-31 10:33:01.000000+00:00\", \"2021-06-25 17:21:49.000000+00:00\"], \"session_ids\": [\"1d82f916-f38a-40a8-99ce-bd6cd8b82e35\", \"906e99c8-ffd1-4cc5-84c4-310e71fb4e2e\", \"296f2188-dd0d-4587-9887-78225bb44805\", \"3533168d-27a0-4a08-9295-d5b7164d972a\", \"660884ba-6e1b-47cd-af1d-d024a0f44173\"], \"total_duration\": 2950.0, \"total_sessions\": 5, \"mean_week_duration\": 25.652}, \"65461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-13 01:20:14.000000+00:00\", \"2020-08-03 12:11:48.000000+00:00\", \"2022-05-17 10:24:27.000000+00:00\", \"2021-09-14 11:57:42.000000+00:00\", \"2020-01-23 23:03:31.000000+00:00\", \"2022-03-08 22:45:17.000000+00:00\", \"2022-02-18 06:58:09.000000+00:00\", \"2023-03-14 04:33:35.000000+00:00\", \"2022-11-22 16:59:02.000000+00:00\"], \"session_ids\": [\"be4c7376-24cc-4a29-ae9c-e1e09e962c17\", \"47f6c199-5abf-4b61-955c-b9099afcaebc\", \"4ffe7385-d10b-4e4c-a252-224548cee292\", \"42d33fb1-47e3-46ff-8531-5812d7c81602\", \"eea04d5b-ed32-44d5-a2a4-a3b557439438\", \"8d440d89-2611-49ae-8bcf-b7878b05507a\", \"1abf9385-8852-43b3-a6f2-db354f78ba97\", \"686bdc8f-3ea1-4231-b36c-ccb54e24fbc6\", \"4048acea-2af5-4bb3-a371-c0ffb5875b4c\"], \"total_duration\": 5115.0, \"total_sessions\": 9, \"mean_week_duration\": 28.898}, \"73549\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-11-27 13:59:11.000000+00:00\", \"2021-11-17 22:27:18.000000+00:00\", \"2023-04-07 13:16:59.000000+00:00\"], \"session_ids\": [\"e0a8470e-f2fa-4fec-ac1c-1e5056bb29da\", \"229019a5-804b-4868-b30e-14a0f83d689f\", \"9e643842-00a1-435c-b2f8-06f99cc6ef98\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 0.789}, \"25986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-18 14:42:35.000000+00:00\", \"2019-12-03 05:39:45.000000+00:00\", \"2021-06-02 06:55:15.000000+00:00\", \"2023-03-28 05:34:02.000000+00:00\", \"2020-06-21 13:16:06.000000+00:00\", \"2019-06-26 04:04:53.000000+00:00\", \"2021-09-21 02:57:58.000000+00:00\", \"2022-07-16 23:21:07.000000+00:00\"], \"session_ids\": [\"021b7aad-2b90-4dd9-b431-cbfcae121476\", \"e243bba4-2794-4e1d-9d3a-e83005837c51\", \"3b33b6ca-a9aa-4142-a272-a103f31ec9f0\", \"8e959333-7a05-4547-8f2a-99b691985b2c\", \"0aa688fd-605c-458f-89b2-6f001f84c96f\", \"a0c21a49-9bb2-4f5f-9aba-190b41786e9f\", \"463ebe56-44c0-45e1-9eb2-0e38779de5e3\", \"4b4ae28f-2a60-4cc5-a2f0-746fe4f983d8\"], \"total_duration\": 97.0, \"total_sessions\": 8, \"mean_week_duration\": 0.475}, \"55361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-26 10:15:04.000000+00:00\", \"2020-05-13 05:35:31.000000+00:00\", \"2022-03-25 04:18:59.000000+00:00\", \"2023-02-14 12:47:25.000000+00:00\", \"2023-01-20 18:09:31.000000+00:00\"], \"session_ids\": [\"eba8d383-4200-421a-9ba3-46f5a62f4aa5\", \"baa5c2a0-fb74-48b5-a0ab-47f973d6de32\", \"d1baaafb-537b-47b1-a31b-fc2cc2a0d184\", \"04580035-fd58-4835-ac85-c2c883650542\", \"52838964-94a5-41a9-8ea9-f5aa3469ed0f\"], \"total_duration\": 501.0, \"total_sessions\": 5, \"mean_week_duration\": 3.479}, \"35351\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-11 00:10:28.000000+00:00\", \"2023-06-28 01:58:19.000000+00:00\"], \"session_ids\": [\"9048177c-7188-4c81-99e4-b8b542fb653a\", \"dbf1757d-29e5-4eee-9390-43d284e96d5d\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 1.362}, \"76397\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-14 19:39:53.000000+00:00\", \"2021-12-27 08:28:56.000000+00:00\", \"2022-08-08 16:43:40.000000+00:00\"], \"session_ids\": [\"b79be9bb-160b-4eab-b4a8-498794325821\", \"a2c7bd49-3dbe-4dfb-9702-7390262ccb4f\", \"723b42b3-87eb-4e79-81ba-afd81a88a06d\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 5.865}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 18" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 50]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"68829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-04 17:48:44.000000+00:00\", \"2019-09-07 23:17:47.000000+00:00\", \"2021-11-15 17:19:15.000000+00:00\", \"2020-12-31 10:33:01.000000+00:00\", \"2021-06-25 17:21:49.000000+00:00\"], \"session_ids\": [\"1d82f916-f38a-40a8-99ce-bd6cd8b82e35\", \"906e99c8-ffd1-4cc5-84c4-310e71fb4e2e\", \"296f2188-dd0d-4587-9887-78225bb44805\", \"3533168d-27a0-4a08-9295-d5b7164d972a\", \"660884ba-6e1b-47cd-af1d-d024a0f44173\"], \"total_duration\": 2950.0, \"total_sessions\": 5, \"mean_week_duration\": 25.652}, \"65461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-13 01:20:14.000000+00:00\", \"2020-08-03 12:11:48.000000+00:00\", \"2022-05-17 10:24:27.000000+00:00\", \"2021-09-14 11:57:42.000000+00:00\", \"2020-01-23 23:03:31.000000+00:00\", \"2022-03-08 22:45:17.000000+00:00\", \"2022-02-18 06:58:09.000000+00:00\", \"2023-03-14 04:33:35.000000+00:00\", \"2022-11-22 16:59:02.000000+00:00\"], \"session_ids\": [\"be4c7376-24cc-4a29-ae9c-e1e09e962c17\", \"47f6c199-5abf-4b61-955c-b9099afcaebc\", \"4ffe7385-d10b-4e4c-a252-224548cee292\", \"42d33fb1-47e3-46ff-8531-5812d7c81602\", \"eea04d5b-ed32-44d5-a2a4-a3b557439438\", \"8d440d89-2611-49ae-8bcf-b7878b05507a\", \"1abf9385-8852-43b3-a6f2-db354f78ba97\", \"686bdc8f-3ea1-4231-b36c-ccb54e24fbc6\", \"4048acea-2af5-4bb3-a371-c0ffb5875b4c\"], \"total_duration\": 5115.0, \"total_sessions\": 9, \"mean_week_duration\": 28.898}}\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[{\"65461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-13 01:20:14.000000+00:00\", \"2020-08-03 12:11:48.000000+00:00\", \"2022-05-17 10:24:27.000000+00:00\", \"2021-09-14 11:57:42.000000+00:00\", \"2020-01-23 23:03:31.000000+00:00\", \"2022-03-08 22:45:17.000000+00:00\", \"2022-02-18 06:58:09.000000+00:00\", \"2023-03-14 04:33:35.000000+00:00\", \"2022-11-22 16:59:02.000000+00:00\"], \"session_ids\": [\"be4c7376-24cc-4a29-ae9c-e1e09e962c17\", \"47f6c199-5abf-4b61-955c-b9099afcaebc\", \"4ffe7385-d10b-4e4c-a252-224548cee292\", \"42d33fb1-47e3-46ff-8531-5812d7c81602\", \"eea04d5b-ed32-44d5-a2a4-a3b557439438\", \"8d440d89-2611-49ae-8bcf-b7878b05507a\", \"1abf9385-8852-43b3-a6f2-db354f78ba97\", \"686bdc8f-3ea1-4231-b36c-ccb54e24fbc6\", \"4048acea-2af5-4bb3-a371-c0ffb5875b4c\"], \"total_duration\": 5115.0, \"total_sessions\": 9, \"mean_week_duration\": 28.898}}, {\"68829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-04 17:48:44.000000+00:00\", \"2019-09-07 23:17:47.000000+00:00\", \"2021-11-15 17:19:15.000000+00:00\", \"2020-12-31 10:33:01.000000+00:00\", \"2021-06-25 17:21:49.000000+00:00\"], \"session_ids\": [\"1d82f916-f38a-40a8-99ce-bd6cd8b82e35\", \"906e99c8-ffd1-4cc5-84c4-310e71fb4e2e\", \"296f2188-dd0d-4587-9887-78225bb44805\", \"3533168d-27a0-4a08-9295-d5b7164d972a\", \"660884ba-6e1b-47cd-af1d-d024a0f44173\"], \"total_duration\": 2950.0, \"total_sessions\": 5, \"mean_week_duration\": 25.652}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-13 01:20:14.000000+00:00\", \"2020-08-03 12:11:48.000000+00:00\", \"2022-05-17 10:24:27.000000+00:00\", \"2021-09-14 11:57:42.000000+00:00\", \"2020-01-23 23:03:31.000000+00:00\", \"2022-03-08 22:45:17.000000+00:00\", \"2022-02-18 06:58:09.000000+00:00\", \"2023-03-14 04:33:35.000000+00:00\", \"2022-11-22 16:59:02.000000+00:00\"], \"session_ids\": [\"be4c7376-24cc-4a29-ae9c-e1e09e962c17\", \"47f6c199-5abf-4b61-955c-b9099afcaebc\", \"4ffe7385-d10b-4e4c-a252-224548cee292\", \"42d33fb1-47e3-46ff-8531-5812d7c81602\", \"eea04d5b-ed32-44d5-a2a4-a3b557439438\", \"8d440d89-2611-49ae-8bcf-b7878b05507a\", \"1abf9385-8852-43b3-a6f2-db354f78ba97\", \"686bdc8f-3ea1-4231-b36c-ccb54e24fbc6\", \"4048acea-2af5-4bb3-a371-c0ffb5875b4c\"], \"total_duration\": 5115.0, \"total_sessions\": 9, \"mean_week_duration\": 28.898}}, {\"68829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-04 17:48:44.000000+00:00\", \"2019-09-07 23:17:47.000000+00:00\", \"2021-11-15 17:19:15.000000+00:00\", \"2020-12-31 10:33:01.000000+00:00\", \"2021-06-25 17:21:49.000000+00:00\"], \"session_ids\": [\"1d82f916-f38a-40a8-99ce-bd6cd8b82e35\", \"906e99c8-ffd1-4cc5-84c4-310e71fb4e2e\", \"296f2188-dd0d-4587-9887-78225bb44805\", \"3533168d-27a0-4a08-9295-d5b7164d972a\", \"660884ba-6e1b-47cd-af1d-d024a0f44173\"], \"total_duration\": 2950.0, \"total_sessions\": 5, \"mean_week_duration\": 25.652}}]\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[{\"65461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-13 01:20:14.000000+00:00\", \"2020-08-03 12:11:48.000000+00:00\", \"2022-05-17 10:24:27.000000+00:00\", \"2021-09-14 11:57:42.000000+00:00\", \"2020-01-23 23:03:31.000000+00:00\", \"2022-03-08 22:45:17.000000+00:00\", \"2022-02-18 06:58:09.000000+00:00\", \"2023-03-14 04:33:35.000000+00:00\", \"2022-11-22 16:59:02.000000+00:00\"], \"session_ids\": [\"be4c7376-24cc-4a29-ae9c-e1e09e962c17\", \"47f6c199-5abf-4b61-955c-b9099afcaebc\", \"4ffe7385-d10b-4e4c-a252-224548cee292\", \"42d33fb1-47e3-46ff-8531-5812d7c81602\", \"eea04d5b-ed32-44d5-a2a4-a3b557439438\", \"8d440d89-2611-49ae-8bcf-b7878b05507a\", \"1abf9385-8852-43b3-a6f2-db354f78ba97\", \"686bdc8f-3ea1-4231-b36c-ccb54e24fbc6\", \"4048acea-2af5-4bb3-a371-c0ffb5875b4c\"], \"total_duration\": 5115.0, \"total_sessions\": 9, \"mean_week_duration\": 28.898}}, {\"68829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-04 17:48:44.000000+00:00\", \"2019-09-07 23:17:47.000000+00:00\", \"2021-11-15 17:19:15.000000+00:00\", \"2020-12-31 10:33:01.000000+00:00\", \"2021-06-25 17:21:49.000000+00:00\"], \"session_ids\": [\"1d82f916-f38a-40a8-99ce-bd6cd8b82e35\", \"906e99c8-ffd1-4cc5-84c4-310e71fb4e2e\", \"296f2188-dd0d-4587-9887-78225bb44805\", \"3533168d-27a0-4a08-9295-d5b7164d972a\", \"660884ba-6e1b-47cd-af1d-d024a0f44173\"], \"total_duration\": 2950.0, \"total_sessions\": 5, \"mean_week_duration\": 25.652}}]\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 3 users to me whose site usage time is bigger than 443 (not including) as well as sort by town name in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-10 15:50:20.000000+00:00\", \"2023-03-06 20:53:53.000000+00:00\"], \"session_ids\": [\"f90fbc62-d2e5-4490-9673-1d4a50ba605f\", \"5ba7b0c1-b5d4-4aa5-986f-70ea1473dc44\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 33.923}, \"78008\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-30 22:08:10.000000+00:00\", \"2019-05-12 10:19:49.000000+00:00\", \"2023-03-06 21:08:11.000000+00:00\"], \"session_ids\": [\"cf16b47b-7345-404e-bcc1-117baced9c2e\", \"ca6d7d86-dbd1-416f-a353-1db749220e1d\", \"a0aa1405-7e2c-4f10-9562-924c32439930\"], \"total_duration\": 353.0, \"total_sessions\": 3, \"mean_week_duration\": 1.765}, \"94215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-15 22:25:30.000000+00:00\", \"2022-10-12 03:37:22.000000+00:00\", \"2023-02-13 20:47:01.000000+00:00\", \"2020-02-10 07:40:35.000000+00:00\", \"2021-08-09 19:02:37.000000+00:00\", \"2020-10-02 11:51:21.000000+00:00\", \"2022-08-03 10:21:23.000000+00:00\", \"2020-01-02 16:32:25.000000+00:00\", \"2020-09-29 23:40:11.000000+00:00\"], \"session_ids\": [\"d2d2fc36-5f12-416e-9e9c-52d9474e690b\", \"f5c36cad-efa5-4744-9810-b8b7d320ce44\", \"6a668104-7bf5-4af8-907b-41dac74e778d\", \"0873b3cb-5a4e-4b4a-861b-6706c02b0c4a\", \"07113d6d-94e6-43ca-a855-34f1f7be89c4\", \"40ca720d-24ff-41d9-b39c-80725a579da7\", \"1eebbe4c-978a-462b-9694-8edb52b49a31\", \"3eba6511-5831-453d-8c2d-ab5038088e31\", \"19fff9d7-44ed-4ca3-981d-43602486a8e4\"], \"total_duration\": 2461.0, \"total_sessions\": 9, \"mean_week_duration\": 15.098}, \"8130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-25 19:43:14.000000+00:00\", \"2021-05-14 00:39:31.000000+00:00\"], \"session_ids\": [\"e36e99b9-cb4d-458b-9c3a-06ee11a6b25e\", \"72f57c30-ed15-487d-bc19-722521fafebd\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 7.571}, \"65796\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-01 06:52:47.000000+00:00\", \"2019-03-04 20:13:43.000000+00:00\", \"2021-02-15 19:18:08.000000+00:00\"], \"session_ids\": [\"cf21d7bd-91bc-4e34-83ab-b45bb4b52719\", \"2a29ba29-f153-42ac-8767-0ff1015cb91f\", \"880412fb-3b76-4e89-b52f-ef8aada33f6d\"], \"total_duration\": 421.0, \"total_sessions\": 3, \"mean_week_duration\": 4.127}, \"34632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-18 05:22:41.000000+00:00\", \"2022-05-13 19:46:42.000000+00:00\"], \"session_ids\": [\"b6274744-5292-4594-bcd5-604606ef6958\", \"812ceb58-20e0-4b9e-b6cf-78ab329e01b1\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"31438\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-03-10 16:43:51.000000+00:00\", \"2021-10-13 22:04:51.000000+00:00\"], \"session_ids\": [\"4fbb6118-0588-452c-a71b-49dc79e5047c\", \"62caddc4-9093-4a80-ac8d-bbd5f2d3d4c2\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.024}, \"72479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-07 20:52:55.000000+00:00\", \"2019-03-16 06:34:09.000000+00:00\"], \"session_ids\": [\"4f8199b0-137a-4ecd-9268-5f0d3525d5db\", \"eb4fec6b-ed39-4d3f-aa53-668a55bfd42f\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}, \"90289\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-20 02:00:34.000000+00:00\", \"2021-12-31 00:26:55.000000+00:00\", \"2023-05-11 04:49:33.000000+00:00\"], \"session_ids\": [\"c22bbf8f-ec73-4ddb-b354-71e1759d85ae\", \"e6b0ce5c-81b9-43d4-aae7-15b7d64b7dcc\", \"16d3b55c-9abc-4bdd-ab0a-0093e63b15a8\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 14.352}, \"99596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-22 18:38:29.000000+00:00\", \"2021-12-12 21:36:17.000000+00:00\"], \"session_ids\": [\"508f4144-e5ef-4446-8287-a3e6631735a7\", \"9bf8e451-6a5f-42c9-bd95-62825897be9e\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 7.891}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 443" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[443, 3254]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-15 22:25:30.000000+00:00\", \"2022-10-12 03:37:22.000000+00:00\", \"2023-02-13 20:47:01.000000+00:00\", \"2020-02-10 07:40:35.000000+00:00\", \"2021-08-09 19:02:37.000000+00:00\", \"2020-10-02 11:51:21.000000+00:00\", \"2022-08-03 10:21:23.000000+00:00\", \"2020-01-02 16:32:25.000000+00:00\", \"2020-09-29 23:40:11.000000+00:00\"], \"session_ids\": [\"d2d2fc36-5f12-416e-9e9c-52d9474e690b\", \"f5c36cad-efa5-4744-9810-b8b7d320ce44\", \"6a668104-7bf5-4af8-907b-41dac74e778d\", \"0873b3cb-5a4e-4b4a-861b-6706c02b0c4a\", \"07113d6d-94e6-43ca-a855-34f1f7be89c4\", \"40ca720d-24ff-41d9-b39c-80725a579da7\", \"1eebbe4c-978a-462b-9694-8edb52b49a31\", \"3eba6511-5831-453d-8c2d-ab5038088e31\", \"19fff9d7-44ed-4ca3-981d-43602486a8e4\"], \"total_duration\": 2461.0, \"total_sessions\": 9, \"mean_week_duration\": 15.098}, \"90289\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-20 02:00:34.000000+00:00\", \"2021-12-31 00:26:55.000000+00:00\", \"2023-05-11 04:49:33.000000+00:00\"], \"session_ids\": [\"c22bbf8f-ec73-4ddb-b354-71e1759d85ae\", \"e6b0ce5c-81b9-43d4-aae7-15b7d64b7dcc\", \"16d3b55c-9abc-4bdd-ab0a-0093e63b15a8\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 14.352}}\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[{\"90289\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-20 02:00:34.000000+00:00\", \"2021-12-31 00:26:55.000000+00:00\", \"2023-05-11 04:49:33.000000+00:00\"], \"session_ids\": [\"c22bbf8f-ec73-4ddb-b354-71e1759d85ae\", \"e6b0ce5c-81b9-43d4-aae7-15b7d64b7dcc\", \"16d3b55c-9abc-4bdd-ab0a-0093e63b15a8\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 14.352}}, {\"94215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-15 22:25:30.000000+00:00\", \"2022-10-12 03:37:22.000000+00:00\", \"2023-02-13 20:47:01.000000+00:00\", \"2020-02-10 07:40:35.000000+00:00\", \"2021-08-09 19:02:37.000000+00:00\", \"2020-10-02 11:51:21.000000+00:00\", \"2022-08-03 10:21:23.000000+00:00\", \"2020-01-02 16:32:25.000000+00:00\", \"2020-09-29 23:40:11.000000+00:00\"], \"session_ids\": [\"d2d2fc36-5f12-416e-9e9c-52d9474e690b\", \"f5c36cad-efa5-4744-9810-b8b7d320ce44\", \"6a668104-7bf5-4af8-907b-41dac74e778d\", \"0873b3cb-5a4e-4b4a-861b-6706c02b0c4a\", \"07113d6d-94e6-43ca-a855-34f1f7be89c4\", \"40ca720d-24ff-41d9-b39c-80725a579da7\", \"1eebbe4c-978a-462b-9694-8edb52b49a31\", \"3eba6511-5831-453d-8c2d-ab5038088e31\", \"19fff9d7-44ed-4ca3-981d-43602486a8e4\"], \"total_duration\": 2461.0, \"total_sessions\": 9, \"mean_week_duration\": 15.098}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90289\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-20 02:00:34.000000+00:00\", \"2021-12-31 00:26:55.000000+00:00\", \"2023-05-11 04:49:33.000000+00:00\"], \"session_ids\": [\"c22bbf8f-ec73-4ddb-b354-71e1759d85ae\", \"e6b0ce5c-81b9-43d4-aae7-15b7d64b7dcc\", \"16d3b55c-9abc-4bdd-ab0a-0093e63b15a8\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 14.352}}, {\"94215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-15 22:25:30.000000+00:00\", \"2022-10-12 03:37:22.000000+00:00\", \"2023-02-13 20:47:01.000000+00:00\", \"2020-02-10 07:40:35.000000+00:00\", \"2021-08-09 19:02:37.000000+00:00\", \"2020-10-02 11:51:21.000000+00:00\", \"2022-08-03 10:21:23.000000+00:00\", \"2020-01-02 16:32:25.000000+00:00\", \"2020-09-29 23:40:11.000000+00:00\"], \"session_ids\": [\"d2d2fc36-5f12-416e-9e9c-52d9474e690b\", \"f5c36cad-efa5-4744-9810-b8b7d320ce44\", \"6a668104-7bf5-4af8-907b-41dac74e778d\", \"0873b3cb-5a4e-4b4a-861b-6706c02b0c4a\", \"07113d6d-94e6-43ca-a855-34f1f7be89c4\", \"40ca720d-24ff-41d9-b39c-80725a579da7\", \"1eebbe4c-978a-462b-9694-8edb52b49a31\", \"3eba6511-5831-453d-8c2d-ab5038088e31\", \"19fff9d7-44ed-4ca3-981d-43602486a8e4\"], \"total_duration\": 2461.0, \"total_sessions\": 9, \"mean_week_duration\": 15.098}}]\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[{\"90289\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-20 02:00:34.000000+00:00\", \"2021-12-31 00:26:55.000000+00:00\", \"2023-05-11 04:49:33.000000+00:00\"], \"session_ids\": [\"c22bbf8f-ec73-4ddb-b354-71e1759d85ae\", \"e6b0ce5c-81b9-43d4-aae7-15b7d64b7dcc\", \"16d3b55c-9abc-4bdd-ab0a-0093e63b15a8\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 14.352}}, {\"94215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-15 22:25:30.000000+00:00\", \"2022-10-12 03:37:22.000000+00:00\", \"2023-02-13 20:47:01.000000+00:00\", \"2020-02-10 07:40:35.000000+00:00\", \"2021-08-09 19:02:37.000000+00:00\", \"2020-10-02 11:51:21.000000+00:00\", \"2022-08-03 10:21:23.000000+00:00\", \"2020-01-02 16:32:25.000000+00:00\", \"2020-09-29 23:40:11.000000+00:00\"], \"session_ids\": [\"d2d2fc36-5f12-416e-9e9c-52d9474e690b\", \"f5c36cad-efa5-4744-9810-b8b7d320ce44\", \"6a668104-7bf5-4af8-907b-41dac74e778d\", \"0873b3cb-5a4e-4b4a-861b-6706c02b0c4a\", \"07113d6d-94e6-43ca-a855-34f1f7be89c4\", \"40ca720d-24ff-41d9-b39c-80725a579da7\", \"1eebbe4c-978a-462b-9694-8edb52b49a31\", \"3eba6511-5831-453d-8c2d-ab5038088e31\", \"19fff9d7-44ed-4ca3-981d-43602486a8e4\"], \"total_duration\": 2461.0, \"total_sessions\": 9, \"mean_week_duration\": 15.098}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about user with a time using the app that is higher than 1871 and lower than 3174, exclusive 1871 inclusive 3174 , moreover apply sorting by site usage time from the smallest value to the largest value + save only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30412\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-13 02:06:50.000000+00:00\", \"2023-03-26 00:01:11.000000+00:00\", \"2020-06-20 05:50:09.000000+00:00\"], \"session_ids\": [\"839dfead-f2b5-4a90-a35e-b0e09c9ca661\", \"61e12778-bcaa-466a-b3c7-6477acccff80\", \"04fa3b7e-f6d2-49b6-bae0-2f69225c6a81\"], \"total_duration\": 793.0, \"total_sessions\": 3, \"mean_week_duration\": 4.005}, \"42808\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-17 09:57:05.000000+00:00\", \"2022-12-09 02:49:17.000000+00:00\", \"2022-12-19 15:27:19.000000+00:00\"], \"session_ids\": [\"e660251f-d9d7-484c-8256-78544e8162b2\", \"1e478c06-d5c1-4cb2-9f5f-db06a8ff799a\", \"dd172382-04f5-4c05-bd44-798f7486e19c\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 11.929}, \"94626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-20 22:48:09.000000+00:00\", \"2022-03-17 04:00:03.000000+00:00\"], \"session_ids\": [\"297e4df8-3481-4906-bc70-eafb4343875a\", \"b9291ebb-5d6f-49b9-9947-069579d95c15\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 6.339}, \"13517\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-24 21:08:15.000000+00:00\", \"2019-08-22 20:38:40.000000+00:00\"], \"session_ids\": [\"9c569507-1da7-44ee-b787-74ed4814cabf\", \"04501e74-2cbe-4922-a96e-56b77552fbfc\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 20.222}, \"21423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-22 02:33:14.000000+00:00\", \"2022-03-16 00:23:52.000000+00:00\", \"2019-10-28 10:11:12.000000+00:00\"], \"session_ids\": [\"1653c6bc-ec9e-4c69-9a61-ae9f4d448e7e\", \"abd4ac62-09d4-4a08-90ba-52c3211a59da\", \"040fe698-ded9-424a-9c13-0138bbeb3148\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.392}, \"80811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-05 19:30:18.000000+00:00\", \"2023-06-29 17:08:23.000000+00:00\"], \"session_ids\": [\"236932cc-3f41-4d2d-b7fc-b63558d0b8c2\", \"19a28eb5-8a91-411d-b801-4c204787bc76\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}, \"47162\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-15 03:02:16.000000+00:00\", \"2019-01-27 19:58:23.000000+00:00\", \"2021-02-19 09:15:40.000000+00:00\", \"2020-02-17 01:24:45.000000+00:00\", \"2021-02-28 22:29:03.000000+00:00\", \"2023-04-21 00:36:32.000000+00:00\", \"2020-06-24 10:25:11.000000+00:00\"], \"session_ids\": [\"a6401025-55fb-4440-8bc9-e00dc94cb0d9\", \"87d69b70-1712-4db2-b92e-35e1f8cf6bdc\", \"4c2b25a7-57dc-4b52-8ed6-5574d50637b2\", \"147e79d7-646e-48a9-912d-a8b9c9986007\", \"9b864bb9-e426-440f-856f-69d1a47f62d2\", \"55d67d86-b4ca-4e09-9cb5-0bcca8ff1d6d\", \"06258873-e5c3-43dc-b470-ad8561678796\"], \"total_duration\": 6815.0, \"total_sessions\": 7, \"mean_week_duration\": 30.837}, \"79679\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-08-08 04:39:36.000000+00:00\", \"2020-03-05 23:50:07.000000+00:00\"], \"session_ids\": [\"3765cdb7-a366-453e-8a4b-72b20c54eac4\", \"c2077c93-ce6b-49c9-8593-e3fdab854cf2\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 6.567}, \"41158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-28 21:17:24.000000+00:00\", \"2019-09-19 18:24:23.000000+00:00\"], \"session_ids\": [\"fd04049f-2249-43fe-b58e-9b3a03ba7970\", \"76a80d68-45eb-4564-8608-eb124c92ce5a\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 1.467}, \"78912\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-29 17:16:03.000000+00:00\", \"2020-01-26 06:10:02.000000+00:00\", \"2020-12-13 09:27:17.000000+00:00\"], \"session_ids\": [\"5ed9d79f-ef0f-4931-9b42-14f9ae975382\", \"354e90cc-2cf9-40c1-992b-a2a82047ec87\", \"46aa29ac-2e56-459c-b884-d298f5c7ea84\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.268}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1871 and are equal or less than 3174" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1871, 3174]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 2 users whose city is Bogota , implement sorting by sessions summation form the lowest value to the highest value also show me only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-31 17:52:42.000000+00:00\", \"2021-07-27 03:24:53.000000+00:00\", \"2021-05-22 03:41:09.000000+00:00\", \"2019-07-23 07:08:53.000000+00:00\", \"2019-01-28 03:43:03.000000+00:00\", \"2023-06-01 01:45:47.000000+00:00\", \"2022-03-08 21:44:55.000000+00:00\"], \"session_ids\": [\"c408b7d3-c6cc-49f8-9c4d-c00cc72a5d9d\", \"0f84a158-b4d1-4a51-9959-7e760183cee8\", \"e06e2fcc-4a10-4e4a-bc84-0f3e23ada21e\", \"495c0453-24d3-4807-bf5c-e5e3cce5fff1\", \"f33ad1d1-69dc-4939-88c7-723706f589f3\", \"254becd3-6ac5-48b9-b5e0-7367bd29a38a\", \"579a1d49-2300-4d77-abc9-9186e1ed6fa9\"], \"total_duration\": 1270.0, \"total_sessions\": 7, \"mean_week_duration\": 5.595}, \"53761\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-05 17:55:54.000000+00:00\", \"2021-12-23 12:01:10.000000+00:00\", \"2019-01-30 18:05:58.000000+00:00\", \"2022-06-16 19:31:46.000000+00:00\"], \"session_ids\": [\"4ddfe18c-a9a8-4655-9c75-f1a965823768\", \"3c8bc982-06a8-4b3d-a242-ccdf72a8f312\", \"1091eadd-400f-46dc-b49f-ff35013c7053\", \"98cc7e7d-1817-4da4-8d51-890fd365ca4f\"], \"total_duration\": 150.0, \"total_sessions\": 4, \"mean_week_duration\": 0.847}, \"83570\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-28 08:00:51.000000+00:00\", \"2021-08-30 08:48:25.000000+00:00\", \"2022-10-16 01:37:23.000000+00:00\", \"2020-12-18 07:24:48.000000+00:00\", \"2019-09-25 16:26:21.000000+00:00\", \"2019-04-29 05:59:00.000000+00:00\", \"2019-02-02 18:18:40.000000+00:00\", \"2023-02-07 07:14:36.000000+00:00\", \"2021-08-09 03:15:35.000000+00:00\", \"2023-04-14 23:32:32.000000+00:00\"], \"session_ids\": [\"5f76b45b-da8a-4415-84ea-26b150d7bd94\", \"acd107dd-2d03-4277-8c80-3e929084320d\", \"88218027-a8b0-42f2-bc52-333cdf90688b\", \"f6dc9ec9-3470-48cc-917e-6036211b3a04\", \"0c243c09-cd88-4d6c-b9ee-82c688c5371a\", \"e0f33017-945b-43a6-9f87-bf9f1590291f\", \"bf18a5a7-a813-487e-910f-e4971a783c09\", \"7ff84f98-3139-435f-9336-4a521830220a\", \"a26cbabf-d289-41f9-abdc-ad963b69ed45\", \"246f598d-1ae3-4da7-a5c0-dedd75aa18d7\"], \"total_duration\": 1893.0, \"total_sessions\": 10, \"mean_week_duration\": 8.644}, \"24452\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-29 22:26:57.000000+00:00\", \"2019-04-10 01:24:06.000000+00:00\"], \"session_ids\": [\"c5eb478c-e8a3-4118-aad9-f489e7b9fa55\", \"649d67c8-09fc-4260-85c8-c7b708f7d040\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.244}, \"66272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-05-31 04:10:36.000000+00:00\", \"2019-09-09 00:41:43.000000+00:00\", \"2019-03-11 09:42:54.000000+00:00\", \"2021-12-26 00:04:43.000000+00:00\"], \"session_ids\": [\"e3a5aa5e-7995-4dfd-95f7-2be5cbb88d2d\", \"8e47c2d6-76b6-47f9-9228-daa63eeecab6\", \"ff01c6ce-a507-4124-b3ee-859c72d2ea2d\", \"c44c31b8-2e2e-4fe0-8b0f-3c8b2a5ce08a\"], \"total_duration\": 1538.0, \"total_sessions\": 4, \"mean_week_duration\": 6.959}, \"7000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-12 06:38:30.000000+00:00\", \"2019-11-23 16:38:22.000000+00:00\", \"2019-10-26 09:43:08.000000+00:00\", \"2020-11-04 14:33:33.000000+00:00\", \"2019-10-21 04:43:19.000000+00:00\", \"2020-08-15 08:16:53.000000+00:00\", \"2021-06-16 09:49:11.000000+00:00\", \"2022-08-05 01:08:25.000000+00:00\", \"2019-07-07 05:47:07.000000+00:00\", \"2021-12-13 18:02:36.000000+00:00\", \"2020-11-15 07:04:32.000000+00:00\"], \"session_ids\": [\"55a2ac23-f742-4b97-bd18-0a51dfdb2baf\", \"385d69a2-9749-42c1-a381-d8f3b2dda4a9\", \"2bc2ea78-c28d-424f-8c8c-6902532b80ce\", \"1a658105-c688-4880-a7fc-b9e28280799a\", \"db6abb21-d4c5-4f99-8a0f-10577e6e1fd8\", \"7d6fb820-2aaf-4b98-bb15-cf99589d16c7\", \"7c38b8dd-8a6c-4c96-95e3-c6de82644134\", \"c7e5a3bf-0fe0-49d7-a309-312784df8651\", \"4639c308-c5d4-4f65-8759-c6ec542f797d\", \"e5fc7400-201c-45cb-9dda-24e1501df192\", \"6fe75e20-0fe3-46c2-a61f-6042e8d873a9\"], \"total_duration\": 62761.0, \"total_sessions\": 11, \"mean_week_duration\": 389.82}, \"86099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-09-01 20:50:11.000000+00:00\", \"2019-04-27 22:37:49.000000+00:00\", \"2021-11-22 07:01:40.000000+00:00\", \"2019-05-19 08:53:20.000000+00:00\", \"2022-07-31 09:30:28.000000+00:00\", \"2019-06-25 02:55:44.000000+00:00\"], \"session_ids\": [\"a854ac67-f8f1-4d73-b8aa-bbaf07501a69\", \"8fcd3f0a-d3df-4b74-a8ca-8d92fa8732d0\", \"89ac4c11-5010-4646-9719-7760a5a975c0\", \"c80904fc-2f4d-4cff-aec2-2230a7d999dc\", \"3f3a5dc5-4e5e-4899-a956-7b59dc8d06a8\", \"28a5f8f7-c50c-430f-85a6-f0972a6b396a\"], \"total_duration\": 6241.0, \"total_sessions\": 6, \"mean_week_duration\": 36.712}, \"8077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-19 05:12:22.000000+00:00\", \"2020-04-15 02:25:49.000000+00:00\", \"2021-04-25 09:01:13.000000+00:00\", \"2022-05-16 16:54:20.000000+00:00\", \"2019-05-22 10:33:58.000000+00:00\", \"2023-01-16 05:01:24.000000+00:00\"], \"session_ids\": [\"5ecc9d18-4b56-4f32-b6ce-0c5980d86320\", \"2173eeda-0df5-4651-b8a2-647ce624c9f3\", \"1c9ce290-7b1e-469c-b632-977b31f53d78\", \"27a62303-cd6d-4e13-a626-ad37dc6f75b3\", \"e7507fe5-d1c0-4f90-a6e3-b1febdc93392\", \"9c305dc9-45f7-4386-a1c9-d96526eb95b6\"], \"total_duration\": 268.0, \"total_sessions\": 6, \"mean_week_duration\": 1.34}, \"53249\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-17 10:54:32.000000+00:00\", \"2022-01-03 11:04:56.000000+00:00\"], \"session_ids\": [\"77f62677-d2b9-4db8-9ca8-afe858010408\", \"214b8a13-cc8d-4f7d-b444-1fc668772f53\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}, \"14339\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-05 05:37:49.000000+00:00\", \"2019-07-08 18:59:19.000000+00:00\"], \"session_ids\": [\"8ee55cce-11c6-46f4-94be-6dd194cf5b7f\", \"f2ebaacd-786a-4d2d-9e56-dfb9ab49c9eb\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 1.519}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is Bogota" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Bogota\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 4 users whose sessions total is strictly smaller than 2 and strictly bigger than 5 (both not including) , perform sorting by total_sessions from the smallest to the largest plus keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-08-01 03:18:06.000000+00:00\", \"2023-02-21 01:20:33.000000+00:00\", \"2022-03-28 06:16:23.000000+00:00\", \"2021-04-27 15:44:19.000000+00:00\", \"2021-04-02 21:23:27.000000+00:00\", \"2019-10-20 09:56:05.000000+00:00\", \"2020-07-21 22:48:39.000000+00:00\", \"2022-07-08 13:27:33.000000+00:00\", \"2019-03-16 13:16:03.000000+00:00\"], \"session_ids\": [\"d3f5e546-fb16-4d8c-a01d-d829fc6a605c\", \"170c46d8-65a9-4d51-a844-9b8eb05984ad\", \"ce83cedb-67d0-46a7-9658-7ae161a07293\", \"2f644641-2cdf-4afd-84ce-55b610f1df25\", \"d1102a3b-9778-4c7e-b874-7e575c8b614a\", \"885a7860-0b45-4d36-910c-d672d2fbbf7a\", \"ca1190f6-6e44-49e4-a9b9-3f75e368e52d\", \"2769fd09-75a3-4876-b7ab-6c7965c0fbde\", \"a3311a20-99fd-4422-a69d-a0777fc75eba\"], \"total_duration\": 5909.0, \"total_sessions\": 9, \"mean_week_duration\": 28.684}, \"33274\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-02-09 02:22:14.000000+00:00\", \"2020-06-26 20:40:00.000000+00:00\"], \"session_ids\": [\"bbcbe7fc-d80e-4d7a-8a1d-29fc73662810\", \"711a83d4-4fdf-405d-846b-f5c46a26a233\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.394}, \"79840\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-16 16:23:27.000000+00:00\", \"2021-08-29 03:06:27.000000+00:00\", \"2021-05-01 03:16:58.000000+00:00\"], \"session_ids\": [\"d78edcbd-ce12-45ac-a016-00042b1a23f5\", \"9e47590d-c965-40bb-9530-56f9712a3bc7\", \"654134ee-ffa8-4207-9fc3-c9def95ba9a0\"], \"total_duration\": 248.0, \"total_sessions\": 3, \"mean_week_duration\": 14.588}, \"26487\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-12 01:35:06.000000+00:00\", \"2022-01-24 10:28:13.000000+00:00\"], \"session_ids\": [\"13196014-c3d5-4066-8922-0bf68647267d\", \"36355394-f218-4c04-ba8f-3860de52e134\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 6.239}, \"65203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-22 05:47:19.000000+00:00\", \"2019-01-28 18:10:31.000000+00:00\", \"2021-10-07 17:38:31.000000+00:00\", \"2022-12-28 13:03:34.000000+00:00\", \"2020-09-15 11:56:23.000000+00:00\", \"2021-01-17 04:12:16.000000+00:00\", \"2023-03-17 10:18:57.000000+00:00\", \"2020-02-09 11:03:27.000000+00:00\"], \"session_ids\": [\"dd379544-c2d5-4669-b9e6-7a6f355cd599\", \"e7cba96a-d84a-4f28-bcf4-1e44b505aa77\", \"3ae152ab-24d8-4b01-9cdd-2deac87bd5c4\", \"c3cd10d5-8c74-4e11-bb49-5d7df68200d3\", \"08332741-36df-4d09-a758-8c59c0ac63c7\", \"64855348-5e90-481d-bb40-4ae66a1c9f65\", \"8076a339-0875-4564-afe5-5cebdeebe515\", \"5cee68d2-21a4-425c-a790-897203c2c809\"], \"total_duration\": 6283.0, \"total_sessions\": 8, \"mean_week_duration\": 29.088}, \"37247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-01-12 19:49:40.000000+00:00\", \"2022-03-18 17:48:58.000000+00:00\", \"2021-11-06 05:44:51.000000+00:00\"], \"session_ids\": [\"de6482a6-a791-4ddd-b2f6-51ae04c96569\", \"123ae744-f1a1-48d0-b8be-f6c72fc9ef6b\", \"15563987-4c0c-477e-8182-725a2ada8fb2\"], \"total_duration\": 576.0, \"total_sessions\": 3, \"mean_week_duration\": 9.29}, \"85752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-23 10:11:58.000000+00:00\", \"2023-02-02 06:17:30.000000+00:00\", \"2020-09-15 15:36:42.000000+00:00\"], \"session_ids\": [\"3dd6f74d-ab37-41fd-a7bd-55460c4c4b79\", \"3ac42e1c-6306-406d-90f5-2cc46c41b013\", \"cf51f7e5-3c39-4e24-a03d-3e0dab06e840\"], \"total_duration\": 161.0, \"total_sessions\": 3, \"mean_week_duration\": 1.288}, \"39301\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-14 17:37:29.000000+00:00\", \"2020-03-15 01:11:13.000000+00:00\"], \"session_ids\": [\"2d7a6f87-42a4-4669-9684-977885454c5c\", \"c4d9b041-44ab-44a5-bbe3-8568b786ce0a\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 3.284}, \"60541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-16 11:13:38.000000+00:00\", \"2021-08-19 07:54:33.000000+00:00\", \"2023-02-17 23:35:16.000000+00:00\"], \"session_ids\": [\"7967c453-01e9-4693-9f52-10d3528a7077\", \"11a10ed6-1ed9-4ebf-9ab9-e2ce4094335a\", \"60dfc355-ce03-4d6d-b947-bd102917c39f\"], \"total_duration\": 791.0, \"total_sessions\": 3, \"mean_week_duration\": 4.419}, \"38054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-10-27 16:07:06.000000+00:00\", \"2020-02-07 17:10:25.000000+00:00\"], \"session_ids\": [\"1d1aa4ca-4189-4434-aed1-cc3aab8fc9c9\", \"a12af1d1-6e91-4ac9-a1c1-4d4402c33bef\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 21.267}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 2 and are greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-08-01 03:18:06.000000+00:00\", \"2023-02-21 01:20:33.000000+00:00\", \"2022-03-28 06:16:23.000000+00:00\", \"2021-04-27 15:44:19.000000+00:00\", \"2021-04-02 21:23:27.000000+00:00\", \"2019-10-20 09:56:05.000000+00:00\", \"2020-07-21 22:48:39.000000+00:00\", \"2022-07-08 13:27:33.000000+00:00\", \"2019-03-16 13:16:03.000000+00:00\"], \"session_ids\": [\"d3f5e546-fb16-4d8c-a01d-d829fc6a605c\", \"170c46d8-65a9-4d51-a844-9b8eb05984ad\", \"ce83cedb-67d0-46a7-9658-7ae161a07293\", \"2f644641-2cdf-4afd-84ce-55b610f1df25\", \"d1102a3b-9778-4c7e-b874-7e575c8b614a\", \"885a7860-0b45-4d36-910c-d672d2fbbf7a\", \"ca1190f6-6e44-49e4-a9b9-3f75e368e52d\", \"2769fd09-75a3-4876-b7ab-6c7965c0fbde\", \"a3311a20-99fd-4422-a69d-a0777fc75eba\"], \"total_duration\": 5909.0, \"total_sessions\": 9, \"mean_week_duration\": 28.684}, \"65203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-22 05:47:19.000000+00:00\", \"2019-01-28 18:10:31.000000+00:00\", \"2021-10-07 17:38:31.000000+00:00\", \"2022-12-28 13:03:34.000000+00:00\", \"2020-09-15 11:56:23.000000+00:00\", \"2021-01-17 04:12:16.000000+00:00\", \"2023-03-17 10:18:57.000000+00:00\", \"2020-02-09 11:03:27.000000+00:00\"], \"session_ids\": [\"dd379544-c2d5-4669-b9e6-7a6f355cd599\", \"e7cba96a-d84a-4f28-bcf4-1e44b505aa77\", \"3ae152ab-24d8-4b01-9cdd-2deac87bd5c4\", \"c3cd10d5-8c74-4e11-bb49-5d7df68200d3\", \"08332741-36df-4d09-a758-8c59c0ac63c7\", \"64855348-5e90-481d-bb40-4ae66a1c9f65\", \"8076a339-0875-4564-afe5-5cebdeebe515\", \"5cee68d2-21a4-425c-a790-897203c2c809\"], \"total_duration\": 6283.0, \"total_sessions\": 8, \"mean_week_duration\": 29.088}}\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[{\"65203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-22 05:47:19.000000+00:00\", \"2019-01-28 18:10:31.000000+00:00\", \"2021-10-07 17:38:31.000000+00:00\", \"2022-12-28 13:03:34.000000+00:00\", \"2020-09-15 11:56:23.000000+00:00\", \"2021-01-17 04:12:16.000000+00:00\", \"2023-03-17 10:18:57.000000+00:00\", \"2020-02-09 11:03:27.000000+00:00\"], \"session_ids\": [\"dd379544-c2d5-4669-b9e6-7a6f355cd599\", \"e7cba96a-d84a-4f28-bcf4-1e44b505aa77\", \"3ae152ab-24d8-4b01-9cdd-2deac87bd5c4\", \"c3cd10d5-8c74-4e11-bb49-5d7df68200d3\", \"08332741-36df-4d09-a758-8c59c0ac63c7\", \"64855348-5e90-481d-bb40-4ae66a1c9f65\", \"8076a339-0875-4564-afe5-5cebdeebe515\", \"5cee68d2-21a4-425c-a790-897203c2c809\"], \"total_duration\": 6283.0, \"total_sessions\": 8, \"mean_week_duration\": 29.088}}, {\"35938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-08-01 03:18:06.000000+00:00\", \"2023-02-21 01:20:33.000000+00:00\", \"2022-03-28 06:16:23.000000+00:00\", \"2021-04-27 15:44:19.000000+00:00\", \"2021-04-02 21:23:27.000000+00:00\", \"2019-10-20 09:56:05.000000+00:00\", \"2020-07-21 22:48:39.000000+00:00\", \"2022-07-08 13:27:33.000000+00:00\", \"2019-03-16 13:16:03.000000+00:00\"], \"session_ids\": [\"d3f5e546-fb16-4d8c-a01d-d829fc6a605c\", \"170c46d8-65a9-4d51-a844-9b8eb05984ad\", \"ce83cedb-67d0-46a7-9658-7ae161a07293\", \"2f644641-2cdf-4afd-84ce-55b610f1df25\", \"d1102a3b-9778-4c7e-b874-7e575c8b614a\", \"885a7860-0b45-4d36-910c-d672d2fbbf7a\", \"ca1190f6-6e44-49e4-a9b9-3f75e368e52d\", \"2769fd09-75a3-4876-b7ab-6c7965c0fbde\", \"a3311a20-99fd-4422-a69d-a0777fc75eba\"], \"total_duration\": 5909.0, \"total_sessions\": 9, \"mean_week_duration\": 28.684}}]\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[{\"65203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-22 05:47:19.000000+00:00\", \"2019-01-28 18:10:31.000000+00:00\", \"2021-10-07 17:38:31.000000+00:00\", \"2022-12-28 13:03:34.000000+00:00\", \"2020-09-15 11:56:23.000000+00:00\", \"2021-01-17 04:12:16.000000+00:00\", \"2023-03-17 10:18:57.000000+00:00\", \"2020-02-09 11:03:27.000000+00:00\"], \"session_ids\": [\"dd379544-c2d5-4669-b9e6-7a6f355cd599\", \"e7cba96a-d84a-4f28-bcf4-1e44b505aa77\", \"3ae152ab-24d8-4b01-9cdd-2deac87bd5c4\", \"c3cd10d5-8c74-4e11-bb49-5d7df68200d3\", \"08332741-36df-4d09-a758-8c59c0ac63c7\", \"64855348-5e90-481d-bb40-4ae66a1c9f65\", \"8076a339-0875-4564-afe5-5cebdeebe515\", \"5cee68d2-21a4-425c-a790-897203c2c809\"], \"total_duration\": 6283.0, \"total_sessions\": 8, \"mean_week_duration\": 29.088}}, {\"35938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-08-01 03:18:06.000000+00:00\", \"2023-02-21 01:20:33.000000+00:00\", \"2022-03-28 06:16:23.000000+00:00\", \"2021-04-27 15:44:19.000000+00:00\", \"2021-04-02 21:23:27.000000+00:00\", \"2019-10-20 09:56:05.000000+00:00\", \"2020-07-21 22:48:39.000000+00:00\", \"2022-07-08 13:27:33.000000+00:00\", \"2019-03-16 13:16:03.000000+00:00\"], \"session_ids\": [\"d3f5e546-fb16-4d8c-a01d-d829fc6a605c\", \"170c46d8-65a9-4d51-a844-9b8eb05984ad\", \"ce83cedb-67d0-46a7-9658-7ae161a07293\", \"2f644641-2cdf-4afd-84ce-55b610f1df25\", \"d1102a3b-9778-4c7e-b874-7e575c8b614a\", \"885a7860-0b45-4d36-910c-d672d2fbbf7a\", \"ca1190f6-6e44-49e4-a9b9-3f75e368e52d\", \"2769fd09-75a3-4876-b7ab-6c7965c0fbde\", \"a3311a20-99fd-4422-a69d-a0777fc75eba\"], \"total_duration\": 5909.0, \"total_sessions\": 9, \"mean_week_duration\": 28.684}}]\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[{\"65203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-22 05:47:19.000000+00:00\", \"2019-01-28 18:10:31.000000+00:00\", \"2021-10-07 17:38:31.000000+00:00\", \"2022-12-28 13:03:34.000000+00:00\", \"2020-09-15 11:56:23.000000+00:00\", \"2021-01-17 04:12:16.000000+00:00\", \"2023-03-17 10:18:57.000000+00:00\", \"2020-02-09 11:03:27.000000+00:00\"], \"session_ids\": [\"dd379544-c2d5-4669-b9e6-7a6f355cd599\", \"e7cba96a-d84a-4f28-bcf4-1e44b505aa77\", \"3ae152ab-24d8-4b01-9cdd-2deac87bd5c4\", \"c3cd10d5-8c74-4e11-bb49-5d7df68200d3\", \"08332741-36df-4d09-a758-8c59c0ac63c7\", \"64855348-5e90-481d-bb40-4ae66a1c9f65\", \"8076a339-0875-4564-afe5-5cebdeebe515\", \"5cee68d2-21a4-425c-a790-897203c2c809\"], \"total_duration\": 6283.0, \"total_sessions\": 8, \"mean_week_duration\": 29.088}}, {\"35938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-08-01 03:18:06.000000+00:00\", \"2023-02-21 01:20:33.000000+00:00\", \"2022-03-28 06:16:23.000000+00:00\", \"2021-04-27 15:44:19.000000+00:00\", \"2021-04-02 21:23:27.000000+00:00\", \"2019-10-20 09:56:05.000000+00:00\", \"2020-07-21 22:48:39.000000+00:00\", \"2022-07-08 13:27:33.000000+00:00\", \"2019-03-16 13:16:03.000000+00:00\"], \"session_ids\": [\"d3f5e546-fb16-4d8c-a01d-d829fc6a605c\", \"170c46d8-65a9-4d51-a844-9b8eb05984ad\", \"ce83cedb-67d0-46a7-9658-7ae161a07293\", \"2f644641-2cdf-4afd-84ce-55b610f1df25\", \"d1102a3b-9778-4c7e-b874-7e575c8b614a\", \"885a7860-0b45-4d36-910c-d672d2fbbf7a\", \"ca1190f6-6e44-49e4-a9b9-3f75e368e52d\", \"2769fd09-75a3-4876-b7ab-6c7965c0fbde\", \"a3311a20-99fd-4422-a69d-a0777fc75eba\"], \"total_duration\": 5909.0, \"total_sessions\": 9, \"mean_week_duration\": 28.684}}]\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 8 users with a time in app that is above 306, exclusive 306 , apply sorting by duration total in descending order , keep only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11575\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-08-05 07:00:17.000000+00:00\", \"2022-08-26 14:14:10.000000+00:00\"], \"session_ids\": [\"7c6bfcd6-f3d5-49e4-bd2f-67279154bb0e\", \"61653d1f-101d-4c57-82a4-fc8fa6fcde2d\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 1.519}, \"39460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-26 00:42:55.000000+00:00\", \"2023-05-31 04:02:56.000000+00:00\"], \"session_ids\": [\"3812a3bb-4c26-4c1c-8805-e02316493c99\", \"763084e7-dcb1-4e42-8669-b23354c4661b\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 3.089}, \"53353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-21 08:45:40.000000+00:00\", \"2020-06-18 06:09:28.000000+00:00\", \"2020-06-02 22:47:49.000000+00:00\"], \"session_ids\": [\"54eb93ed-ea33-456d-a1b3-69cee4d2b29d\", \"38cd5be1-20b6-4389-8f52-99b4fdc325e9\", \"90068983-7fe5-4fb8-a804-1bc7473be05b\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 2.353}, \"94097\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-22 17:59:26.000000+00:00\", \"2021-07-15 01:39:58.000000+00:00\"], \"session_ids\": [\"e7a2ca92-d2cc-4ae8-8204-7327cd504dc7\", \"1cd3ad32-19e4-4174-9a14-c746e54e80fb\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.116}, \"64513\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-13 05:24:22.000000+00:00\", \"2020-05-05 00:06:08.000000+00:00\"], \"session_ids\": [\"a967e954-9b13-478a-ab4a-411832d1db56\", \"8e3f2c79-8829-453f-8357-b2f5feca12c1\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}, \"54503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-17 21:31:14.000000+00:00\", \"2022-05-17 20:46:53.000000+00:00\"], \"session_ids\": [\"a777cbe6-7456-4742-bfd6-eff8fabd5e16\", \"db540e7e-7f5d-49e5-b88c-bd699dd0f416\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}, \"57632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-23 22:49:40.000000+00:00\", \"2021-06-16 20:10:32.000000+00:00\", \"2022-03-21 13:10:17.000000+00:00\"], \"session_ids\": [\"97ca36ff-251b-44d2-b045-f38a0aadfb98\", \"cb5ce008-b8b8-4aaa-865d-42e8b81c16b1\", \"91d9d3d1-8451-46c2-8c23-30eaa949aa2c\"], \"total_duration\": 668.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}, \"28223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-18 04:44:32.000000+00:00\", \"2019-05-21 18:14:59.000000+00:00\", \"2020-02-13 05:41:26.000000+00:00\"], \"session_ids\": [\"9496a4cb-e21a-4d0e-bb63-c6ad3c39fa11\", \"dbdcd87f-0ec7-45b7-ac57-1ee11ca64f04\", \"9c8fd92b-84ed-4f8d-a0cb-c94488ac6eea\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.11}, \"26037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-03 22:28:08.000000+00:00\", \"2020-12-06 18:26:22.000000+00:00\", \"2019-04-13 18:38:17.000000+00:00\", \"2022-01-09 06:44:30.000000+00:00\", \"2022-12-11 00:13:25.000000+00:00\"], \"session_ids\": [\"93beee73-dd37-4dc8-99a2-d7ac00339033\", \"65cf4c75-ea83-48f2-a192-c0dcc1980680\", \"1be6f416-3dbf-43b3-b3d6-b8153be40544\", \"fbeafc26-5d86-4874-b9ea-d81ceedbee7f\", \"23ac0297-ce51-419f-8098-70ad63d85aa8\"], \"total_duration\": 128.0, \"total_sessions\": 5, \"mean_week_duration\": 0.593}, \"58303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-22 16:32:22.000000+00:00\", \"2019-04-12 21:53:14.000000+00:00\", \"2021-11-23 15:33:26.000000+00:00\", \"2019-11-20 23:37:36.000000+00:00\", \"2020-12-07 05:33:41.000000+00:00\"], \"session_ids\": [\"8b16a3de-141f-4e34-98c4-2f080d8bd21f\", \"b57f0114-26f9-4f95-86a6-3f4791890dd0\", \"682b50b5-abf0-4d8d-a059-aa83a8939426\", \"17623598-82e1-494b-be4d-2e68b516d794\", \"89bf1e64-be64-4f3e-93dc-bad713f23f03\"], \"total_duration\": 2163.0, \"total_sessions\": 5, \"mean_week_duration\": 15.788}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 306" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[306, 4413]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-26 00:42:55.000000+00:00\", \"2023-05-31 04:02:56.000000+00:00\"], \"session_ids\": [\"3812a3bb-4c26-4c1c-8805-e02316493c99\", \"763084e7-dcb1-4e42-8669-b23354c4661b\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 3.089}, \"94097\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-22 17:59:26.000000+00:00\", \"2021-07-15 01:39:58.000000+00:00\"], \"session_ids\": [\"e7a2ca92-d2cc-4ae8-8204-7327cd504dc7\", \"1cd3ad32-19e4-4174-9a14-c746e54e80fb\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.116}, \"57632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-23 22:49:40.000000+00:00\", \"2021-06-16 20:10:32.000000+00:00\", \"2022-03-21 13:10:17.000000+00:00\"], \"session_ids\": [\"97ca36ff-251b-44d2-b045-f38a0aadfb98\", \"cb5ce008-b8b8-4aaa-865d-42e8b81c16b1\", \"91d9d3d1-8451-46c2-8c23-30eaa949aa2c\"], \"total_duration\": 668.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}, \"58303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-22 16:32:22.000000+00:00\", \"2019-04-12 21:53:14.000000+00:00\", \"2021-11-23 15:33:26.000000+00:00\", \"2019-11-20 23:37:36.000000+00:00\", \"2020-12-07 05:33:41.000000+00:00\"], \"session_ids\": [\"8b16a3de-141f-4e34-98c4-2f080d8bd21f\", \"b57f0114-26f9-4f95-86a6-3f4791890dd0\", \"682b50b5-abf0-4d8d-a059-aa83a8939426\", \"17623598-82e1-494b-be4d-2e68b516d794\", \"89bf1e64-be64-4f3e-93dc-bad713f23f03\"], \"total_duration\": 2163.0, \"total_sessions\": 5, \"mean_week_duration\": 15.788}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to 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[{\"58303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-22 16:32:22.000000+00:00\", \"2019-04-12 21:53:14.000000+00:00\", \"2021-11-23 15:33:26.000000+00:00\", \"2019-11-20 23:37:36.000000+00:00\", \"2020-12-07 05:33:41.000000+00:00\"], \"session_ids\": [\"8b16a3de-141f-4e34-98c4-2f080d8bd21f\", \"b57f0114-26f9-4f95-86a6-3f4791890dd0\", \"682b50b5-abf0-4d8d-a059-aa83a8939426\", \"17623598-82e1-494b-be4d-2e68b516d794\", \"89bf1e64-be64-4f3e-93dc-bad713f23f03\"], \"total_duration\": 2163.0, \"total_sessions\": 5, \"mean_week_duration\": 15.788}}, {\"57632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-23 22:49:40.000000+00:00\", \"2021-06-16 20:10:32.000000+00:00\", \"2022-03-21 13:10:17.000000+00:00\"], \"session_ids\": [\"97ca36ff-251b-44d2-b045-f38a0aadfb98\", \"cb5ce008-b8b8-4aaa-865d-42e8b81c16b1\", \"91d9d3d1-8451-46c2-8c23-30eaa949aa2c\"], \"total_duration\": 668.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}}, {\"94097\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-22 17:59:26.000000+00:00\", \"2021-07-15 01:39:58.000000+00:00\"], \"session_ids\": [\"e7a2ca92-d2cc-4ae8-8204-7327cd504dc7\", \"1cd3ad32-19e4-4174-9a14-c746e54e80fb\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.116}}, {\"39460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-26 00:42:55.000000+00:00\", \"2023-05-31 04:02:56.000000+00:00\"], \"session_ids\": [\"3812a3bb-4c26-4c1c-8805-e02316493c99\", \"763084e7-dcb1-4e42-8669-b23354c4661b\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 3.089}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-22 16:32:22.000000+00:00\", \"2019-04-12 21:53:14.000000+00:00\", \"2021-11-23 15:33:26.000000+00:00\", \"2019-11-20 23:37:36.000000+00:00\", \"2020-12-07 05:33:41.000000+00:00\"], \"session_ids\": [\"8b16a3de-141f-4e34-98c4-2f080d8bd21f\", \"b57f0114-26f9-4f95-86a6-3f4791890dd0\", \"682b50b5-abf0-4d8d-a059-aa83a8939426\", \"17623598-82e1-494b-be4d-2e68b516d794\", \"89bf1e64-be64-4f3e-93dc-bad713f23f03\"], \"total_duration\": 2163.0, \"total_sessions\": 5, \"mean_week_duration\": 15.788}}, {\"57632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-23 22:49:40.000000+00:00\", \"2021-06-16 20:10:32.000000+00:00\", \"2022-03-21 13:10:17.000000+00:00\"], \"session_ids\": [\"97ca36ff-251b-44d2-b045-f38a0aadfb98\", \"cb5ce008-b8b8-4aaa-865d-42e8b81c16b1\", \"91d9d3d1-8451-46c2-8c23-30eaa949aa2c\"], \"total_duration\": 668.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}}, {\"94097\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-22 17:59:26.000000+00:00\", \"2021-07-15 01:39:58.000000+00:00\"], \"session_ids\": [\"e7a2ca92-d2cc-4ae8-8204-7327cd504dc7\", \"1cd3ad32-19e4-4174-9a14-c746e54e80fb\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.116}}]\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[{\"58303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-22 16:32:22.000000+00:00\", \"2019-04-12 21:53:14.000000+00:00\", \"2021-11-23 15:33:26.000000+00:00\", \"2019-11-20 23:37:36.000000+00:00\", \"2020-12-07 05:33:41.000000+00:00\"], \"session_ids\": [\"8b16a3de-141f-4e34-98c4-2f080d8bd21f\", \"b57f0114-26f9-4f95-86a6-3f4791890dd0\", \"682b50b5-abf0-4d8d-a059-aa83a8939426\", \"17623598-82e1-494b-be4d-2e68b516d794\", \"89bf1e64-be64-4f3e-93dc-bad713f23f03\"], \"total_duration\": 2163.0, \"total_sessions\": 5, \"mean_week_duration\": 15.788}}, {\"57632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-23 22:49:40.000000+00:00\", \"2021-06-16 20:10:32.000000+00:00\", \"2022-03-21 13:10:17.000000+00:00\"], \"session_ids\": [\"97ca36ff-251b-44d2-b045-f38a0aadfb98\", \"cb5ce008-b8b8-4aaa-865d-42e8b81c16b1\", \"91d9d3d1-8451-46c2-8c23-30eaa949aa2c\"], \"total_duration\": 668.0, \"total_sessions\": 3, \"mean_week_duration\": 8.907}}, {\"94097\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-22 17:59:26.000000+00:00\", \"2021-07-15 01:39:58.000000+00:00\"], \"session_ids\": [\"e7a2ca92-d2cc-4ae8-8204-7327cd504dc7\", \"1cd3ad32-19e4-4174-9a14-c746e54e80fb\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.116}}]\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 5 users pieces of information whose total sessoins count is greater than 2 inclusively in addition perform sorting by mean_week_duration descendingly , show me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-20 19:30:20.000000+00:00\", \"2022-03-04 23:45:56.000000+00:00\"], \"session_ids\": [\"500766eb-3cc8-4103-985a-3a23a985c242\", \"66543d06-5141-4f33-918e-6e7688dc736f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 16.714}, \"81504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-12 00:40:26.000000+00:00\", \"2022-08-01 14:22:20.000000+00:00\"], \"session_ids\": [\"f4e47b3c-5d61-4f69-964b-98aafec8749c\", \"96b7f083-969d-4180-89e6-8453f99d7c39\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.568}, \"70954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 05:59:31.000000+00:00\", \"2022-09-10 02:31:53.000000+00:00\"], \"session_ids\": [\"f6c35155-713e-4b81-9e0b-b0d7a1146256\", \"6cdb7a46-87e1-4b67-a25c-5b0cd34187b9\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 4.974}, \"66360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-08 08:19:37.000000+00:00\", \"2019-02-22 07:28:51.000000+00:00\", \"2022-12-17 13:03:36.000000+00:00\", \"2019-09-25 01:08:50.000000+00:00\", \"2021-03-31 21:06:33.000000+00:00\", \"2021-01-09 18:16:37.000000+00:00\"], \"session_ids\": [\"b23e5820-460f-48b1-9caa-9418831ecdf3\", \"746869dd-df6f-41f0-8e56-02ed85a5e02a\", \"1dfa5fad-0088-44ed-8a34-424b3a4af305\", \"e9667316-04b8-4109-a9bb-03cbd10d2909\", \"6583cd4a-ca78-42e4-b7cf-ff8f2c4a1da9\", \"a745fec7-3223-49c5-b51a-a5e3b14199db\"], \"total_duration\": 352.0, \"total_sessions\": 6, \"mean_week_duration\": 1.76}, \"69387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-02 00:12:58.000000+00:00\", \"2019-03-17 06:54:29.000000+00:00\"], \"session_ids\": [\"32558343-0141-47ab-9985-9ec6bbab0081\", \"a9fec1c6-73de-4ef0-9454-91d4b1855ff9\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 11.667}, \"21394\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-21 16:29:39.000000+00:00\", \"2023-01-28 13:59:54.000000+00:00\"], \"session_ids\": [\"433e2278-8fd7-4428-861a-2c09b1c67ecf\", \"d3f9eaab-f14f-466e-af60-fd48ac8e5197\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}, \"19297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-22 04:30:09.000000+00:00\", \"2019-12-24 08:17:44.000000+00:00\"], \"session_ids\": [\"f76d0caf-b363-4f56-ad26-2954b4251a73\", \"2a0ea52b-5131-4413-8a23-bac8b420985c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 3.026}, \"68263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-04 18:12:51.000000+00:00\", \"2022-01-03 22:41:34.000000+00:00\", \"2022-08-24 15:35:18.000000+00:00\", \"2022-03-05 10:41:21.000000+00:00\"], \"session_ids\": [\"97977e0a-98cb-49b4-b454-78525f4ca2c6\", \"c005f732-433e-4861-8e86-729b1b756d40\", \"2cabda8f-20be-4c60-98a5-41a22634b211\", \"048fc080-5aef-4862-a881-031c31cbe553\"], \"total_duration\": 432.0, \"total_sessions\": 4, \"mean_week_duration\": 12.706}, \"30843\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 05:52:09.000000+00:00\", \"2020-11-19 07:22:05.000000+00:00\", \"2022-11-08 13:15:19.000000+00:00\"], \"session_ids\": [\"c01e911b-9079-4b4d-97a7-7a0f9d9dca09\", \"1923e0ee-4cc4-4928-9c8a-22f419a7f6fe\", \"ec4523b3-9bd5-49be-8a10-0f38ca2ca382\"], \"total_duration\": 433.0, \"total_sessions\": 3, \"mean_week_duration\": 3.071}, \"62116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-21 13:33:00.000000+00:00\", \"2021-06-15 08:20:59.000000+00:00\", \"2020-10-15 05:18:08.000000+00:00\", \"2022-06-17 01:19:41.000000+00:00\"], \"session_ids\": [\"023cfb0d-c262-4f22-ac36-36a01de712ca\", \"12e95b1b-4ac7-4359-9925-2787648a44ab\", \"552ace7d-197d-4a15-af76-7ee28b332b23\", \"efa45be0-481f-43dc-b7e6-77fd7b1d7411\"], \"total_duration\": 294.0, \"total_sessions\": 4, \"mean_week_duration\": 1.885}}\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, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-20 19:30:20.000000+00:00\", \"2022-03-04 23:45:56.000000+00:00\"], \"session_ids\": [\"500766eb-3cc8-4103-985a-3a23a985c242\", \"66543d06-5141-4f33-918e-6e7688dc736f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 16.714}, \"81504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-12 00:40:26.000000+00:00\", \"2022-08-01 14:22:20.000000+00:00\"], \"session_ids\": [\"f4e47b3c-5d61-4f69-964b-98aafec8749c\", \"96b7f083-969d-4180-89e6-8453f99d7c39\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.568}, \"70954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 05:59:31.000000+00:00\", \"2022-09-10 02:31:53.000000+00:00\"], \"session_ids\": [\"f6c35155-713e-4b81-9e0b-b0d7a1146256\", \"6cdb7a46-87e1-4b67-a25c-5b0cd34187b9\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 4.974}, \"66360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-08 08:19:37.000000+00:00\", \"2019-02-22 07:28:51.000000+00:00\", \"2022-12-17 13:03:36.000000+00:00\", \"2019-09-25 01:08:50.000000+00:00\", \"2021-03-31 21:06:33.000000+00:00\", \"2021-01-09 18:16:37.000000+00:00\"], \"session_ids\": [\"b23e5820-460f-48b1-9caa-9418831ecdf3\", \"746869dd-df6f-41f0-8e56-02ed85a5e02a\", \"1dfa5fad-0088-44ed-8a34-424b3a4af305\", \"e9667316-04b8-4109-a9bb-03cbd10d2909\", \"6583cd4a-ca78-42e4-b7cf-ff8f2c4a1da9\", \"a745fec7-3223-49c5-b51a-a5e3b14199db\"], \"total_duration\": 352.0, \"total_sessions\": 6, \"mean_week_duration\": 1.76}, \"69387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-02 00:12:58.000000+00:00\", \"2019-03-17 06:54:29.000000+00:00\"], \"session_ids\": [\"32558343-0141-47ab-9985-9ec6bbab0081\", \"a9fec1c6-73de-4ef0-9454-91d4b1855ff9\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 11.667}, \"21394\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-21 16:29:39.000000+00:00\", \"2023-01-28 13:59:54.000000+00:00\"], \"session_ids\": [\"433e2278-8fd7-4428-861a-2c09b1c67ecf\", \"d3f9eaab-f14f-466e-af60-fd48ac8e5197\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}, \"19297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-22 04:30:09.000000+00:00\", \"2019-12-24 08:17:44.000000+00:00\"], \"session_ids\": [\"f76d0caf-b363-4f56-ad26-2954b4251a73\", \"2a0ea52b-5131-4413-8a23-bac8b420985c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 3.026}, \"68263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-04 18:12:51.000000+00:00\", \"2022-01-03 22:41:34.000000+00:00\", \"2022-08-24 15:35:18.000000+00:00\", \"2022-03-05 10:41:21.000000+00:00\"], \"session_ids\": [\"97977e0a-98cb-49b4-b454-78525f4ca2c6\", \"c005f732-433e-4861-8e86-729b1b756d40\", \"2cabda8f-20be-4c60-98a5-41a22634b211\", \"048fc080-5aef-4862-a881-031c31cbe553\"], \"total_duration\": 432.0, \"total_sessions\": 4, \"mean_week_duration\": 12.706}, \"30843\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 05:52:09.000000+00:00\", \"2020-11-19 07:22:05.000000+00:00\", \"2022-11-08 13:15:19.000000+00:00\"], \"session_ids\": [\"c01e911b-9079-4b4d-97a7-7a0f9d9dca09\", \"1923e0ee-4cc4-4928-9c8a-22f419a7f6fe\", \"ec4523b3-9bd5-49be-8a10-0f38ca2ca382\"], \"total_duration\": 433.0, \"total_sessions\": 3, \"mean_week_duration\": 3.071}, \"62116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-21 13:33:00.000000+00:00\", \"2021-06-15 08:20:59.000000+00:00\", \"2020-10-15 05:18:08.000000+00:00\", \"2022-06-17 01:19:41.000000+00:00\"], \"session_ids\": [\"023cfb0d-c262-4f22-ac36-36a01de712ca\", \"12e95b1b-4ac7-4359-9925-2787648a44ab\", \"552ace7d-197d-4a15-af76-7ee28b332b23\", \"efa45be0-481f-43dc-b7e6-77fd7b1d7411\"], \"total_duration\": 294.0, \"total_sessions\": 4, \"mean_week_duration\": 1.885}}\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[{\"79853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-20 19:30:20.000000+00:00\", \"2022-03-04 23:45:56.000000+00:00\"], \"session_ids\": [\"500766eb-3cc8-4103-985a-3a23a985c242\", \"66543d06-5141-4f33-918e-6e7688dc736f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 16.714}}, {\"68263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-04 18:12:51.000000+00:00\", \"2022-01-03 22:41:34.000000+00:00\", \"2022-08-24 15:35:18.000000+00:00\", \"2022-03-05 10:41:21.000000+00:00\"], \"session_ids\": [\"97977e0a-98cb-49b4-b454-78525f4ca2c6\", \"c005f732-433e-4861-8e86-729b1b756d40\", \"2cabda8f-20be-4c60-98a5-41a22634b211\", \"048fc080-5aef-4862-a881-031c31cbe553\"], \"total_duration\": 432.0, \"total_sessions\": 4, \"mean_week_duration\": 12.706}}, {\"69387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-02 00:12:58.000000+00:00\", \"2019-03-17 06:54:29.000000+00:00\"], \"session_ids\": [\"32558343-0141-47ab-9985-9ec6bbab0081\", \"a9fec1c6-73de-4ef0-9454-91d4b1855ff9\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 11.667}}, {\"70954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-08 05:59:31.000000+00:00\", \"2022-09-10 02:31:53.000000+00:00\"], \"session_ids\": [\"f6c35155-713e-4b81-9e0b-b0d7a1146256\", \"6cdb7a46-87e1-4b67-a25c-5b0cd34187b9\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 4.974}}, {\"30843\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 05:52:09.000000+00:00\", \"2020-11-19 07:22:05.000000+00:00\", \"2022-11-08 13:15:19.000000+00:00\"], \"session_ids\": [\"c01e911b-9079-4b4d-97a7-7a0f9d9dca09\", \"1923e0ee-4cc4-4928-9c8a-22f419a7f6fe\", \"ec4523b3-9bd5-49be-8a10-0f38ca2ca382\"], \"total_duration\": 433.0, \"total_sessions\": 3, \"mean_week_duration\": 3.071}}, {\"19297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-22 04:30:09.000000+00:00\", \"2019-12-24 08:17:44.000000+00:00\"], \"session_ids\": [\"f76d0caf-b363-4f56-ad26-2954b4251a73\", \"2a0ea52b-5131-4413-8a23-bac8b420985c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 3.026}}, {\"21394\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-21 16:29:39.000000+00:00\", \"2023-01-28 13:59:54.000000+00:00\"], \"session_ids\": [\"433e2278-8fd7-4428-861a-2c09b1c67ecf\", \"d3f9eaab-f14f-466e-af60-fd48ac8e5197\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}}, {\"62116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-21 13:33:00.000000+00:00\", \"2021-06-15 08:20:59.000000+00:00\", \"2020-10-15 05:18:08.000000+00:00\", \"2022-06-17 01:19:41.000000+00:00\"], \"session_ids\": [\"023cfb0d-c262-4f22-ac36-36a01de712ca\", \"12e95b1b-4ac7-4359-9925-2787648a44ab\", \"552ace7d-197d-4a15-af76-7ee28b332b23\", \"efa45be0-481f-43dc-b7e6-77fd7b1d7411\"], \"total_duration\": 294.0, \"total_sessions\": 4, \"mean_week_duration\": 1.885}}, {\"66360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-08 08:19:37.000000+00:00\", \"2019-02-22 07:28:51.000000+00:00\", \"2022-12-17 13:03:36.000000+00:00\", \"2019-09-25 01:08:50.000000+00:00\", \"2021-03-31 21:06:33.000000+00:00\", \"2021-01-09 18:16:37.000000+00:00\"], \"session_ids\": [\"b23e5820-460f-48b1-9caa-9418831ecdf3\", \"746869dd-df6f-41f0-8e56-02ed85a5e02a\", \"1dfa5fad-0088-44ed-8a34-424b3a4af305\", \"e9667316-04b8-4109-a9bb-03cbd10d2909\", \"6583cd4a-ca78-42e4-b7cf-ff8f2c4a1da9\", \"a745fec7-3223-49c5-b51a-a5e3b14199db\"], \"total_duration\": 352.0, \"total_sessions\": 6, \"mean_week_duration\": 1.76}}, {\"81504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-12 00:40:26.000000+00:00\", \"2022-08-01 14:22:20.000000+00:00\"], \"session_ids\": [\"f4e47b3c-5d61-4f69-964b-98aafec8749c\", \"96b7f083-969d-4180-89e6-8453f99d7c39\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.568}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-20 19:30:20.000000+00:00\", \"2022-03-04 23:45:56.000000+00:00\"], \"session_ids\": [\"500766eb-3cc8-4103-985a-3a23a985c242\", \"66543d06-5141-4f33-918e-6e7688dc736f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 16.714}}, {\"68263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-04 18:12:51.000000+00:00\", \"2022-01-03 22:41:34.000000+00:00\", \"2022-08-24 15:35:18.000000+00:00\", \"2022-03-05 10:41:21.000000+00:00\"], \"session_ids\": [\"97977e0a-98cb-49b4-b454-78525f4ca2c6\", \"c005f732-433e-4861-8e86-729b1b756d40\", \"2cabda8f-20be-4c60-98a5-41a22634b211\", \"048fc080-5aef-4862-a881-031c31cbe553\"], \"total_duration\": 432.0, \"total_sessions\": 4, \"mean_week_duration\": 12.706}}]\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[{\"79853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-20 19:30:20.000000+00:00\", \"2022-03-04 23:45:56.000000+00:00\"], \"session_ids\": [\"500766eb-3cc8-4103-985a-3a23a985c242\", \"66543d06-5141-4f33-918e-6e7688dc736f\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 16.714}}, {\"68263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-04 18:12:51.000000+00:00\", \"2022-01-03 22:41:34.000000+00:00\", \"2022-08-24 15:35:18.000000+00:00\", \"2022-03-05 10:41:21.000000+00:00\"], \"session_ids\": [\"97977e0a-98cb-49b4-b454-78525f4ca2c6\", \"c005f732-433e-4861-8e86-729b1b756d40\", \"2cabda8f-20be-4c60-98a5-41a22634b211\", \"048fc080-5aef-4862-a881-031c31cbe553\"], \"total_duration\": 432.0, \"total_sessions\": 4, \"mean_week_duration\": 12.706}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who doesn't currently live in cities Panama City, Helsinki, Budapest, Tegucigalpa, San Pedro, Warsaw in addition perform sorting by average_week_duration 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{\"90072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-11 00:28:32.000000+00:00\", \"2019-07-30 17:43:57.000000+00:00\"], \"session_ids\": [\"b6fe8eae-6670-48a2-a2d8-548318e31a95\", \"2a76645b-4d89-41f0-85aa-8405b602971b\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 65.429}, \"86556\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 11:40:02.000000+00:00\", \"2019-08-25 18:08:36.000000+00:00\"], \"session_ids\": [\"a8fc295b-e689-40ca-9b36-07d3a91a826d\", \"126aaa85-ae9e-4c7b-9b77-f0ed76fc17de\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}, \"86007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-02-12 10:35:30.000000+00:00\", \"2019-02-12 04:20:06.000000+00:00\"], \"session_ids\": [\"0d83f6ce-e359-4500-8aee-f19100764f07\", \"97525a38-7293-435a-8876-4d26e0903b28\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.302}, \"12116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-28 21:03:39.000000+00:00\", \"2021-10-22 20:14:20.000000+00:00\", \"2023-03-20 17:26:39.000000+00:00\"], \"session_ids\": [\"b732205b-540a-4e55-ab23-c8183458c490\", \"1171916c-a090-4c6d-aaa1-ca2b1e7a5466\", \"e5fa2a25-3ffb-46c5-b099-cf024908acc3\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.378}, \"46888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-31 20:26:21.000000+00:00\", \"2022-02-22 06:59:57.000000+00:00\"], \"session_ids\": [\"f54f8e40-5bc7-4436-b957-006cfa21d27a\", \"5be928fe-4304-4764-b488-3250bcf02eff\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 3.265}, \"47602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-12 21:29:03.000000+00:00\", \"2019-05-01 12:52:11.000000+00:00\"], \"session_ids\": [\"58dd07f0-6df0-4fc7-b1e2-46d43795248a\", \"03bb88bd-d96d-4501-973c-9ef50ee3cd69\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 6.759}, \"31944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-06-22 00:48:26.000000+00:00\", \"2019-08-19 16:37:43.000000+00:00\"], \"session_ids\": [\"0b2bb031-b86a-42ff-b707-5b825fa27520\", \"f34de398-6691-462d-ba5d-797a9bd733cd\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}, \"98217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-25 17:33:13.000000+00:00\", \"2021-08-31 03:16:38.000000+00:00\", \"2023-05-24 15:48:09.000000+00:00\", \"2019-12-19 11:57:45.000000+00:00\", \"2021-04-03 22:27:08.000000+00:00\", \"2021-04-13 02:40:49.000000+00:00\", \"2019-07-08 22:19:48.000000+00:00\"], \"session_ids\": [\"6fe7646c-6567-4503-8f5f-6efd7cf037fc\", \"dd67b917-6104-47af-8a03-65985fc83aeb\", \"fa2513c2-7f6c-4110-9b56-929505e08bb1\", \"c005dfbf-bdfc-477f-8e50-2b8420faec2f\", \"c4c9da84-82ef-4c57-91b6-116a9d9ae077\", \"7c6e2f8b-b804-431f-8a13-e53d33511bf6\", \"0027f422-c6c6-4713-a4d7-e51c0d74a9b4\"], \"total_duration\": 5124.0, \"total_sessions\": 7, \"mean_week_duration\": 25.241}, \"92556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-31 18:51:52.000000+00:00\", \"2020-06-29 05:44:20.000000+00:00\", \"2020-06-07 12:16:16.000000+00:00\", \"2023-04-13 00:33:53.000000+00:00\", \"2020-05-24 00:22:35.000000+00:00\", \"2022-05-10 17:31:20.000000+00:00\", \"2021-11-12 10:06:30.000000+00:00\", \"2023-02-24 13:00:45.000000+00:00\"], \"session_ids\": [\"22d7f2c1-a742-4991-b82f-012df35518ca\", \"15adf3b0-fdd2-487a-bcbe-5bf93a71b365\", \"b9a491c7-d270-45b4-9e73-a47518a4d0a6\", \"30305d84-1800-4512-acbb-6f3946f4c3ae\", \"0a305710-0298-436f-9727-059470ad184a\", \"7a4c5951-cdf8-4e83-a265-60cf0c8abde9\", \"0471f2b1-9494-4545-8a8c-f98ebdc6328e\", \"48964ed7-cc88-4afb-9f18-4f11f1f62903\"], \"total_duration\": 12188.0, \"total_sessions\": 8, \"mean_week_duration\": 80.715}, \"92788\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-14 08:21:19.000000+00:00\", \"2021-09-19 06:40:54.000000+00:00\", \"2022-12-10 11:22:53.000000+00:00\", \"2021-09-16 21:43:54.000000+00:00\"], \"session_ids\": [\"40193506-5618-4f38-a3e9-7c7e3ef5dd07\", \"f3224ed0-30d3-4dda-9b0d-06d2f8b67022\", \"ce169413-b02b-40ed-b6f2-ca8aa111d159\", \"6c39116f-c348-4f2e-845c-45bcdfe97acc\"], \"total_duration\": 894.0, \"total_sessions\": 4, \"mean_week_duration\": 5.022}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Panama City, Helsinki, Budapest, Tegucigalpa, San Pedro, Warsaw" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Panama City\", \"Helsinki\", \"Budapest\", \"Tegucigalpa\", \"San Pedro\", \"Warsaw\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86556\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 11:40:02.000000+00:00\", \"2019-08-25 18:08:36.000000+00:00\"], \"session_ids\": [\"a8fc295b-e689-40ca-9b36-07d3a91a826d\", \"126aaa85-ae9e-4c7b-9b77-f0ed76fc17de\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}, \"86007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-02-12 10:35:30.000000+00:00\", \"2019-02-12 04:20:06.000000+00:00\"], \"session_ids\": [\"0d83f6ce-e359-4500-8aee-f19100764f07\", \"97525a38-7293-435a-8876-4d26e0903b28\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.302}, \"46888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-31 20:26:21.000000+00:00\", \"2022-02-22 06:59:57.000000+00:00\"], \"session_ids\": [\"f54f8e40-5bc7-4436-b957-006cfa21d27a\", \"5be928fe-4304-4764-b488-3250bcf02eff\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 3.265}, \"47602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-12 21:29:03.000000+00:00\", \"2019-05-01 12:52:11.000000+00:00\"], \"session_ids\": [\"58dd07f0-6df0-4fc7-b1e2-46d43795248a\", \"03bb88bd-d96d-4501-973c-9ef50ee3cd69\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 6.759}, \"31944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-06-22 00:48:26.000000+00:00\", \"2019-08-19 16:37:43.000000+00:00\"], \"session_ids\": [\"0b2bb031-b86a-42ff-b707-5b825fa27520\", \"f34de398-6691-462d-ba5d-797a9bd733cd\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}, \"98217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-25 17:33:13.000000+00:00\", \"2021-08-31 03:16:38.000000+00:00\", \"2023-05-24 15:48:09.000000+00:00\", \"2019-12-19 11:57:45.000000+00:00\", \"2021-04-03 22:27:08.000000+00:00\", \"2021-04-13 02:40:49.000000+00:00\", \"2019-07-08 22:19:48.000000+00:00\"], \"session_ids\": [\"6fe7646c-6567-4503-8f5f-6efd7cf037fc\", \"dd67b917-6104-47af-8a03-65985fc83aeb\", \"fa2513c2-7f6c-4110-9b56-929505e08bb1\", \"c005dfbf-bdfc-477f-8e50-2b8420faec2f\", \"c4c9da84-82ef-4c57-91b6-116a9d9ae077\", \"7c6e2f8b-b804-431f-8a13-e53d33511bf6\", \"0027f422-c6c6-4713-a4d7-e51c0d74a9b4\"], \"total_duration\": 5124.0, \"total_sessions\": 7, \"mean_week_duration\": 25.241}, \"92556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-31 18:51:52.000000+00:00\", \"2020-06-29 05:44:20.000000+00:00\", \"2020-06-07 12:16:16.000000+00:00\", \"2023-04-13 00:33:53.000000+00:00\", \"2020-05-24 00:22:35.000000+00:00\", \"2022-05-10 17:31:20.000000+00:00\", \"2021-11-12 10:06:30.000000+00:00\", \"2023-02-24 13:00:45.000000+00:00\"], \"session_ids\": [\"22d7f2c1-a742-4991-b82f-012df35518ca\", \"15adf3b0-fdd2-487a-bcbe-5bf93a71b365\", \"b9a491c7-d270-45b4-9e73-a47518a4d0a6\", \"30305d84-1800-4512-acbb-6f3946f4c3ae\", \"0a305710-0298-436f-9727-059470ad184a\", \"7a4c5951-cdf8-4e83-a265-60cf0c8abde9\", \"0471f2b1-9494-4545-8a8c-f98ebdc6328e\", \"48964ed7-cc88-4afb-9f18-4f11f1f62903\"], \"total_duration\": 12188.0, \"total_sessions\": 8, \"mean_week_duration\": 80.715}, \"92788\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-14 08:21:19.000000+00:00\", \"2021-09-19 06:40:54.000000+00:00\", \"2022-12-10 11:22:53.000000+00:00\", \"2021-09-16 21:43:54.000000+00:00\"], \"session_ids\": [\"40193506-5618-4f38-a3e9-7c7e3ef5dd07\", \"f3224ed0-30d3-4dda-9b0d-06d2f8b67022\", \"ce169413-b02b-40ed-b6f2-ca8aa111d159\", \"6c39116f-c348-4f2e-845c-45bcdfe97acc\"], \"total_duration\": 894.0, \"total_sessions\": 4, \"mean_week_duration\": 5.022}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86556\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 11:40:02.000000+00:00\", \"2019-08-25 18:08:36.000000+00:00\"], \"session_ids\": [\"a8fc295b-e689-40ca-9b36-07d3a91a826d\", \"126aaa85-ae9e-4c7b-9b77-f0ed76fc17de\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}}, {\"86007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-02-12 10:35:30.000000+00:00\", \"2019-02-12 04:20:06.000000+00:00\"], \"session_ids\": [\"0d83f6ce-e359-4500-8aee-f19100764f07\", \"97525a38-7293-435a-8876-4d26e0903b28\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.302}}, {\"31944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-06-22 00:48:26.000000+00:00\", \"2019-08-19 16:37:43.000000+00:00\"], \"session_ids\": [\"0b2bb031-b86a-42ff-b707-5b825fa27520\", \"f34de398-6691-462d-ba5d-797a9bd733cd\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}}, {\"46888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-31 20:26:21.000000+00:00\", \"2022-02-22 06:59:57.000000+00:00\"], \"session_ids\": [\"f54f8e40-5bc7-4436-b957-006cfa21d27a\", \"5be928fe-4304-4764-b488-3250bcf02eff\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 3.265}}, {\"92788\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-14 08:21:19.000000+00:00\", \"2021-09-19 06:40:54.000000+00:00\", \"2022-12-10 11:22:53.000000+00:00\", \"2021-09-16 21:43:54.000000+00:00\"], \"session_ids\": [\"40193506-5618-4f38-a3e9-7c7e3ef5dd07\", \"f3224ed0-30d3-4dda-9b0d-06d2f8b67022\", \"ce169413-b02b-40ed-b6f2-ca8aa111d159\", \"6c39116f-c348-4f2e-845c-45bcdfe97acc\"], \"total_duration\": 894.0, \"total_sessions\": 4, \"mean_week_duration\": 5.022}}, {\"47602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-12 21:29:03.000000+00:00\", \"2019-05-01 12:52:11.000000+00:00\"], \"session_ids\": [\"58dd07f0-6df0-4fc7-b1e2-46d43795248a\", \"03bb88bd-d96d-4501-973c-9ef50ee3cd69\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 6.759}}, {\"98217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-25 17:33:13.000000+00:00\", \"2021-08-31 03:16:38.000000+00:00\", \"2023-05-24 15:48:09.000000+00:00\", \"2019-12-19 11:57:45.000000+00:00\", \"2021-04-03 22:27:08.000000+00:00\", \"2021-04-13 02:40:49.000000+00:00\", \"2019-07-08 22:19:48.000000+00:00\"], \"session_ids\": [\"6fe7646c-6567-4503-8f5f-6efd7cf037fc\", \"dd67b917-6104-47af-8a03-65985fc83aeb\", \"fa2513c2-7f6c-4110-9b56-929505e08bb1\", \"c005dfbf-bdfc-477f-8e50-2b8420faec2f\", \"c4c9da84-82ef-4c57-91b6-116a9d9ae077\", \"7c6e2f8b-b804-431f-8a13-e53d33511bf6\", \"0027f422-c6c6-4713-a4d7-e51c0d74a9b4\"], \"total_duration\": 5124.0, \"total_sessions\": 7, \"mean_week_duration\": 25.241}}, {\"92556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-31 18:51:52.000000+00:00\", \"2020-06-29 05:44:20.000000+00:00\", \"2020-06-07 12:16:16.000000+00:00\", \"2023-04-13 00:33:53.000000+00:00\", \"2020-05-24 00:22:35.000000+00:00\", \"2022-05-10 17:31:20.000000+00:00\", \"2021-11-12 10:06:30.000000+00:00\", \"2023-02-24 13:00:45.000000+00:00\"], \"session_ids\": [\"22d7f2c1-a742-4991-b82f-012df35518ca\", \"15adf3b0-fdd2-487a-bcbe-5bf93a71b365\", \"b9a491c7-d270-45b4-9e73-a47518a4d0a6\", \"30305d84-1800-4512-acbb-6f3946f4c3ae\", \"0a305710-0298-436f-9727-059470ad184a\", \"7a4c5951-cdf8-4e83-a265-60cf0c8abde9\", \"0471f2b1-9494-4545-8a8c-f98ebdc6328e\", \"48964ed7-cc88-4afb-9f18-4f11f1f62903\"], \"total_duration\": 12188.0, \"total_sessions\": 8, \"mean_week_duration\": 80.715}}]\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[{\"86556\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 11:40:02.000000+00:00\", \"2019-08-25 18:08:36.000000+00:00\"], \"session_ids\": [\"a8fc295b-e689-40ca-9b36-07d3a91a826d\", \"126aaa85-ae9e-4c7b-9b77-f0ed76fc17de\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}}]\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[{\"86556\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-12 11:40:02.000000+00:00\", \"2019-08-25 18:08:36.000000+00:00\"], \"session_ids\": [\"a8fc295b-e689-40ca-9b36-07d3a91a826d\", \"126aaa85-ae9e-4c7b-9b77-f0ed76fc17de\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.148}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me user who has the biggest value of sum of duration of sessions per week , and implement sorting by town naming from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"4095\": {\"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\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-09 19:36:52.000000+00:00\", \"2020-01-17 10:34:01.000000+00:00\"], \"session_ids\": [\"5a161cb6-270a-4b53-973a-6c998de5e685\", \"e0660da1-9207-4974-ba23-2e7d27540e49\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 13.333}, \"74929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-06 05:47:42.000000+00:00\", \"2019-04-26 05:38:17.000000+00:00\", \"2019-12-28 06:37:37.000000+00:00\"], \"session_ids\": [\"bfcc4149-e83b-4d85-9bb7-fa97f63e4df3\", \"64d23f91-8c3a-4684-bebd-469e9a520ba5\", \"38c77eb4-6611-4dcc-b9b6-b3dd2e5fd8a2\"], \"total_duration\": 472.0, \"total_sessions\": 3, \"mean_week_duration\": 2.497}, \"39422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-31 23:24:56.000000+00:00\", \"2022-07-29 17:55:00.000000+00:00\", \"2021-09-30 03:12:42.000000+00:00\", \"2020-12-06 18:08:49.000000+00:00\"], \"session_ids\": [\"361a35f6-30b5-4831-b03e-8702be4ba450\", \"41323edc-e663-4c6f-9b30-efb551e7153c\", \"1b6681f5-c3f9-412f-b6bb-6ece68b78f60\", \"53b17207-9491-4c63-b248-d07c2fc78791\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.326}, \"91486\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-10 11:57:40.000000+00:00\", \"2022-07-29 22:31:52.000000+00:00\", \"2022-08-24 19:04:59.000000+00:00\", \"2021-01-31 17:33:30.000000+00:00\", \"2019-09-06 19:03:39.000000+00:00\", \"2019-05-16 04:58:19.000000+00:00\"], \"session_ids\": [\"6c91ec59-665f-4b46-b8c8-c6e0fe51d116\", \"7aa1b483-2219-4275-885b-53166ad38df5\", \"6a711f96-7a52-4ebb-bb42-b752b838ec61\", \"fcb22010-9fed-411d-962c-9edba02872c1\", \"60973dda-c593-4e71-a0c7-06b51d8668f3\", \"e5218549-5575-4da4-81f8-245bed52a454\"], \"total_duration\": 2429.0, \"total_sessions\": 6, \"mean_week_duration\": 14.122}, \"88412\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-18 21:21:34.000000+00:00\", \"2022-01-18 14:57:46.000000+00:00\", \"2022-10-31 07:01:27.000000+00:00\", \"2021-12-02 00:37:27.000000+00:00\"], \"session_ids\": [\"492923b7-6776-456f-80f7-4bb36d6922ab\", \"091440cf-cfb7-4986-b0fb-2f7f96ef39e1\", \"a4b47c0a-daf5-4038-9ee1-6f228e94e64a\", \"1bd57f44-62cc-4e32-93c2-054748e16099\"], \"total_duration\": 957.0, \"total_sessions\": 4, \"mean_week_duration\": 11.259}, \"84766\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-01 19:50:35.000000+00:00\", \"2019-10-11 17:10:53.000000+00:00\"], \"session_ids\": [\"25f7d133-5346-4bc8-ad9d-d3c8297d4d71\", \"5b4ac0a2-c971-420e-8b07-b2fc899af743\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.626}, \"42422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-15 08:39:33.000000+00:00\", \"2019-11-09 04:30:06.000000+00:00\", \"2021-02-03 07:00:46.000000+00:00\", \"2023-03-05 20:29:25.000000+00:00\", \"2022-01-02 18:36:03.000000+00:00\"], \"session_ids\": [\"67350255-5a43-41be-9b6d-a1c7a3ef9148\", \"20cba829-b255-4b51-9f8a-50c1134fb189\", \"add11cd9-a257-41d9-9159-97eca1b0a8b3\", \"600e856b-aba6-4fae-be8a-380a38f089fa\", \"9965637e-c54c-4eb9-8783-2e2cb7c5b38e\"], \"total_duration\": 43.0, \"total_sessions\": 5, \"mean_week_duration\": 0.247}, \"81910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-01 01:42:26.000000+00:00\", \"2019-01-15 03:43:02.000000+00:00\"], \"session_ids\": [\"c38696b4-5ce3-440b-abd4-67d8ef7d4121\", \"5645851b-dcdf-4fce-8eb1-6e3b4bfa2417\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 4.486}, \"58328\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-07-28 06:10:12.000000+00:00\", \"2019-08-22 10:49:40.000000+00:00\"], \"session_ids\": [\"99de1b94-991a-4303-99da-cde6d8a0a184\", \"5c7556be-8ccd-4855-9590-7731bd013d45\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.928}, \"13760\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-24 02:48:27.000000+00:00\", \"2022-12-18 18:23:09.000000+00:00\", \"2023-04-03 18:07:47.000000+00:00\"], \"session_ids\": [\"7b6ce641-e127-44e6-9c00-8513b19f3275\", \"60d9ed87-46ed-48c4-8df6-8eaa09fadb48\", \"705e6403-413b-41b9-8f6f-2ad19207e6e9\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.488}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have 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[{\"91486\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-10 11:57:40.000000+00:00\", \"2022-07-29 22:31:52.000000+00:00\", \"2022-08-24 19:04:59.000000+00:00\", \"2021-01-31 17:33:30.000000+00:00\", \"2019-09-06 19:03:39.000000+00:00\", \"2019-05-16 04:58:19.000000+00:00\"], \"session_ids\": [\"6c91ec59-665f-4b46-b8c8-c6e0fe51d116\", \"7aa1b483-2219-4275-885b-53166ad38df5\", \"6a711f96-7a52-4ebb-bb42-b752b838ec61\", \"fcb22010-9fed-411d-962c-9edba02872c1\", \"60973dda-c593-4e71-a0c7-06b51d8668f3\", \"e5218549-5575-4da4-81f8-245bed52a454\"], \"total_duration\": 2429.0, \"total_sessions\": 6, \"mean_week_duration\": 14.122}}, {\"4095\": {\"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\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-09 19:36:52.000000+00:00\", \"2020-01-17 10:34:01.000000+00:00\"], \"session_ids\": [\"5a161cb6-270a-4b53-973a-6c998de5e685\", \"e0660da1-9207-4974-ba23-2e7d27540e49\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 13.333}}, {\"88412\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-18 21:21:34.000000+00:00\", \"2022-01-18 14:57:46.000000+00:00\", \"2022-10-31 07:01:27.000000+00:00\", \"2021-12-02 00:37:27.000000+00:00\"], \"session_ids\": [\"492923b7-6776-456f-80f7-4bb36d6922ab\", \"091440cf-cfb7-4986-b0fb-2f7f96ef39e1\", \"a4b47c0a-daf5-4038-9ee1-6f228e94e64a\", \"1bd57f44-62cc-4e32-93c2-054748e16099\"], \"total_duration\": 957.0, \"total_sessions\": 4, \"mean_week_duration\": 11.259}}]\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[{\"91486\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-10 11:57:40.000000+00:00\", \"2022-07-29 22:31:52.000000+00:00\", \"2022-08-24 19:04:59.000000+00:00\", \"2021-01-31 17:33:30.000000+00:00\", \"2019-09-06 19:03:39.000000+00:00\", \"2019-05-16 04:58:19.000000+00:00\"], \"session_ids\": [\"6c91ec59-665f-4b46-b8c8-c6e0fe51d116\", \"7aa1b483-2219-4275-885b-53166ad38df5\", \"6a711f96-7a52-4ebb-bb42-b752b838ec61\", \"fcb22010-9fed-411d-962c-9edba02872c1\", \"60973dda-c593-4e71-a0c7-06b51d8668f3\", \"e5218549-5575-4da4-81f8-245bed52a454\"], \"total_duration\": 2429.0, \"total_sessions\": 6, \"mean_week_duration\": 14.122}}, {\"88412\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-03-18 21:21:34.000000+00:00\", \"2022-01-18 14:57:46.000000+00:00\", \"2022-10-31 07:01:27.000000+00:00\", \"2021-12-02 00:37:27.000000+00:00\"], \"session_ids\": [\"492923b7-6776-456f-80f7-4bb36d6922ab\", \"091440cf-cfb7-4986-b0fb-2f7f96ef39e1\", \"a4b47c0a-daf5-4038-9ee1-6f228e94e64a\", \"1bd57f44-62cc-4e32-93c2-054748e16099\"], \"total_duration\": 957.0, \"total_sessions\": 4, \"mean_week_duration\": 11.259}}, {\"4095\": {\"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\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-09 19:36:52.000000+00:00\", \"2020-01-17 10:34:01.000000+00:00\"], \"session_ids\": [\"5a161cb6-270a-4b53-973a-6c998de5e685\", \"e0660da1-9207-4974-ba23-2e7d27540e49\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 13.333}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"91486\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-10 11:57:40.000000+00:00\", \"2022-07-29 22:31:52.000000+00:00\", \"2022-08-24 19:04:59.000000+00:00\", \"2021-01-31 17:33:30.000000+00:00\", \"2019-09-06 19:03:39.000000+00:00\", \"2019-05-16 04:58:19.000000+00:00\"], \"session_ids\": [\"6c91ec59-665f-4b46-b8c8-c6e0fe51d116\", \"7aa1b483-2219-4275-885b-53166ad38df5\", \"6a711f96-7a52-4ebb-bb42-b752b838ec61\", \"fcb22010-9fed-411d-962c-9edba02872c1\", \"60973dda-c593-4e71-a0c7-06b51d8668f3\", \"e5218549-5575-4da4-81f8-245bed52a454\"], \"total_duration\": 2429.0, \"total_sessions\": 6, \"mean_week_duration\": 14.122}}]\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[{\"91486\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-10 11:57:40.000000+00:00\", \"2022-07-29 22:31:52.000000+00:00\", \"2022-08-24 19:04:59.000000+00:00\", \"2021-01-31 17:33:30.000000+00:00\", \"2019-09-06 19:03:39.000000+00:00\", \"2019-05-16 04:58:19.000000+00:00\"], \"session_ids\": [\"6c91ec59-665f-4b46-b8c8-c6e0fe51d116\", \"7aa1b483-2219-4275-885b-53166ad38df5\", \"6a711f96-7a52-4ebb-bb42-b752b838ec61\", \"fcb22010-9fed-411d-962c-9edba02872c1\", \"60973dda-c593-4e71-a0c7-06b51d8668f3\", \"e5218549-5575-4da4-81f8-245bed52a454\"], \"total_duration\": 2429.0, \"total_sessions\": 6, \"mean_week_duration\": 14.122}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on user whose count of sessions is strictly smaller than 4 and bigger than 7 + implement sorting by sum of duration of sessions per week 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{\"6215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-17 11:09:29.000000+00:00\", \"2019-09-25 09:24:42.000000+00:00\", \"2022-07-26 00:17:39.000000+00:00\"], \"session_ids\": [\"900db8be-def0-4fd8-b172-51c8113536c2\", \"08260a4d-5225-4bad-a353-f19ffde84374\", \"a5d6e7ec-f177-460f-9f8e-83f8cd735515\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.212}, \"99625\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-04 08:24:34.000000+00:00\", \"2021-04-11 09:00:40.000000+00:00\"], \"session_ids\": [\"cd7ab2b9-7e50-424d-b70b-1994b1a4979a\", \"b5489d4a-4989-41aa-8c97-6dba0c445391\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"24300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-05 12:32:49.000000+00:00\", \"2021-10-19 10:58:48.000000+00:00\", \"2021-10-20 07:28:06.000000+00:00\", \"2022-11-16 20:23:23.000000+00:00\", \"2020-05-16 12:05:02.000000+00:00\"], \"session_ids\": [\"037eb658-323d-4940-bd6b-65b4ad7067de\", \"d5f9e9d1-ebbd-4be6-a0b0-c5c274277be7\", \"e31d66b1-6c54-4e54-9ea0-b359449e73fe\", \"25340391-4e60-4e7b-bf60-8ab057d3882e\", \"1f2bfe7f-e956-4271-b829-29fdd40d9172\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 1.55}, \"6868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-27 09:48:53.000000+00:00\", \"2021-05-28 18:03:16.000000+00:00\", \"2022-07-26 18:12:41.000000+00:00\", \"2021-12-28 02:15:37.000000+00:00\", \"2019-03-29 00:44:53.000000+00:00\", \"2021-09-24 21:21:49.000000+00:00\"], \"session_ids\": [\"bc4b4f2d-a18f-4aab-b317-acd2f364ebf9\", \"6fb4808c-a5a3-4569-b617-cbc6198d76eb\", \"cc9ac8f9-2008-4d23-8e93-fc9fbbf7ab90\", \"c089f868-824f-48ff-b8fb-5faec349488c\", \"9fa49fc5-7cc6-4fa0-b422-404da4859803\", \"9f880718-873d-439a-aaa1-d9c8bdf2dffb\"], \"total_duration\": 117.0, \"total_sessions\": 6, \"mean_week_duration\": 0.672}, \"51408\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-26 20:51:48.000000+00:00\", \"2020-05-30 20:42:26.000000+00:00\", \"2021-08-02 10:31:07.000000+00:00\"], \"session_ids\": [\"94ef4c8d-d230-4617-bc6a-7090b353433f\", \"5025896c-376f-4366-a01d-25fcbd1962be\", \"dd3aad24-b7ec-4f0b-ad1b-ac782f8b8e1a\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}, \"4944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-02 15:21:37.000000+00:00\", \"2019-03-18 16:06:48.000000+00:00\", \"2020-04-19 03:57:20.000000+00:00\", \"2023-05-01 05:31:13.000000+00:00\", \"2022-11-09 11:22:16.000000+00:00\"], \"session_ids\": [\"721669cc-ab79-4852-82cd-2a7c4ec2fffc\", \"fb92c726-de52-4d9a-b549-63a90cf14b4c\", \"1fa135b2-babd-49cd-b1e2-b0272c247fcd\", \"7e02e785-279f-4355-bced-f0072c53ceda\", \"52080611-e6bb-4b10-ac78-1b734ac9f0b2\"], \"total_duration\": 298.0, \"total_sessions\": 5, \"mean_week_duration\": 1.319}, \"78473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-11 04:06:39.000000+00:00\", \"2019-06-29 22:29:16.000000+00:00\"], \"session_ids\": [\"c88a5cb4-8614-44f3-80e2-d5f2c0acba1c\", \"14a47af5-5dfa-450f-b448-fa2cced846c5\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 14.7}, \"22657\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-15 06:45:54.000000+00:00\", \"2021-01-04 22:43:37.000000+00:00\", \"2020-02-28 22:53:42.000000+00:00\"], \"session_ids\": [\"7dbd2997-bc90-48cf-832d-f22c6cea0fd3\", \"5b147efd-a579-4625-94e5-ec3637cc29cf\", \"5a49c768-1efa-4c6b-921a-51343cc4c4c9\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 11.244}, \"71570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-25 22:50:06.000000+00:00\", \"2020-03-05 01:05:03.000000+00:00\"], \"session_ids\": [\"8eb8e2b3-faf0-4f2f-90d8-daf7b5adbf77\", \"72ab7ed8-dae8-449d-b3d1-b0e7048af49c\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 3.53}, \"66434\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-22 02:18:09.000000+00:00\", \"2023-01-17 14:27:25.000000+00:00\", \"2023-05-23 21:14:01.000000+00:00\", \"2021-05-28 04:30:57.000000+00:00\", \"2021-01-28 05:15:16.000000+00:00\", \"2023-05-07 06:26:46.000000+00:00\", \"2022-01-31 11:40:38.000000+00:00\"], \"session_ids\": [\"9711cc51-0fb4-4d65-b585-e7f2eb70d57f\", \"81521b6e-fa14-4485-ae75-cebcbf0c385e\", \"179b2ca4-5b6b-4b24-98b0-61dbd8a7fd6c\", \"c220fe96-bbe1-4aa2-b019-67ec7d0be5f2\", \"fe9aa546-71d5-42a9-b2bc-30dccebfebfa\", \"1fc4ec95-fa50-48b4-b802-6879d9fffc55\", \"e7483a14-c4af-42c1-b308-85392fd92464\"], \"total_duration\": 6883.0, \"total_sessions\": 7, \"mean_week_duration\": 54.627}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 4 and are equal or greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-17 11:09:29.000000+00:00\", \"2019-09-25 09:24:42.000000+00:00\", \"2022-07-26 00:17:39.000000+00:00\"], \"session_ids\": [\"900db8be-def0-4fd8-b172-51c8113536c2\", \"08260a4d-5225-4bad-a353-f19ffde84374\", \"a5d6e7ec-f177-460f-9f8e-83f8cd735515\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.212}, \"99625\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-04 08:24:34.000000+00:00\", \"2021-04-11 09:00:40.000000+00:00\"], \"session_ids\": [\"cd7ab2b9-7e50-424d-b70b-1994b1a4979a\", \"b5489d4a-4989-41aa-8c97-6dba0c445391\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"51408\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-26 20:51:48.000000+00:00\", \"2020-05-30 20:42:26.000000+00:00\", \"2021-08-02 10:31:07.000000+00:00\"], \"session_ids\": [\"94ef4c8d-d230-4617-bc6a-7090b353433f\", \"5025896c-376f-4366-a01d-25fcbd1962be\", \"dd3aad24-b7ec-4f0b-ad1b-ac782f8b8e1a\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}, \"78473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-11 04:06:39.000000+00:00\", \"2019-06-29 22:29:16.000000+00:00\"], \"session_ids\": [\"c88a5cb4-8614-44f3-80e2-d5f2c0acba1c\", \"14a47af5-5dfa-450f-b448-fa2cced846c5\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 14.7}, \"22657\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-15 06:45:54.000000+00:00\", \"2021-01-04 22:43:37.000000+00:00\", \"2020-02-28 22:53:42.000000+00:00\"], \"session_ids\": [\"7dbd2997-bc90-48cf-832d-f22c6cea0fd3\", \"5b147efd-a579-4625-94e5-ec3637cc29cf\", \"5a49c768-1efa-4c6b-921a-51343cc4c4c9\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 11.244}, \"71570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-25 22:50:06.000000+00:00\", \"2020-03-05 01:05:03.000000+00:00\"], \"session_ids\": [\"8eb8e2b3-faf0-4f2f-90d8-daf7b5adbf77\", \"72ab7ed8-dae8-449d-b3d1-b0e7048af49c\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 3.53}, \"66434\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-22 02:18:09.000000+00:00\", \"2023-01-17 14:27:25.000000+00:00\", \"2023-05-23 21:14:01.000000+00:00\", \"2021-05-28 04:30:57.000000+00:00\", \"2021-01-28 05:15:16.000000+00:00\", \"2023-05-07 06:26:46.000000+00:00\", \"2022-01-31 11:40:38.000000+00:00\"], \"session_ids\": [\"9711cc51-0fb4-4d65-b585-e7f2eb70d57f\", \"81521b6e-fa14-4485-ae75-cebcbf0c385e\", \"179b2ca4-5b6b-4b24-98b0-61dbd8a7fd6c\", \"c220fe96-bbe1-4aa2-b019-67ec7d0be5f2\", \"fe9aa546-71d5-42a9-b2bc-30dccebfebfa\", \"1fc4ec95-fa50-48b4-b802-6879d9fffc55\", \"e7483a14-c4af-42c1-b308-85392fd92464\"], \"total_duration\": 6883.0, \"total_sessions\": 7, \"mean_week_duration\": 54.627}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66434\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-22 02:18:09.000000+00:00\", \"2023-01-17 14:27:25.000000+00:00\", \"2023-05-23 21:14:01.000000+00:00\", \"2021-05-28 04:30:57.000000+00:00\", \"2021-01-28 05:15:16.000000+00:00\", \"2023-05-07 06:26:46.000000+00:00\", \"2022-01-31 11:40:38.000000+00:00\"], \"session_ids\": [\"9711cc51-0fb4-4d65-b585-e7f2eb70d57f\", \"81521b6e-fa14-4485-ae75-cebcbf0c385e\", \"179b2ca4-5b6b-4b24-98b0-61dbd8a7fd6c\", \"c220fe96-bbe1-4aa2-b019-67ec7d0be5f2\", \"fe9aa546-71d5-42a9-b2bc-30dccebfebfa\", \"1fc4ec95-fa50-48b4-b802-6879d9fffc55\", \"e7483a14-c4af-42c1-b308-85392fd92464\"], \"total_duration\": 6883.0, \"total_sessions\": 7, \"mean_week_duration\": 54.627}}, {\"78473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-11 04:06:39.000000+00:00\", \"2019-06-29 22:29:16.000000+00:00\"], \"session_ids\": [\"c88a5cb4-8614-44f3-80e2-d5f2c0acba1c\", \"14a47af5-5dfa-450f-b448-fa2cced846c5\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 14.7}}, {\"22657\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-15 06:45:54.000000+00:00\", \"2021-01-04 22:43:37.000000+00:00\", \"2020-02-28 22:53:42.000000+00:00\"], \"session_ids\": [\"7dbd2997-bc90-48cf-832d-f22c6cea0fd3\", \"5b147efd-a579-4625-94e5-ec3637cc29cf\", \"5a49c768-1efa-4c6b-921a-51343cc4c4c9\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 11.244}}, {\"71570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-25 22:50:06.000000+00:00\", \"2020-03-05 01:05:03.000000+00:00\"], \"session_ids\": [\"8eb8e2b3-faf0-4f2f-90d8-daf7b5adbf77\", \"72ab7ed8-dae8-449d-b3d1-b0e7048af49c\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 3.53}}, {\"51408\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-26 20:51:48.000000+00:00\", \"2020-05-30 20:42:26.000000+00:00\", \"2021-08-02 10:31:07.000000+00:00\"], \"session_ids\": [\"94ef4c8d-d230-4617-bc6a-7090b353433f\", \"5025896c-376f-4366-a01d-25fcbd1962be\", \"dd3aad24-b7ec-4f0b-ad1b-ac782f8b8e1a\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}}, {\"99625\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-04 08:24:34.000000+00:00\", \"2021-04-11 09:00:40.000000+00:00\"], \"session_ids\": [\"cd7ab2b9-7e50-424d-b70b-1994b1a4979a\", \"b5489d4a-4989-41aa-8c97-6dba0c445391\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"6215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-17 11:09:29.000000+00:00\", \"2019-09-25 09:24:42.000000+00:00\", \"2022-07-26 00:17:39.000000+00:00\"], \"session_ids\": [\"900db8be-def0-4fd8-b172-51c8113536c2\", \"08260a4d-5225-4bad-a353-f19ffde84374\", \"a5d6e7ec-f177-460f-9f8e-83f8cd735515\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.212}}]\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[{\"66434\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-22 02:18:09.000000+00:00\", \"2023-01-17 14:27:25.000000+00:00\", \"2023-05-23 21:14:01.000000+00:00\", \"2021-05-28 04:30:57.000000+00:00\", \"2021-01-28 05:15:16.000000+00:00\", \"2023-05-07 06:26:46.000000+00:00\", \"2022-01-31 11:40:38.000000+00:00\"], \"session_ids\": [\"9711cc51-0fb4-4d65-b585-e7f2eb70d57f\", \"81521b6e-fa14-4485-ae75-cebcbf0c385e\", \"179b2ca4-5b6b-4b24-98b0-61dbd8a7fd6c\", \"c220fe96-bbe1-4aa2-b019-67ec7d0be5f2\", \"fe9aa546-71d5-42a9-b2bc-30dccebfebfa\", \"1fc4ec95-fa50-48b4-b802-6879d9fffc55\", \"e7483a14-c4af-42c1-b308-85392fd92464\"], \"total_duration\": 6883.0, \"total_sessions\": 7, \"mean_week_duration\": 54.627}}]\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[{\"66434\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-22 02:18:09.000000+00:00\", \"2023-01-17 14:27:25.000000+00:00\", \"2023-05-23 21:14:01.000000+00:00\", \"2021-05-28 04:30:57.000000+00:00\", \"2021-01-28 05:15:16.000000+00:00\", \"2023-05-07 06:26:46.000000+00:00\", \"2022-01-31 11:40:38.000000+00:00\"], \"session_ids\": [\"9711cc51-0fb4-4d65-b585-e7f2eb70d57f\", \"81521b6e-fa14-4485-ae75-cebcbf0c385e\", \"179b2ca4-5b6b-4b24-98b0-61dbd8a7fd6c\", \"c220fe96-bbe1-4aa2-b019-67ec7d0be5f2\", \"fe9aa546-71d5-42a9-b2bc-30dccebfebfa\", \"1fc4ec95-fa50-48b4-b802-6879d9fffc55\", \"e7483a14-c4af-42c1-b308-85392fd92464\"], \"total_duration\": 6883.0, \"total_sessions\": 7, \"mean_week_duration\": 54.627}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 6 users with a total duration amount that is above 2724 and below 2032 + execute sorting by total time using the app decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18717\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 07:33:18.000000+00:00\", \"2022-08-04 21:10:26.000000+00:00\"], \"session_ids\": [\"5b1bf1eb-28dd-4d5a-9887-84a62b41ff74\", \"f1195ad1-c086-4af1-8ed7-a78e0bfae4fc\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}, \"96338\": {\"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}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-03 09:32:45.000000+00:00\", \"2022-08-04 06:23:45.000000+00:00\", \"2020-03-01 23:56:23.000000+00:00\", \"2022-02-06 18:58:51.000000+00:00\"], \"session_ids\": [\"670c91cd-05b9-49d0-9d39-d14a602d4222\", \"e6944b37-b0c4-427b-b532-508c1aa0ba02\", \"224f50da-2caa-4389-8fd0-c160c20dfa97\", \"00286695-6b23-46af-bfc5-e9332ff26fb9\"], \"total_duration\": 1511.0, \"total_sessions\": 4, \"mean_week_duration\": 11.898}, \"49546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-04-08 14:15:40.000000+00:00\", \"2019-06-05 15:22:58.000000+00:00\"], \"session_ids\": [\"baa03b73-89c0-4815-9b79-87ccc44ebbef\", \"62a9f923-1c3d-48fe-bb10-9734a2c2213f\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 25.111}, \"95249\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-04-18 10:12:51.000000+00:00\", \"2022-01-08 19:09:03.000000+00:00\"], \"session_ids\": [\"562642f3-f4df-4310-bd24-20d17d3d12ae\", \"6e1a6147-8aee-4f7f-a75d-59a81cc7d2ba\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 2.776}, \"82054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-07-27 14:16:09.000000+00:00\", \"2021-02-25 01:48:28.000000+00:00\", \"2020-10-17 03:15:57.000000+00:00\", \"2020-12-11 10:11:05.000000+00:00\"], \"session_ids\": [\"6500c4c5-ab84-48bd-81f2-2df8f7528b4b\", \"100c515f-cbc1-4d7d-b7b5-54a15f56a3fc\", \"185aa603-eaee-48b4-ba57-93f18c3bb6dc\", \"cfbc73d7-211a-41f8-b860-239f3a77fe2c\"], \"total_duration\": 1900.0, \"total_sessions\": 4, \"mean_week_duration\": 20.43}, \"16842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-19 06:42:37.000000+00:00\", \"2019-11-16 05:55:25.000000+00:00\"], \"session_ids\": [\"204eb06e-962c-4da8-b544-03c12c83ec25\", \"37acfb8c-3664-4143-819c-901b27beb8fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.157}, \"67486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-17 23:29:57.000000+00:00\", \"2020-12-23 01:53:11.000000+00:00\", \"2020-10-17 11:56:21.000000+00:00\", \"2020-11-24 23:17:03.000000+00:00\"], \"session_ids\": [\"6da2c0b4-8e6c-43b9-af63-aa4e32a466b3\", \"094dfd3d-07e2-426f-a99b-6b9e3a17e39d\", \"2918529b-187a-41b2-aa16-cd8a8c434a1f\", \"bb9e1cbb-7c2b-4f47-80b1-d6149f63d780\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 3.333}, \"99711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-03 05:55:56.000000+00:00\", \"2022-03-05 07:06:11.000000+00:00\", \"2019-04-05 22:54:44.000000+00:00\"], \"session_ids\": [\"dd5f8e73-9237-4e47-a195-d8470ffd0cda\", \"14800270-5121-4ad4-a37e-5ec8d45ae11e\", \"83f6ea1a-1339-4ee6-8634-290ad08b934a\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 3.77}, \"44990\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-17 17:57:08.000000+00:00\", \"2020-01-26 11:14:53.000000+00:00\", \"2023-01-30 05:37:31.000000+00:00\", \"2019-01-13 13:30:38.000000+00:00\", \"2022-04-26 05:21:21.000000+00:00\", \"2019-11-27 08:40:18.000000+00:00\", \"2022-04-19 18:55:29.000000+00:00\", \"2021-11-27 12:51:58.000000+00:00\"], \"session_ids\": [\"ac5e6194-0106-4704-8f83-17d91288740e\", \"582de849-dc20-42f0-ab2c-4b84b7e65ec1\", \"b3162f28-8eea-46f3-8535-1573d7e72cb4\", \"ac2fd6f6-ce51-48b1-8d12-c34420bc7913\", \"b1339834-ae3d-409a-a1e9-173e8c31a160\", \"46a05123-eea3-4b29-b92a-8827a9b90a7c\", \"e8b7e146-5ee4-4e76-8872-41a2325349a5\", \"5a5af0a0-d5e8-47c0-8470-2318b718e85f\"], \"total_duration\": 5980.0, \"total_sessions\": 8, \"mean_week_duration\": 28.341}, \"67777\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-09 17:23:23.000000+00:00\", \"2020-10-07 07:33:27.000000+00:00\"], \"session_ids\": [\"588b8d14-85d1-4e30-a59c-d53c66038a0f\", \"a464a182-cce8-4004-9b07-285a5e6a62a9\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.532}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 2032 and are equal or greater than 2724" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2032, 2724]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18717\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 07:33:18.000000+00:00\", \"2022-08-04 21:10:26.000000+00:00\"], \"session_ids\": [\"5b1bf1eb-28dd-4d5a-9887-84a62b41ff74\", \"f1195ad1-c086-4af1-8ed7-a78e0bfae4fc\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}, \"96338\": {\"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}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-03 09:32:45.000000+00:00\", \"2022-08-04 06:23:45.000000+00:00\", \"2020-03-01 23:56:23.000000+00:00\", \"2022-02-06 18:58:51.000000+00:00\"], \"session_ids\": [\"670c91cd-05b9-49d0-9d39-d14a602d4222\", \"e6944b37-b0c4-427b-b532-508c1aa0ba02\", \"224f50da-2caa-4389-8fd0-c160c20dfa97\", \"00286695-6b23-46af-bfc5-e9332ff26fb9\"], \"total_duration\": 1511.0, \"total_sessions\": 4, \"mean_week_duration\": 11.898}, \"49546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-04-08 14:15:40.000000+00:00\", \"2019-06-05 15:22:58.000000+00:00\"], \"session_ids\": [\"baa03b73-89c0-4815-9b79-87ccc44ebbef\", \"62a9f923-1c3d-48fe-bb10-9734a2c2213f\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 25.111}, \"95249\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-04-18 10:12:51.000000+00:00\", \"2022-01-08 19:09:03.000000+00:00\"], \"session_ids\": [\"562642f3-f4df-4310-bd24-20d17d3d12ae\", \"6e1a6147-8aee-4f7f-a75d-59a81cc7d2ba\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 2.776}, \"82054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-07-27 14:16:09.000000+00:00\", \"2021-02-25 01:48:28.000000+00:00\", \"2020-10-17 03:15:57.000000+00:00\", \"2020-12-11 10:11:05.000000+00:00\"], \"session_ids\": [\"6500c4c5-ab84-48bd-81f2-2df8f7528b4b\", \"100c515f-cbc1-4d7d-b7b5-54a15f56a3fc\", \"185aa603-eaee-48b4-ba57-93f18c3bb6dc\", \"cfbc73d7-211a-41f8-b860-239f3a77fe2c\"], \"total_duration\": 1900.0, \"total_sessions\": 4, \"mean_week_duration\": 20.43}, \"16842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-19 06:42:37.000000+00:00\", \"2019-11-16 05:55:25.000000+00:00\"], \"session_ids\": [\"204eb06e-962c-4da8-b544-03c12c83ec25\", \"37acfb8c-3664-4143-819c-901b27beb8fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.157}, \"67486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-17 23:29:57.000000+00:00\", \"2020-12-23 01:53:11.000000+00:00\", \"2020-10-17 11:56:21.000000+00:00\", \"2020-11-24 23:17:03.000000+00:00\"], \"session_ids\": [\"6da2c0b4-8e6c-43b9-af63-aa4e32a466b3\", \"094dfd3d-07e2-426f-a99b-6b9e3a17e39d\", \"2918529b-187a-41b2-aa16-cd8a8c434a1f\", \"bb9e1cbb-7c2b-4f47-80b1-d6149f63d780\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 3.333}, \"99711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-03 05:55:56.000000+00:00\", \"2022-03-05 07:06:11.000000+00:00\", \"2019-04-05 22:54:44.000000+00:00\"], \"session_ids\": [\"dd5f8e73-9237-4e47-a195-d8470ffd0cda\", \"14800270-5121-4ad4-a37e-5ec8d45ae11e\", \"83f6ea1a-1339-4ee6-8634-290ad08b934a\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 3.77}, \"67777\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-09 17:23:23.000000+00:00\", \"2020-10-07 07:33:27.000000+00:00\"], \"session_ids\": [\"588b8d14-85d1-4e30-a59c-d53c66038a0f\", \"a464a182-cce8-4004-9b07-285a5e6a62a9\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.532}, \"44990\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-17 17:57:08.000000+00:00\", \"2020-01-26 11:14:53.000000+00:00\", \"2023-01-30 05:37:31.000000+00:00\", \"2019-01-13 13:30:38.000000+00:00\", \"2022-04-26 05:21:21.000000+00:00\", \"2019-11-27 08:40:18.000000+00:00\", \"2022-04-19 18:55:29.000000+00:00\", \"2021-11-27 12:51:58.000000+00:00\"], \"session_ids\": [\"ac5e6194-0106-4704-8f83-17d91288740e\", \"582de849-dc20-42f0-ab2c-4b84b7e65ec1\", \"b3162f28-8eea-46f3-8535-1573d7e72cb4\", \"ac2fd6f6-ce51-48b1-8d12-c34420bc7913\", \"b1339834-ae3d-409a-a1e9-173e8c31a160\", \"46a05123-eea3-4b29-b92a-8827a9b90a7c\", \"e8b7e146-5ee4-4e76-8872-41a2325349a5\", \"5a5af0a0-d5e8-47c0-8470-2318b718e85f\"], \"total_duration\": 5980.0, \"total_sessions\": 8, \"mean_week_duration\": 28.341}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to 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[{\"44990\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-17 17:57:08.000000+00:00\", \"2020-01-26 11:14:53.000000+00:00\", \"2023-01-30 05:37:31.000000+00:00\", \"2019-01-13 13:30:38.000000+00:00\", \"2022-04-26 05:21:21.000000+00:00\", \"2019-11-27 08:40:18.000000+00:00\", \"2022-04-19 18:55:29.000000+00:00\", \"2021-11-27 12:51:58.000000+00:00\"], \"session_ids\": [\"ac5e6194-0106-4704-8f83-17d91288740e\", \"582de849-dc20-42f0-ab2c-4b84b7e65ec1\", \"b3162f28-8eea-46f3-8535-1573d7e72cb4\", \"ac2fd6f6-ce51-48b1-8d12-c34420bc7913\", \"b1339834-ae3d-409a-a1e9-173e8c31a160\", \"46a05123-eea3-4b29-b92a-8827a9b90a7c\", \"e8b7e146-5ee4-4e76-8872-41a2325349a5\", \"5a5af0a0-d5e8-47c0-8470-2318b718e85f\"], \"total_duration\": 5980.0, \"total_sessions\": 8, \"mean_week_duration\": 28.341}}, {\"82054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-07-27 14:16:09.000000+00:00\", \"2021-02-25 01:48:28.000000+00:00\", \"2020-10-17 03:15:57.000000+00:00\", \"2020-12-11 10:11:05.000000+00:00\"], \"session_ids\": [\"6500c4c5-ab84-48bd-81f2-2df8f7528b4b\", \"100c515f-cbc1-4d7d-b7b5-54a15f56a3fc\", \"185aa603-eaee-48b4-ba57-93f18c3bb6dc\", \"cfbc73d7-211a-41f8-b860-239f3a77fe2c\"], \"total_duration\": 1900.0, \"total_sessions\": 4, \"mean_week_duration\": 20.43}}, {\"96338\": {\"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}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-03 09:32:45.000000+00:00\", \"2022-08-04 06:23:45.000000+00:00\", \"2020-03-01 23:56:23.000000+00:00\", \"2022-02-06 18:58:51.000000+00:00\"], \"session_ids\": [\"670c91cd-05b9-49d0-9d39-d14a602d4222\", \"e6944b37-b0c4-427b-b532-508c1aa0ba02\", \"224f50da-2caa-4389-8fd0-c160c20dfa97\", \"00286695-6b23-46af-bfc5-e9332ff26fb9\"], \"total_duration\": 1511.0, \"total_sessions\": 4, \"mean_week_duration\": 11.898}}, {\"99711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-03 05:55:56.000000+00:00\", \"2022-03-05 07:06:11.000000+00:00\", \"2019-04-05 22:54:44.000000+00:00\"], \"session_ids\": [\"dd5f8e73-9237-4e47-a195-d8470ffd0cda\", \"14800270-5121-4ad4-a37e-5ec8d45ae11e\", \"83f6ea1a-1339-4ee6-8634-290ad08b934a\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 3.77}}, {\"49546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-04-08 14:15:40.000000+00:00\", \"2019-06-05 15:22:58.000000+00:00\"], \"session_ids\": [\"baa03b73-89c0-4815-9b79-87ccc44ebbef\", \"62a9f923-1c3d-48fe-bb10-9734a2c2213f\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 25.111}}, {\"67486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-17 23:29:57.000000+00:00\", \"2020-12-23 01:53:11.000000+00:00\", \"2020-10-17 11:56:21.000000+00:00\", \"2020-11-24 23:17:03.000000+00:00\"], \"session_ids\": [\"6da2c0b4-8e6c-43b9-af63-aa4e32a466b3\", \"094dfd3d-07e2-426f-a99b-6b9e3a17e39d\", \"2918529b-187a-41b2-aa16-cd8a8c434a1f\", \"bb9e1cbb-7c2b-4f47-80b1-d6149f63d780\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 3.333}}, {\"95249\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-04-18 10:12:51.000000+00:00\", \"2022-01-08 19:09:03.000000+00:00\"], \"session_ids\": [\"562642f3-f4df-4310-bd24-20d17d3d12ae\", \"6e1a6147-8aee-4f7f-a75d-59a81cc7d2ba\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 2.776}}, {\"67777\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-09 17:23:23.000000+00:00\", \"2020-10-07 07:33:27.000000+00:00\"], \"session_ids\": [\"588b8d14-85d1-4e30-a59c-d53c66038a0f\", \"a464a182-cce8-4004-9b07-285a5e6a62a9\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.532}}, {\"16842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-19 06:42:37.000000+00:00\", \"2019-11-16 05:55:25.000000+00:00\"], \"session_ids\": [\"204eb06e-962c-4da8-b544-03c12c83ec25\", \"37acfb8c-3664-4143-819c-901b27beb8fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.157}}, {\"18717\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 07:33:18.000000+00:00\", \"2022-08-04 21:10:26.000000+00:00\"], \"session_ids\": [\"5b1bf1eb-28dd-4d5a-9887-84a62b41ff74\", \"f1195ad1-c086-4af1-8ed7-a78e0bfae4fc\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44990\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-17 17:57:08.000000+00:00\", \"2020-01-26 11:14:53.000000+00:00\", \"2023-01-30 05:37:31.000000+00:00\", \"2019-01-13 13:30:38.000000+00:00\", \"2022-04-26 05:21:21.000000+00:00\", \"2019-11-27 08:40:18.000000+00:00\", \"2022-04-19 18:55:29.000000+00:00\", \"2021-11-27 12:51:58.000000+00:00\"], \"session_ids\": [\"ac5e6194-0106-4704-8f83-17d91288740e\", \"582de849-dc20-42f0-ab2c-4b84b7e65ec1\", \"b3162f28-8eea-46f3-8535-1573d7e72cb4\", \"ac2fd6f6-ce51-48b1-8d12-c34420bc7913\", \"b1339834-ae3d-409a-a1e9-173e8c31a160\", \"46a05123-eea3-4b29-b92a-8827a9b90a7c\", \"e8b7e146-5ee4-4e76-8872-41a2325349a5\", \"5a5af0a0-d5e8-47c0-8470-2318b718e85f\"], \"total_duration\": 5980.0, \"total_sessions\": 8, \"mean_week_duration\": 28.341}}, {\"82054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-07-27 14:16:09.000000+00:00\", \"2021-02-25 01:48:28.000000+00:00\", \"2020-10-17 03:15:57.000000+00:00\", \"2020-12-11 10:11:05.000000+00:00\"], \"session_ids\": [\"6500c4c5-ab84-48bd-81f2-2df8f7528b4b\", \"100c515f-cbc1-4d7d-b7b5-54a15f56a3fc\", \"185aa603-eaee-48b4-ba57-93f18c3bb6dc\", \"cfbc73d7-211a-41f8-b860-239f3a77fe2c\"], \"total_duration\": 1900.0, \"total_sessions\": 4, \"mean_week_duration\": 20.43}}, {\"96338\": {\"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}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-03 09:32:45.000000+00:00\", \"2022-08-04 06:23:45.000000+00:00\", \"2020-03-01 23:56:23.000000+00:00\", \"2022-02-06 18:58:51.000000+00:00\"], \"session_ids\": [\"670c91cd-05b9-49d0-9d39-d14a602d4222\", \"e6944b37-b0c4-427b-b532-508c1aa0ba02\", \"224f50da-2caa-4389-8fd0-c160c20dfa97\", \"00286695-6b23-46af-bfc5-e9332ff26fb9\"], \"total_duration\": 1511.0, \"total_sessions\": 4, \"mean_week_duration\": 11.898}}, {\"99711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-03 05:55:56.000000+00:00\", \"2022-03-05 07:06:11.000000+00:00\", \"2019-04-05 22:54:44.000000+00:00\"], \"session_ids\": [\"dd5f8e73-9237-4e47-a195-d8470ffd0cda\", \"14800270-5121-4ad4-a37e-5ec8d45ae11e\", \"83f6ea1a-1339-4ee6-8634-290ad08b934a\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 3.77}}, {\"49546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-04-08 14:15:40.000000+00:00\", \"2019-06-05 15:22:58.000000+00:00\"], \"session_ids\": [\"baa03b73-89c0-4815-9b79-87ccc44ebbef\", \"62a9f923-1c3d-48fe-bb10-9734a2c2213f\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 25.111}}, {\"67486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-17 23:29:57.000000+00:00\", \"2020-12-23 01:53:11.000000+00:00\", \"2020-10-17 11:56:21.000000+00:00\", \"2020-11-24 23:17:03.000000+00:00\"], \"session_ids\": [\"6da2c0b4-8e6c-43b9-af63-aa4e32a466b3\", \"094dfd3d-07e2-426f-a99b-6b9e3a17e39d\", \"2918529b-187a-41b2-aa16-cd8a8c434a1f\", \"bb9e1cbb-7c2b-4f47-80b1-d6149f63d780\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 3.333}}]\n```\n" } ]