conversations
list
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"84457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-22 07:59:29.000000+00:00\", \"2022-04-09 18:48:40.000000+00:00\"], \"session_ids\": [\"840823d5-ac97-4739-9c32-5edcb737decb\", \"ef873e3a-f69d-47d1-a4e3-eef93617f00d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.12}}]\n```\n\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 2 users whose city isn't Kuala Lumpur additionaly apply sorting by time spent on the site per week form the lowest to the highest." } ]
[ { "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{\"45375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-07-24 11:50:25.000000+00:00\", \"2021-12-11 14:01:27.000000+00:00\"], \"session_ids\": [\"ce5edae9-6512-4b46-b7d3-816114c71314\", \"ca1a492e-c285-4d50-834b-bc2ae5c885be\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}, \"95893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-08 20:13:58.000000+00:00\", \"2022-06-23 08:50:47.000000+00:00\", \"2022-02-15 18:59:44.000000+00:00\", \"2020-03-04 14:43:17.000000+00:00\", \"2021-05-14 23:50:00.000000+00:00\", \"2019-09-02 19:05:16.000000+00:00\"], \"session_ids\": [\"a3ebe023-e5e6-4350-b4b9-e690051fd9e0\", \"0c45097d-1158-4f04-9168-5125a405f4dd\", \"5bed1d79-0471-4ce2-ab9f-f5776c13d274\", \"5fd3488f-db47-472e-b42f-f9fc081777f2\", \"06534f65-f881-4471-b72b-b7b8c874dd25\", \"b15703e4-a7f9-4603-af49-c9a375805313\"], \"total_duration\": 274.0, \"total_sessions\": 6, \"mean_week_duration\": 1.864}, \"2081\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-24 08:33:10.000000+00:00\", \"2021-10-28 18:07:19.000000+00:00\"], \"session_ids\": [\"17b8b8ca-5f8c-4650-9bc4-8a4fc5357317\", \"646717fc-e5b8-4dcb-9aaa-5711a8db9935\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 5.056}, \"33911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-04-16 01:50:25.000000+00:00\", \"2020-10-10 06:59:56.000000+00:00\", \"2021-02-03 02:47:18.000000+00:00\"], \"session_ids\": [\"c1173cd7-d56e-4402-969c-d266dcd16e63\", \"5f12e915-c6a0-4897-bfe2-6407508e506f\", \"e4a04f21-4219-4133-9b7b-8c896f0e12aa\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 7.926}, \"84052\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-07-24 03:18:06.000000+00:00\", \"2021-10-09 17:39:27.000000+00:00\"], \"session_ids\": [\"94226d63-0449-4b16-8682-f819db80b8d1\", \"cf688173-2e44-48a1-9065-285547797a36\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 7.927}, \"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-11 11:06:22.000000+00:00\", \"2021-05-15 22:50:02.000000+00:00\", \"2022-11-12 08:23:48.000000+00:00\", \"2022-08-07 04:36:01.000000+00:00\", \"2020-11-29 05:29:10.000000+00:00\", \"2020-12-18 13:27:20.000000+00:00\", \"2019-06-07 17:19:21.000000+00:00\"], \"session_ids\": [\"a545be99-f2c7-4793-a831-fab288909e46\", \"e7127b36-68e2-43eb-8819-2c7b995ffd08\", \"3150c415-3def-445d-a325-e5843209a065\", \"8a35e697-f2ff-4bd0-bedb-85662fd0b8c2\", \"8e036fdf-3ce7-4502-b509-2613e50934bd\", \"44ff428c-b9f6-45eb-8632-3f411daecc82\", \"695700a1-7568-4840-9081-b3a5f88893e5\"], \"total_duration\": 2975.0, \"total_sessions\": 7, \"mean_week_duration\": 16.62}, \"53196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-02 20:17:02.000000+00:00\", \"2021-07-21 09:01:23.000000+00:00\", \"2020-10-14 18:23:55.000000+00:00\"], \"session_ids\": [\"e092e19e-4289-4794-ac0c-5b9388fca371\", \"005ddc25-aeb1-4b4b-9110-39d7a3c6e555\", \"92baefa4-610e-480c-96ee-d4f912f39303\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 1.216}, \"53156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-11 16:03:13.000000+00:00\", \"2022-06-09 00:14:43.000000+00:00\", \"2022-11-02 03:33:28.000000+00:00\"], \"session_ids\": [\"2d891e01-527a-49ca-ba8d-fe839bae0d6f\", \"31cd101c-3f62-4e8a-a7fe-191eb033d2b9\", \"8fee6b95-ab29-4d41-9937-5bd21962e6b6\"], \"total_duration\": 265.0, \"total_sessions\": 3, \"mean_week_duration\": 1.387}, \"92112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-05 21:45:24.000000+00:00\", \"2019-03-23 04:59:41.000000+00:00\"], \"session_ids\": [\"5390f199-658a-4859-b9c7-5e49193ba1c1\", \"8813e199-6e5c-4e37-8436-00a769a7d0e7\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}, \"68925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-30 01:11:35.000000+00:00\", \"2022-12-23 02:49:34.000000+00:00\"], \"session_ids\": [\"939f3286-f0ba-48fd-b32c-c8c7757c18f2\", \"93725a8c-dee9-48f9-97de-a0057d998146\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 18.577}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Kuala Lumpur" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-07-24 11:50:25.000000+00:00\", \"2021-12-11 14:01:27.000000+00:00\"], \"session_ids\": [\"ce5edae9-6512-4b46-b7d3-816114c71314\", \"ca1a492e-c285-4d50-834b-bc2ae5c885be\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}, \"95893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-08 20:13:58.000000+00:00\", \"2022-06-23 08:50:47.000000+00:00\", \"2022-02-15 18:59:44.000000+00:00\", \"2020-03-04 14:43:17.000000+00:00\", \"2021-05-14 23:50:00.000000+00:00\", \"2019-09-02 19:05:16.000000+00:00\"], \"session_ids\": [\"a3ebe023-e5e6-4350-b4b9-e690051fd9e0\", \"0c45097d-1158-4f04-9168-5125a405f4dd\", \"5bed1d79-0471-4ce2-ab9f-f5776c13d274\", \"5fd3488f-db47-472e-b42f-f9fc081777f2\", \"06534f65-f881-4471-b72b-b7b8c874dd25\", \"b15703e4-a7f9-4603-af49-c9a375805313\"], \"total_duration\": 274.0, \"total_sessions\": 6, \"mean_week_duration\": 1.864}, \"2081\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-24 08:33:10.000000+00:00\", \"2021-10-28 18:07:19.000000+00:00\"], \"session_ids\": [\"17b8b8ca-5f8c-4650-9bc4-8a4fc5357317\", \"646717fc-e5b8-4dcb-9aaa-5711a8db9935\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 5.056}, \"33911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-04-16 01:50:25.000000+00:00\", \"2020-10-10 06:59:56.000000+00:00\", \"2021-02-03 02:47:18.000000+00:00\"], \"session_ids\": [\"c1173cd7-d56e-4402-969c-d266dcd16e63\", \"5f12e915-c6a0-4897-bfe2-6407508e506f\", \"e4a04f21-4219-4133-9b7b-8c896f0e12aa\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 7.926}, \"84052\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-07-24 03:18:06.000000+00:00\", \"2021-10-09 17:39:27.000000+00:00\"], \"session_ids\": [\"94226d63-0449-4b16-8682-f819db80b8d1\", \"cf688173-2e44-48a1-9065-285547797a36\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 7.927}, \"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-11 11:06:22.000000+00:00\", \"2021-05-15 22:50:02.000000+00:00\", \"2022-11-12 08:23:48.000000+00:00\", \"2022-08-07 04:36:01.000000+00:00\", \"2020-11-29 05:29:10.000000+00:00\", \"2020-12-18 13:27:20.000000+00:00\", \"2019-06-07 17:19:21.000000+00:00\"], \"session_ids\": [\"a545be99-f2c7-4793-a831-fab288909e46\", \"e7127b36-68e2-43eb-8819-2c7b995ffd08\", \"3150c415-3def-445d-a325-e5843209a065\", \"8a35e697-f2ff-4bd0-bedb-85662fd0b8c2\", \"8e036fdf-3ce7-4502-b509-2613e50934bd\", \"44ff428c-b9f6-45eb-8632-3f411daecc82\", \"695700a1-7568-4840-9081-b3a5f88893e5\"], \"total_duration\": 2975.0, \"total_sessions\": 7, \"mean_week_duration\": 16.62}, \"53196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-02 20:17:02.000000+00:00\", \"2021-07-21 09:01:23.000000+00:00\", \"2020-10-14 18:23:55.000000+00:00\"], \"session_ids\": [\"e092e19e-4289-4794-ac0c-5b9388fca371\", \"005ddc25-aeb1-4b4b-9110-39d7a3c6e555\", \"92baefa4-610e-480c-96ee-d4f912f39303\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 1.216}, \"53156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-11 16:03:13.000000+00:00\", \"2022-06-09 00:14:43.000000+00:00\", \"2022-11-02 03:33:28.000000+00:00\"], \"session_ids\": [\"2d891e01-527a-49ca-ba8d-fe839bae0d6f\", \"31cd101c-3f62-4e8a-a7fe-191eb033d2b9\", \"8fee6b95-ab29-4d41-9937-5bd21962e6b6\"], \"total_duration\": 265.0, \"total_sessions\": 3, \"mean_week_duration\": 1.387}, \"92112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-05 21:45:24.000000+00:00\", \"2019-03-23 04:59:41.000000+00:00\"], \"session_ids\": [\"5390f199-658a-4859-b9c7-5e49193ba1c1\", \"8813e199-6e5c-4e37-8436-00a769a7d0e7\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}, \"68925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-30 01:11:35.000000+00:00\", \"2022-12-23 02:49:34.000000+00:00\"], \"session_ids\": [\"939f3286-f0ba-48fd-b32c-c8c7757c18f2\", \"93725a8c-dee9-48f9-97de-a0057d998146\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 18.577}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-05 21:45:24.000000+00:00\", \"2019-03-23 04:59:41.000000+00:00\"], \"session_ids\": [\"5390f199-658a-4859-b9c7-5e49193ba1c1\", \"8813e199-6e5c-4e37-8436-00a769a7d0e7\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}}, {\"53196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-02 20:17:02.000000+00:00\", \"2021-07-21 09:01:23.000000+00:00\", \"2020-10-14 18:23:55.000000+00:00\"], \"session_ids\": [\"e092e19e-4289-4794-ac0c-5b9388fca371\", \"005ddc25-aeb1-4b4b-9110-39d7a3c6e555\", \"92baefa4-610e-480c-96ee-d4f912f39303\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 1.216}}, {\"53156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-11 16:03:13.000000+00:00\", \"2022-06-09 00:14:43.000000+00:00\", \"2022-11-02 03:33:28.000000+00:00\"], \"session_ids\": [\"2d891e01-527a-49ca-ba8d-fe839bae0d6f\", \"31cd101c-3f62-4e8a-a7fe-191eb033d2b9\", \"8fee6b95-ab29-4d41-9937-5bd21962e6b6\"], \"total_duration\": 265.0, \"total_sessions\": 3, \"mean_week_duration\": 1.387}}, {\"45375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-07-24 11:50:25.000000+00:00\", \"2021-12-11 14:01:27.000000+00:00\"], \"session_ids\": [\"ce5edae9-6512-4b46-b7d3-816114c71314\", \"ca1a492e-c285-4d50-834b-bc2ae5c885be\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}}, {\"95893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-08 20:13:58.000000+00:00\", \"2022-06-23 08:50:47.000000+00:00\", \"2022-02-15 18:59:44.000000+00:00\", \"2020-03-04 14:43:17.000000+00:00\", \"2021-05-14 23:50:00.000000+00:00\", \"2019-09-02 19:05:16.000000+00:00\"], \"session_ids\": [\"a3ebe023-e5e6-4350-b4b9-e690051fd9e0\", \"0c45097d-1158-4f04-9168-5125a405f4dd\", \"5bed1d79-0471-4ce2-ab9f-f5776c13d274\", \"5fd3488f-db47-472e-b42f-f9fc081777f2\", \"06534f65-f881-4471-b72b-b7b8c874dd25\", \"b15703e4-a7f9-4603-af49-c9a375805313\"], \"total_duration\": 274.0, \"total_sessions\": 6, \"mean_week_duration\": 1.864}}, {\"2081\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-24 08:33:10.000000+00:00\", \"2021-10-28 18:07:19.000000+00:00\"], \"session_ids\": [\"17b8b8ca-5f8c-4650-9bc4-8a4fc5357317\", \"646717fc-e5b8-4dcb-9aaa-5711a8db9935\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 5.056}}, {\"33911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-04-16 01:50:25.000000+00:00\", \"2020-10-10 06:59:56.000000+00:00\", \"2021-02-03 02:47:18.000000+00:00\"], \"session_ids\": [\"c1173cd7-d56e-4402-969c-d266dcd16e63\", \"5f12e915-c6a0-4897-bfe2-6407508e506f\", \"e4a04f21-4219-4133-9b7b-8c896f0e12aa\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 7.926}}, {\"84052\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-07-24 03:18:06.000000+00:00\", \"2021-10-09 17:39:27.000000+00:00\"], \"session_ids\": [\"94226d63-0449-4b16-8682-f819db80b8d1\", \"cf688173-2e44-48a1-9065-285547797a36\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 7.927}}, {\"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-11 11:06:22.000000+00:00\", \"2021-05-15 22:50:02.000000+00:00\", \"2022-11-12 08:23:48.000000+00:00\", \"2022-08-07 04:36:01.000000+00:00\", \"2020-11-29 05:29:10.000000+00:00\", \"2020-12-18 13:27:20.000000+00:00\", \"2019-06-07 17:19:21.000000+00:00\"], \"session_ids\": [\"a545be99-f2c7-4793-a831-fab288909e46\", \"e7127b36-68e2-43eb-8819-2c7b995ffd08\", \"3150c415-3def-445d-a325-e5843209a065\", \"8a35e697-f2ff-4bd0-bedb-85662fd0b8c2\", \"8e036fdf-3ce7-4502-b509-2613e50934bd\", \"44ff428c-b9f6-45eb-8632-3f411daecc82\", \"695700a1-7568-4840-9081-b3a5f88893e5\"], \"total_duration\": 2975.0, \"total_sessions\": 7, \"mean_week_duration\": 16.62}}, {\"68925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-30 01:11:35.000000+00:00\", \"2022-12-23 02:49:34.000000+00:00\"], \"session_ids\": [\"939f3286-f0ba-48fd-b32c-c8c7757c18f2\", \"93725a8c-dee9-48f9-97de-a0057d998146\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 18.577}}]\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[{\"92112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-05 21:45:24.000000+00:00\", \"2019-03-23 04:59:41.000000+00:00\"], \"session_ids\": [\"5390f199-658a-4859-b9c7-5e49193ba1c1\", \"8813e199-6e5c-4e37-8436-00a769a7d0e7\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}}, {\"53196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-02 20:17:02.000000+00:00\", \"2021-07-21 09:01:23.000000+00:00\", \"2020-10-14 18:23:55.000000+00:00\"], \"session_ids\": [\"e092e19e-4289-4794-ac0c-5b9388fca371\", \"005ddc25-aeb1-4b4b-9110-39d7a3c6e555\", \"92baefa4-610e-480c-96ee-d4f912f39303\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 1.216}}]\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[{\"92112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-05 21:45:24.000000+00:00\", \"2019-03-23 04:59:41.000000+00:00\"], \"session_ids\": [\"5390f199-658a-4859-b9c7-5e49193ba1c1\", \"8813e199-6e5c-4e37-8436-00a769a7d0e7\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}}, {\"53196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-02 20:17:02.000000+00:00\", \"2021-07-21 09:01:23.000000+00:00\", \"2020-10-14 18:23:55.000000+00:00\"], \"session_ids\": [\"e092e19e-4289-4794-ac0c-5b9388fca371\", \"005ddc25-aeb1-4b4b-9110-39d7a3c6e555\", \"92baefa4-610e-480c-96ee-d4f912f39303\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 1.216}}]\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 2 users whose average_week_duration is smaller than 38 (not including) and bigger than 12 (not including) additionaly put to use sorting by total sessoins count 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{\"48529\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-25 00:12:29.000000+00:00\", \"2020-07-16 13:17:09.000000+00:00\", \"2019-06-18 01:32:11.000000+00:00\", \"2019-04-24 22:02:31.000000+00:00\", \"2023-03-18 05:47:57.000000+00:00\"], \"session_ids\": [\"1ab2bc3a-9d27-4380-8067-2d55f7fe5b27\", \"d9d2ef5b-0edc-4308-9c04-b88dc8d1269d\", \"5253d44b-882e-42db-85bd-edb416a3f0aa\", \"a6f00c32-4fec-4fd4-952a-c59906b478d6\", \"c6d96b7d-06ac-4d17-86cc-76cd65d390a5\"], \"total_duration\": 106.0, \"total_sessions\": 5, \"mean_week_duration\": 0.52}, \"64393\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-08 10:11:14.000000+00:00\", \"2021-10-29 22:58:39.000000+00:00\"], \"session_ids\": [\"c16b610f-b009-42c3-a883-732242f88caf\", \"80d5288a-938d-49a9-9803-879cc01ea140\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 9.0}, \"92034\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-09 20:43:36.000000+00:00\", \"2023-06-11 11:34:50.000000+00:00\"], \"session_ids\": [\"07bf7175-ab05-451f-9a2b-515fa8911b54\", \"ee12cbaa-a4ba-4196-80a1-32bef499e4db\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 0.875}, \"29066\": {\"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, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-11-09 10:03:41.000000+00:00\", \"2019-12-10 10:37:00.000000+00:00\"], \"session_ids\": [\"50286e15-daee-4483-8781-62e66ba2019d\", \"451229a4-95b6-4864-a522-e11a313d3be8\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 5.312}, \"85441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-15 16:43:00.000000+00:00\", \"2022-03-27 03:44:04.000000+00:00\", \"2019-07-30 06:48:34.000000+00:00\", \"2022-09-27 00:18:34.000000+00:00\", \"2020-10-14 01:52:25.000000+00:00\"], \"session_ids\": [\"3315ad79-c5e2-489a-a543-b651d914e6a8\", \"423eb234-05fa-423e-b17f-0dbeb2ee189c\", \"0cc88e47-02b0-4674-b25f-2aa93c6c5662\", \"7fad53b0-a478-43b3-a8e7-3f8425736562\", \"c3888676-3b1d-423a-8b5d-340314a0f7c4\"], \"total_duration\": 2297.0, \"total_sessions\": 5, \"mean_week_duration\": 13.921}, \"86261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-22 15:22:33.000000+00:00\", \"2020-06-29 13:30:52.000000+00:00\"], \"session_ids\": [\"c40b5822-07f8-46c0-b168-91113b9bf5d5\", \"88a0184b-9d5d-46fa-ad5c-49a71ac1ec34\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}, \"60243\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-12-09 13:26:39.000000+00:00\", \"2020-04-16 16:07:54.000000+00:00\", \"2022-05-25 01:40:56.000000+00:00\", \"2019-06-09 06:44:33.000000+00:00\", \"2020-04-30 11:51:43.000000+00:00\", \"2022-10-31 15:30:38.000000+00:00\", \"2022-02-18 16:09:44.000000+00:00\"], \"session_ids\": [\"db89be2b-16e3-41fe-b3f5-8cdeba53fb3c\", \"b0db9f97-d593-4a1e-8273-94cff6be3e8f\", \"b5bcf423-2fb9-455d-9a40-0f950c174c48\", \"58f1aeda-4c70-44a1-a0dc-6f38a3ee2b9c\", \"4c3f125c-4238-491c-a176-05f5af019880\", \"cbd7a40e-fbca-4d04-893d-d9613995e0f1\", \"77c485fa-7836-46ff-a9f8-3d90b1f4f061\"], \"total_duration\": 9148.0, \"total_sessions\": 7, \"mean_week_duration\": 51.393}, \"3244\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-18 04:52:16.000000+00:00\", \"2020-09-24 18:46:28.000000+00:00\"], \"session_ids\": [\"9833394c-7c35-48c6-94b0-fcf27f2de6c8\", \"329c86cb-afbd-4597-905f-149d216e6c1b\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 5.878}, \"76690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 13:45:01.000000+00:00\", \"2020-04-25 08:47:40.000000+00:00\", \"2021-01-30 06:45:56.000000+00:00\", \"2022-09-09 09:32:42.000000+00:00\", \"2022-02-13 20:08:32.000000+00:00\", \"2019-06-02 19:32:43.000000+00:00\", \"2021-02-12 16:07:23.000000+00:00\"], \"session_ids\": [\"a9cd0ec7-5a8a-4abe-9161-3e148f6480df\", \"d2445680-6978-4b90-8c7c-772b7f4dbeb5\", \"36d4c35a-535d-430a-8bc4-6ff4c893ee31\", \"f3947805-1934-4a4e-b0ff-45353c609878\", \"04c3ea30-3652-4e96-9d6e-e571eea388db\", \"19a58904-916c-4724-8039-0fde91e62f64\", \"5f069b31-dcf8-47b5-8bba-0a81002152df\"], \"total_duration\": 2932.0, \"total_sessions\": 7, \"mean_week_duration\": 17.146}, \"44558\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-10 18:48:35.000000+00:00\", \"2022-03-29 17:46:12.000000+00:00\", \"2020-12-06 20:28:00.000000+00:00\", \"2021-07-12 05:11:05.000000+00:00\", \"2022-05-21 07:48:31.000000+00:00\", \"2022-04-09 13:20:32.000000+00:00\", \"2022-09-06 22:28:45.000000+00:00\"], \"session_ids\": [\"07975216-56ce-4691-b816-699594c6fe57\", \"38141d9e-423a-476a-be00-c925e0583a12\", \"d6cdf319-6a81-4d82-b813-52263f559345\", \"ba2eb18a-60c9-4ff1-9c64-f7286d61fd31\", \"5089cd2e-c8a3-4f61-ac9c-671662b2acd4\", \"6d516e9a-32cd-4fb3-8520-ca658dfb2102\", \"62dfb895-1e58-4265-b427-bf330b1c1de2\"], \"total_duration\": 1029.0, \"total_sessions\": 7, \"mean_week_duration\": 9.894}}\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 12 and are less than 38" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-15 16:43:00.000000+00:00\", \"2022-03-27 03:44:04.000000+00:00\", \"2019-07-30 06:48:34.000000+00:00\", \"2022-09-27 00:18:34.000000+00:00\", \"2020-10-14 01:52:25.000000+00:00\"], \"session_ids\": [\"3315ad79-c5e2-489a-a543-b651d914e6a8\", \"423eb234-05fa-423e-b17f-0dbeb2ee189c\", \"0cc88e47-02b0-4674-b25f-2aa93c6c5662\", \"7fad53b0-a478-43b3-a8e7-3f8425736562\", \"c3888676-3b1d-423a-8b5d-340314a0f7c4\"], \"total_duration\": 2297.0, \"total_sessions\": 5, \"mean_week_duration\": 13.921}, \"76690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 13:45:01.000000+00:00\", \"2020-04-25 08:47:40.000000+00:00\", \"2021-01-30 06:45:56.000000+00:00\", \"2022-09-09 09:32:42.000000+00:00\", \"2022-02-13 20:08:32.000000+00:00\", \"2019-06-02 19:32:43.000000+00:00\", \"2021-02-12 16:07:23.000000+00:00\"], \"session_ids\": [\"a9cd0ec7-5a8a-4abe-9161-3e148f6480df\", \"d2445680-6978-4b90-8c7c-772b7f4dbeb5\", \"36d4c35a-535d-430a-8bc4-6ff4c893ee31\", \"f3947805-1934-4a4e-b0ff-45353c609878\", \"04c3ea30-3652-4e96-9d6e-e571eea388db\", \"19a58904-916c-4724-8039-0fde91e62f64\", \"5f069b31-dcf8-47b5-8bba-0a81002152df\"], \"total_duration\": 2932.0, \"total_sessions\": 7, \"mean_week_duration\": 17.146}}\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[{\"85441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-15 16:43:00.000000+00:00\", \"2022-03-27 03:44:04.000000+00:00\", \"2019-07-30 06:48:34.000000+00:00\", \"2022-09-27 00:18:34.000000+00:00\", \"2020-10-14 01:52:25.000000+00:00\"], \"session_ids\": [\"3315ad79-c5e2-489a-a543-b651d914e6a8\", \"423eb234-05fa-423e-b17f-0dbeb2ee189c\", \"0cc88e47-02b0-4674-b25f-2aa93c6c5662\", \"7fad53b0-a478-43b3-a8e7-3f8425736562\", \"c3888676-3b1d-423a-8b5d-340314a0f7c4\"], \"total_duration\": 2297.0, \"total_sessions\": 5, \"mean_week_duration\": 13.921}}, {\"76690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 13:45:01.000000+00:00\", \"2020-04-25 08:47:40.000000+00:00\", \"2021-01-30 06:45:56.000000+00:00\", \"2022-09-09 09:32:42.000000+00:00\", \"2022-02-13 20:08:32.000000+00:00\", \"2019-06-02 19:32:43.000000+00:00\", \"2021-02-12 16:07:23.000000+00:00\"], \"session_ids\": [\"a9cd0ec7-5a8a-4abe-9161-3e148f6480df\", \"d2445680-6978-4b90-8c7c-772b7f4dbeb5\", \"36d4c35a-535d-430a-8bc4-6ff4c893ee31\", \"f3947805-1934-4a4e-b0ff-45353c609878\", \"04c3ea30-3652-4e96-9d6e-e571eea388db\", \"19a58904-916c-4724-8039-0fde91e62f64\", \"5f069b31-dcf8-47b5-8bba-0a81002152df\"], \"total_duration\": 2932.0, \"total_sessions\": 7, \"mean_week_duration\": 17.146}}]\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[{\"85441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-15 16:43:00.000000+00:00\", \"2022-03-27 03:44:04.000000+00:00\", \"2019-07-30 06:48:34.000000+00:00\", \"2022-09-27 00:18:34.000000+00:00\", \"2020-10-14 01:52:25.000000+00:00\"], \"session_ids\": [\"3315ad79-c5e2-489a-a543-b651d914e6a8\", \"423eb234-05fa-423e-b17f-0dbeb2ee189c\", \"0cc88e47-02b0-4674-b25f-2aa93c6c5662\", \"7fad53b0-a478-43b3-a8e7-3f8425736562\", \"c3888676-3b1d-423a-8b5d-340314a0f7c4\"], \"total_duration\": 2297.0, \"total_sessions\": 5, \"mean_week_duration\": 13.921}}, {\"76690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 13:45:01.000000+00:00\", \"2020-04-25 08:47:40.000000+00:00\", \"2021-01-30 06:45:56.000000+00:00\", \"2022-09-09 09:32:42.000000+00:00\", \"2022-02-13 20:08:32.000000+00:00\", \"2019-06-02 19:32:43.000000+00:00\", \"2021-02-12 16:07:23.000000+00:00\"], \"session_ids\": [\"a9cd0ec7-5a8a-4abe-9161-3e148f6480df\", \"d2445680-6978-4b90-8c7c-772b7f4dbeb5\", \"36d4c35a-535d-430a-8bc4-6ff4c893ee31\", \"f3947805-1934-4a4e-b0ff-45353c609878\", \"04c3ea30-3652-4e96-9d6e-e571eea388db\", \"19a58904-916c-4724-8039-0fde91e62f64\", \"5f069b31-dcf8-47b5-8bba-0a81002152df\"], \"total_duration\": 2932.0, \"total_sessions\": 7, \"mean_week_duration\": 17.146}}]\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[{\"85441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-08-15 16:43:00.000000+00:00\", \"2022-03-27 03:44:04.000000+00:00\", \"2019-07-30 06:48:34.000000+00:00\", \"2022-09-27 00:18:34.000000+00:00\", \"2020-10-14 01:52:25.000000+00:00\"], \"session_ids\": [\"3315ad79-c5e2-489a-a543-b651d914e6a8\", \"423eb234-05fa-423e-b17f-0dbeb2ee189c\", \"0cc88e47-02b0-4674-b25f-2aa93c6c5662\", \"7fad53b0-a478-43b3-a8e7-3f8425736562\", \"c3888676-3b1d-423a-8b5d-340314a0f7c4\"], \"total_duration\": 2297.0, \"total_sessions\": 5, \"mean_week_duration\": 13.921}}, {\"76690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 13:45:01.000000+00:00\", \"2020-04-25 08:47:40.000000+00:00\", \"2021-01-30 06:45:56.000000+00:00\", \"2022-09-09 09:32:42.000000+00:00\", \"2022-02-13 20:08:32.000000+00:00\", \"2019-06-02 19:32:43.000000+00:00\", \"2021-02-12 16:07:23.000000+00:00\"], \"session_ids\": [\"a9cd0ec7-5a8a-4abe-9161-3e148f6480df\", \"d2445680-6978-4b90-8c7c-772b7f4dbeb5\", \"36d4c35a-535d-430a-8bc4-6ff4c893ee31\", \"f3947805-1934-4a4e-b0ff-45353c609878\", \"04c3ea30-3652-4e96-9d6e-e571eea388db\", \"19a58904-916c-4724-8039-0fde91e62f64\", \"5f069b31-dcf8-47b5-8bba-0a81002152df\"], \"total_duration\": 2932.0, \"total_sessions\": 7, \"mean_week_duration\": 17.146}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user with a mean of duration of sessions per week that is higher than 17, exclusive num 17 in addition execute sorting by total sessoins count from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-03 01:26:08.000000+00:00\", \"2019-12-26 04:19:14.000000+00:00\"], \"session_ids\": [\"1a0510c0-242e-4757-ab21-6e15a745cb9f\", \"7a33464c-1de5-42a2-abcc-18c694c72071\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}, \"82278\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-27 21:59:01.000000+00:00\", \"2023-02-26 10:20:06.000000+00:00\"], \"session_ids\": [\"a3b6c414-6224-4a86-9a31-3b4229fb0777\", \"f1fa5d70-83e6-4ce4-bc82-3601864af913\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 0.92}, \"66621\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-03-20 17:09:35.000000+00:00\", \"2022-11-15 18:42:06.000000+00:00\"], \"session_ids\": [\"65965a7b-d67f-421b-bcda-072748357bb8\", \"b86ddd6e-49f8-4106-beee-6b1bb1d4eb12\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 1.471}, \"15535\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-27 20:10:06.000000+00:00\", \"2019-11-13 05:14:27.000000+00:00\", \"2020-05-26 11:13:48.000000+00:00\"], \"session_ids\": [\"202f0fcd-44f2-441e-bc97-93a8a6d6ad4b\", \"9784366d-39ac-4c05-8d43-a812b63ad758\", \"5227fd08-bced-48e6-aac2-2fd93010230c\"], \"total_duration\": 644.0, \"total_sessions\": 3, \"mean_week_duration\": 3.833}, \"96013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-08 23:45:45.000000+00:00\", \"2021-05-10 20:29:02.000000+00:00\"], \"session_ids\": [\"eee74114-c498-408d-bea1-479e16584f31\", \"3151f8ca-bf15-4db1-bdc1-87db2f5157e7\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 7.25}, \"24307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-11 18:27:32.000000+00:00\", \"2021-07-12 08:30:29.000000+00:00\"], \"session_ids\": [\"2a4b1a18-499c-4c62-98b3-98809d23dc80\", \"95f68246-8346-466c-a457-5643cd73eed7\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 17.5}, \"67509\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-07-23 17:40:05.000000+00:00\", \"2019-05-25 07:59:34.000000+00:00\", \"2019-11-19 10:39:53.000000+00:00\"], \"session_ids\": [\"5b9301b4-4bc1-4ab2-a9c4-34689d7f1cad\", \"5d11b726-680d-41be-b835-1cf7b4ad712f\", \"00e4c667-8fa7-40a9-80b8-24891cabb7ba\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 4.769}, \"3665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-05 05:10:34.000000+00:00\", \"2022-02-07 13:49:06.000000+00:00\", \"2020-08-10 22:55:27.000000+00:00\", \"2020-02-07 21:43:15.000000+00:00\", \"2020-07-21 12:05:25.000000+00:00\", \"2022-06-15 02:38:47.000000+00:00\", \"2020-04-13 08:42:37.000000+00:00\", \"2022-07-01 04:20:47.000000+00:00\"], \"session_ids\": [\"a3916bcc-ad41-4ab6-b132-8dde8b31a8eb\", \"def19973-090d-46fa-a8b1-8b752cb3f396\", \"f87b5a49-8d04-4b59-9ff6-cf47594154c0\", \"e1ab990b-ade0-486a-b215-de06157fa453\", \"981487c9-6efa-4a46-a658-31e91c099f1e\", \"6b33c162-9690-47e4-8e14-ea8cce88da54\", \"8a7beb4c-8ae8-4de5-918c-147640ddaf82\", \"9473d45c-965b-46e6-a133-302851765373\"], \"total_duration\": 1264.0, \"total_sessions\": 8, \"mean_week_duration\": 8.051}, \"93114\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-09-02 01:02:54.000000+00:00\", \"2020-03-27 08:56:37.000000+00:00\"], \"session_ids\": [\"4d4ae05a-95b8-494f-b340-8be76da7f1c4\", \"c4d909d5-989d-4e93-989c-99dbf6d344a3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 5.087}, \"53370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-26 12:39:34.000000+00:00\", \"2021-07-26 05:26:17.000000+00:00\"], \"session_ids\": [\"396c2e2f-db1b-4e82-9f31-b641a631a8c0\", \"616569a0-c075-4a2a-912f-e6f3a90e6655\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.662}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 17" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"24307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-11 18:27:32.000000+00:00\", \"2021-07-12 08:30:29.000000+00:00\"], \"session_ids\": [\"2a4b1a18-499c-4c62-98b3-98809d23dc80\", \"95f68246-8346-466c-a457-5643cd73eed7\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 17.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-11 18:27:32.000000+00:00\", \"2021-07-12 08:30:29.000000+00:00\"], \"session_ids\": [\"2a4b1a18-499c-4c62-98b3-98809d23dc80\", \"95f68246-8346-466c-a457-5643cd73eed7\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 17.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-11 18:27:32.000000+00:00\", \"2021-07-12 08:30:29.000000+00:00\"], \"session_ids\": [\"2a4b1a18-499c-4c62-98b3-98809d23dc80\", \"95f68246-8346-466c-a457-5643cd73eed7\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 17.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-11 18:27:32.000000+00:00\", \"2021-07-12 08:30:29.000000+00:00\"], \"session_ids\": [\"2a4b1a18-499c-4c62-98b3-98809d23dc80\", \"95f68246-8346-466c-a457-5643cd73eed7\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 17.5}}]\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": "Inform me about the 7 users who have the lowest total sessoins count also put to use sorting by name of the town 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{\"20226\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-12 00:21:43.000000+00:00\", \"2021-12-02 01:44:55.000000+00:00\", \"2019-05-29 19:55:03.000000+00:00\", \"2020-04-21 11:30:10.000000+00:00\", \"2021-10-17 23:41:34.000000+00:00\", \"2023-03-22 12:52:51.000000+00:00\", \"2023-02-01 16:40:22.000000+00:00\", \"2022-03-08 09:57:48.000000+00:00\"], \"session_ids\": [\"68d748ae-4b7a-4488-b08a-b6f2cb93991a\", \"5048caa5-542b-4a64-bbd6-d5d1bfa67ca8\", \"a34d87b8-38ce-4a42-932b-3d4f74021e0c\", \"6c7a107d-81b0-4717-b1b7-3175adb42e6e\", \"75534ffe-7391-4b3b-b983-7eef335b5a35\", \"6222bb95-b1d8-4049-99f7-ad79589b01a6\", \"d2eae222-7ffe-4733-a45b-ce1ea778712a\", \"5a9b9e8e-b5fa-44c2-b7a2-a524be61576e\"], \"total_duration\": 5542.0, \"total_sessions\": 8, \"mean_week_duration\": 27.849}, \"54402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-19 04:01:43.000000+00:00\", \"2022-09-26 17:07:28.000000+00:00\", \"2020-10-27 02:44:41.000000+00:00\"], \"session_ids\": [\"6efdebd2-35a4-45b0-b11b-639de1756a70\", \"eb4dcaaa-bc20-4669-9d36-d2e032727d2b\", \"39fed357-548a-461b-98b4-0913fbba512f\"], \"total_duration\": 1018.0, \"total_sessions\": 3, \"mean_week_duration\": 6.443}, \"97479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-02 05:43:18.000000+00:00\", \"2020-12-07 20:55:41.000000+00:00\"], \"session_ids\": [\"40095eb3-645d-490d-8c41-ab6ce15db1f3\", \"26ab6721-4560-41a6-9f04-b412ce59277a\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 19.706}, \"34110\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-30 16:22:36.000000+00:00\", \"2022-05-16 05:26:27.000000+00:00\", \"2019-08-22 00:57:01.000000+00:00\", \"2019-06-05 21:22:47.000000+00:00\", \"2021-03-24 20:45:02.000000+00:00\", \"2022-04-10 01:36:04.000000+00:00\", \"2021-03-01 11:08:23.000000+00:00\", \"2021-12-06 00:37:07.000000+00:00\", \"2019-06-04 12:19:27.000000+00:00\"], \"session_ids\": [\"fd852872-07c3-4bd5-afcc-13a5dfbb0b0e\", \"7d72c706-8822-4695-badb-dd56ba711349\", \"346cf2b4-2c3c-4b8f-9701-e66a62205b79\", \"6b5438a5-9893-41fe-81b7-d2425007d0d6\", \"23b57af2-16fa-41c9-8320-1cefe7a19893\", \"1d8b18da-cd85-4e79-b924-b0e836fbb80d\", \"20703d59-c2c8-41dc-a7f8-8da924e69b81\", \"48b4b347-1cc9-49b2-ac85-10d4892f6bc8\", \"2d338f79-cacd-43a2-9d89-673c2ffe3292\"], \"total_duration\": 308.0, \"total_sessions\": 9, \"mean_week_duration\": 2.0}, \"57613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-05 23:35:55.000000+00:00\", \"2019-03-06 15:20:45.000000+00:00\"], \"session_ids\": [\"daa9d2cf-ef08-42d4-9cfc-dd9bf4080079\", \"6a81955a-fb3e-48d4-8bbb-cd202288f5e0\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}, \"47200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-16 08:11:24.000000+00:00\", \"2022-09-21 21:19:46.000000+00:00\", \"2023-06-07 12:27:52.000000+00:00\"], \"session_ids\": [\"408d431f-fe54-422b-b1ea-b4fa0e509381\", \"4362f524-e9a3-4325-b4e0-3e3cf49cbc5c\", \"058b9d6c-e1af-4993-968f-c95282c570b2\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 1.053}, \"84813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-13 05:56:31.000000+00:00\", \"2022-09-06 22:59:03.000000+00:00\"], \"session_ids\": [\"679c81af-34ce-439a-a452-1c714a5c24da\", \"e6253d7a-f753-426d-825d-82d67436f215\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.929}, \"31193\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-07-26 08:27:32.000000+00:00\", \"2021-03-30 05:53:24.000000+00:00\", \"2020-09-10 08:54:43.000000+00:00\", \"2019-11-05 00:58:29.000000+00:00\", \"2019-02-07 13:53:09.000000+00:00\", \"2019-06-05 15:49:56.000000+00:00\", \"2020-05-13 10:15:33.000000+00:00\"], \"session_ids\": [\"c6725ebd-0572-46d9-8dd4-04daeb02405c\", \"738a501e-9acd-463c-bfa0-9d0859d872d3\", \"d7d5cfaf-28bc-4c7d-b71f-f2d63939becc\", \"3e5d7825-30ed-4cf4-8432-aea0bcbdc4fa\", \"9f37556d-1cdd-49fb-be84-c5f2375aad06\", \"2a6efae5-73af-48c6-ae81-6e7e89afa1a7\", \"6c7c0fcb-dd52-44af-aa2e-e51bb13bbb95\"], \"total_duration\": 206.0, \"total_sessions\": 7, \"mean_week_duration\": 1.839}, \"37916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-29 05:50:05.000000+00:00\", \"2019-08-31 09:59:12.000000+00:00\"], \"session_ids\": [\"dcfbc562-1f51-49e8-9103-31ffda259412\", \"2b822dd4-bd1d-4893-902b-b98e9f5af59d\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.415}, \"19902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-21 09:59:19.000000+00:00\", \"2021-01-13 14:19:47.000000+00:00\"], \"session_ids\": [\"c6073d07-b00d-4380-a91d-74b1a2bf6f00\", \"c32a1729-4fbe-4da7-8de0-707b5d67c5b4\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 7 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 7}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"97479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-02 05:43:18.000000+00:00\", \"2020-12-07 20:55:41.000000+00:00\"], \"session_ids\": [\"40095eb3-645d-490d-8c41-ab6ce15db1f3\", \"26ab6721-4560-41a6-9f04-b412ce59277a\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 19.706}}, {\"57613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-05 23:35:55.000000+00:00\", \"2019-03-06 15:20:45.000000+00:00\"], \"session_ids\": [\"daa9d2cf-ef08-42d4-9cfc-dd9bf4080079\", \"6a81955a-fb3e-48d4-8bbb-cd202288f5e0\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"84813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-13 05:56:31.000000+00:00\", \"2022-09-06 22:59:03.000000+00:00\"], \"session_ids\": [\"679c81af-34ce-439a-a452-1c714a5c24da\", \"e6253d7a-f753-426d-825d-82d67436f215\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.929}}, {\"37916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-29 05:50:05.000000+00:00\", \"2019-08-31 09:59:12.000000+00:00\"], \"session_ids\": [\"dcfbc562-1f51-49e8-9103-31ffda259412\", \"2b822dd4-bd1d-4893-902b-b98e9f5af59d\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.415}}, {\"19902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-21 09:59:19.000000+00:00\", \"2021-01-13 14:19:47.000000+00:00\"], \"session_ids\": [\"c6073d07-b00d-4380-a91d-74b1a2bf6f00\", \"c32a1729-4fbe-4da7-8de0-707b5d67c5b4\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}}, {\"54402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-19 04:01:43.000000+00:00\", \"2022-09-26 17:07:28.000000+00:00\", \"2020-10-27 02:44:41.000000+00:00\"], \"session_ids\": [\"6efdebd2-35a4-45b0-b11b-639de1756a70\", \"eb4dcaaa-bc20-4669-9d36-d2e032727d2b\", \"39fed357-548a-461b-98b4-0913fbba512f\"], \"total_duration\": 1018.0, \"total_sessions\": 3, \"mean_week_duration\": 6.443}}, {\"47200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-16 08:11:24.000000+00:00\", \"2022-09-21 21:19:46.000000+00:00\", \"2023-06-07 12:27:52.000000+00:00\"], \"session_ids\": [\"408d431f-fe54-422b-b1ea-b4fa0e509381\", \"4362f524-e9a3-4325-b4e0-3e3cf49cbc5c\", \"058b9d6c-e1af-4993-968f-c95282c570b2\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 1.053}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-19 04:01:43.000000+00:00\", \"2022-09-26 17:07:28.000000+00:00\", \"2020-10-27 02:44:41.000000+00:00\"], \"session_ids\": [\"6efdebd2-35a4-45b0-b11b-639de1756a70\", \"eb4dcaaa-bc20-4669-9d36-d2e032727d2b\", \"39fed357-548a-461b-98b4-0913fbba512f\"], \"total_duration\": 1018.0, \"total_sessions\": 3, \"mean_week_duration\": 6.443}}, {\"97479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-02 05:43:18.000000+00:00\", \"2020-12-07 20:55:41.000000+00:00\"], \"session_ids\": [\"40095eb3-645d-490d-8c41-ab6ce15db1f3\", \"26ab6721-4560-41a6-9f04-b412ce59277a\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 19.706}}, {\"19902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-21 09:59:19.000000+00:00\", \"2021-01-13 14:19:47.000000+00:00\"], \"session_ids\": [\"c6073d07-b00d-4380-a91d-74b1a2bf6f00\", \"c32a1729-4fbe-4da7-8de0-707b5d67c5b4\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}}, {\"57613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-05 23:35:55.000000+00:00\", \"2019-03-06 15:20:45.000000+00:00\"], \"session_ids\": [\"daa9d2cf-ef08-42d4-9cfc-dd9bf4080079\", \"6a81955a-fb3e-48d4-8bbb-cd202288f5e0\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"37916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-29 05:50:05.000000+00:00\", \"2019-08-31 09:59:12.000000+00:00\"], \"session_ids\": [\"dcfbc562-1f51-49e8-9103-31ffda259412\", \"2b822dd4-bd1d-4893-902b-b98e9f5af59d\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.415}}, {\"84813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-13 05:56:31.000000+00:00\", \"2022-09-06 22:59:03.000000+00:00\"], \"session_ids\": [\"679c81af-34ce-439a-a452-1c714a5c24da\", \"e6253d7a-f753-426d-825d-82d67436f215\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.929}}, {\"47200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-16 08:11:24.000000+00:00\", \"2022-09-21 21:19:46.000000+00:00\", \"2023-06-07 12:27:52.000000+00:00\"], \"session_ids\": [\"408d431f-fe54-422b-b1ea-b4fa0e509381\", \"4362f524-e9a3-4325-b4e0-3e3cf49cbc5c\", \"058b9d6c-e1af-4993-968f-c95282c570b2\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 1.053}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-19 04:01:43.000000+00:00\", \"2022-09-26 17:07:28.000000+00:00\", \"2020-10-27 02:44:41.000000+00:00\"], \"session_ids\": [\"6efdebd2-35a4-45b0-b11b-639de1756a70\", \"eb4dcaaa-bc20-4669-9d36-d2e032727d2b\", \"39fed357-548a-461b-98b4-0913fbba512f\"], \"total_duration\": 1018.0, \"total_sessions\": 3, \"mean_week_duration\": 6.443}}, {\"97479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-02 05:43:18.000000+00:00\", \"2020-12-07 20:55:41.000000+00:00\"], \"session_ids\": [\"40095eb3-645d-490d-8c41-ab6ce15db1f3\", \"26ab6721-4560-41a6-9f04-b412ce59277a\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 19.706}}, {\"19902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-21 09:59:19.000000+00:00\", \"2021-01-13 14:19:47.000000+00:00\"], \"session_ids\": [\"c6073d07-b00d-4380-a91d-74b1a2bf6f00\", \"c32a1729-4fbe-4da7-8de0-707b5d67c5b4\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}}, {\"57613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-05 23:35:55.000000+00:00\", \"2019-03-06 15:20:45.000000+00:00\"], \"session_ids\": [\"daa9d2cf-ef08-42d4-9cfc-dd9bf4080079\", \"6a81955a-fb3e-48d4-8bbb-cd202288f5e0\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"37916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-29 05:50:05.000000+00:00\", \"2019-08-31 09:59:12.000000+00:00\"], \"session_ids\": [\"dcfbc562-1f51-49e8-9103-31ffda259412\", \"2b822dd4-bd1d-4893-902b-b98e9f5af59d\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.415}}, {\"84813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-13 05:56:31.000000+00:00\", \"2022-09-06 22:59:03.000000+00:00\"], \"session_ids\": [\"679c81af-34ce-439a-a452-1c714a5c24da\", \"e6253d7a-f753-426d-825d-82d67436f215\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.929}}, {\"47200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-16 08:11:24.000000+00:00\", \"2022-09-21 21:19:46.000000+00:00\", \"2023-06-07 12:27:52.000000+00:00\"], \"session_ids\": [\"408d431f-fe54-422b-b1ea-b4fa0e509381\", \"4362f524-e9a3-4325-b4e0-3e3cf49cbc5c\", \"058b9d6c-e1af-4993-968f-c95282c570b2\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 1.053}}]\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[{\"54402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-19 04:01:43.000000+00:00\", \"2022-09-26 17:07:28.000000+00:00\", \"2020-10-27 02:44:41.000000+00:00\"], \"session_ids\": [\"6efdebd2-35a4-45b0-b11b-639de1756a70\", \"eb4dcaaa-bc20-4669-9d36-d2e032727d2b\", \"39fed357-548a-461b-98b4-0913fbba512f\"], \"total_duration\": 1018.0, \"total_sessions\": 3, \"mean_week_duration\": 6.443}}, {\"97479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-02 05:43:18.000000+00:00\", \"2020-12-07 20:55:41.000000+00:00\"], \"session_ids\": [\"40095eb3-645d-490d-8c41-ab6ce15db1f3\", \"26ab6721-4560-41a6-9f04-b412ce59277a\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 19.706}}, {\"19902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-21 09:59:19.000000+00:00\", \"2021-01-13 14:19:47.000000+00:00\"], \"session_ids\": [\"c6073d07-b00d-4380-a91d-74b1a2bf6f00\", \"c32a1729-4fbe-4da7-8de0-707b5d67c5b4\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}}, {\"57613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-05 23:35:55.000000+00:00\", \"2019-03-06 15:20:45.000000+00:00\"], \"session_ids\": [\"daa9d2cf-ef08-42d4-9cfc-dd9bf4080079\", \"6a81955a-fb3e-48d4-8bbb-cd202288f5e0\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"37916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-29 05:50:05.000000+00:00\", \"2019-08-31 09:59:12.000000+00:00\"], \"session_ids\": [\"dcfbc562-1f51-49e8-9103-31ffda259412\", \"2b822dd4-bd1d-4893-902b-b98e9f5af59d\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.415}}, {\"84813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-13 05:56:31.000000+00:00\", \"2022-09-06 22:59:03.000000+00:00\"], \"session_ids\": [\"679c81af-34ce-439a-a452-1c714a5c24da\", \"e6253d7a-f753-426d-825d-82d67436f215\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.929}}, {\"47200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-16 08:11:24.000000+00:00\", \"2022-09-21 21:19:46.000000+00:00\", \"2023-06-07 12:27:52.000000+00:00\"], \"session_ids\": [\"408d431f-fe54-422b-b1ea-b4fa0e509381\", \"4362f524-e9a3-4325-b4e0-3e3cf49cbc5c\", \"058b9d6c-e1af-4993-968f-c95282c570b2\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 1.053}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 6 users whose total_duration exceeds 3722 while staying below 931, exclusively 931 also put to use sorting by total duration amount form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"66108\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-24 01:28:20.000000+00:00\", \"2020-09-30 06:37:53.000000+00:00\", \"2019-01-26 14:44:01.000000+00:00\", \"2021-04-18 22:58:20.000000+00:00\", \"2020-09-05 05:41:21.000000+00:00\", \"2022-05-19 16:02:56.000000+00:00\"], \"session_ids\": [\"68771fcb-e781-489d-884d-e5098efefcd4\", \"aab25e22-ca68-4407-9af0-5f39f289c9bb\", \"41d9370c-7109-419e-84e8-06fd515a08c0\", \"94e524ea-fdde-49c4-a169-6fdb6cca5ecb\", \"00fbfdd7-ced7-493b-b5ac-27fb6a4bb0d5\", \"62189388-97eb-4a30-bcdf-c824094736bf\"], \"total_duration\": 3241.0, \"total_sessions\": 6, \"mean_week_duration\": 18.734}, \"11896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-29 06:19:13.000000+00:00\", \"2022-11-04 08:00:50.000000+00:00\"], \"session_ids\": [\"2abbdbc6-e3ec-43f2-bfa7-4a15a69864b6\", \"9d0faa6e-667b-4f92-b0f9-0581025ce423\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}, \"37264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-15 04:07:34.000000+00:00\", \"2019-03-05 02:38:01.000000+00:00\"], \"session_ids\": [\"6827c7ce-2585-4936-b71b-790ef00e9a64\", \"6019e973-e2e5-4c41-a3ae-2e5981b6dabc\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.387}, \"24038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-14 22:54:57.000000+00:00\", \"2019-03-02 19:59:03.000000+00:00\"], \"session_ids\": [\"61ce0bf8-edbe-4edb-a697-4fff2daf779b\", \"6b7a96aa-0677-4c49-b3f7-1150324089fe\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.101}, \"71308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-09 09:29:57.000000+00:00\", \"2019-06-19 15:37:16.000000+00:00\"], \"session_ids\": [\"17d5a5b1-250a-4702-8d6f-32b8d878c31a\", \"654342d3-2070-471b-995a-6bd113b88cc6\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.147}, \"75938\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-19 06:27:25.000000+00:00\", \"2021-10-18 05:01:06.000000+00:00\", \"2021-01-17 14:04:28.000000+00:00\", \"2023-02-11 14:33:48.000000+00:00\", \"2019-09-21 01:35:43.000000+00:00\", \"2019-11-10 20:41:13.000000+00:00\", \"2020-07-27 08:50:55.000000+00:00\", \"2021-02-13 17:44:18.000000+00:00\", \"2020-11-10 02:43:36.000000+00:00\"], \"session_ids\": [\"74b6df62-d508-4445-b274-0373e40382b0\", \"7a90516d-27f7-4284-8fb8-c5acb74e442c\", \"6bfef96e-c60d-423b-9df9-f25fb58201a7\", \"21af355f-0a54-493c-8359-07851d5a788d\", \"c1c0edcb-2b74-4853-ab48-12ffe8e7856b\", \"257a9683-e2d3-4a3c-994d-35cc8b0cebf4\", \"cc956382-9514-4878-aec1-e8c36cd913a7\", \"b829157a-218b-4bc5-b913-db74a0a45038\", \"3615441b-77c5-4513-834f-dbdc33736219\"], \"total_duration\": 18872.0, \"total_sessions\": 9, \"mean_week_duration\": 106.621}, \"39597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-16 21:19:46.000000+00:00\", \"2023-03-24 07:54:12.000000+00:00\", \"2022-10-02 23:48:32.000000+00:00\", \"2020-09-28 10:52:14.000000+00:00\", \"2020-03-31 14:11:59.000000+00:00\"], \"session_ids\": [\"63b7e4b8-9bad-4091-b34b-17df5aa9104c\", \"485fff1c-60ea-49ee-8975-190605aa57fa\", \"c6452c50-5ad0-4110-9288-0bbb52084f3f\", \"a6680d41-d7de-4ff0-a25c-e5a3a4de9b75\", \"89723af9-b6d9-4cbc-81da-db6a97a469f2\"], \"total_duration\": 97.0, \"total_sessions\": 5, \"mean_week_duration\": 0.622}, \"11216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-21 21:41:07.000000+00:00\", \"2019-08-08 22:13:36.000000+00:00\", \"2022-02-26 13:46:28.000000+00:00\", \"2021-01-07 05:49:21.000000+00:00\", \"2020-10-11 10:32:29.000000+00:00\", \"2023-01-29 10:48:53.000000+00:00\"], \"session_ids\": [\"adf1d148-8a19-422a-b2bb-8c2d008efa67\", \"c62ffa46-d24f-4ade-8633-3da367e2b7eb\", \"52030704-bed0-476b-8663-49033efaad5f\", \"233522e2-c70b-469c-8ef1-f70eb21ccbf0\", \"91988e92-03a3-449f-969e-003d8382c8ac\", \"611fdaa0-4fb7-4868-863a-b2eefbde449d\"], \"total_duration\": 991.0, \"total_sessions\": 6, \"mean_week_duration\": 5.135}, \"39166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-07 12:32:06.000000+00:00\", \"2021-03-31 05:58:38.000000+00:00\"], \"session_ids\": [\"42fcfe62-d5b4-4570-b953-343d4bbc80f1\", \"ca3331b0-bd13-48d1-b6d4-305cb69584de\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.385}, \"92291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-13 23:11:31.000000+00:00\", \"2019-04-08 08:37:52.000000+00:00\"], \"session_ids\": [\"ad4bd206-bbb0-431c-9a33-9e4dafe82fa8\", \"e5f9deae-184d-475c-b543-41703de2482b\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.321}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 931 and are equal or greater than 3722" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[931, 3722]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-29 06:19:13.000000+00:00\", \"2022-11-04 08:00:50.000000+00:00\"], \"session_ids\": [\"2abbdbc6-e3ec-43f2-bfa7-4a15a69864b6\", \"9d0faa6e-667b-4f92-b0f9-0581025ce423\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}, \"37264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-15 04:07:34.000000+00:00\", \"2019-03-05 02:38:01.000000+00:00\"], \"session_ids\": [\"6827c7ce-2585-4936-b71b-790ef00e9a64\", \"6019e973-e2e5-4c41-a3ae-2e5981b6dabc\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.387}, \"24038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-14 22:54:57.000000+00:00\", \"2019-03-02 19:59:03.000000+00:00\"], \"session_ids\": [\"61ce0bf8-edbe-4edb-a697-4fff2daf779b\", \"6b7a96aa-0677-4c49-b3f7-1150324089fe\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.101}, \"71308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-09 09:29:57.000000+00:00\", \"2019-06-19 15:37:16.000000+00:00\"], \"session_ids\": [\"17d5a5b1-250a-4702-8d6f-32b8d878c31a\", \"654342d3-2070-471b-995a-6bd113b88cc6\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.147}, \"39597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-16 21:19:46.000000+00:00\", \"2023-03-24 07:54:12.000000+00:00\", \"2022-10-02 23:48:32.000000+00:00\", \"2020-09-28 10:52:14.000000+00:00\", \"2020-03-31 14:11:59.000000+00:00\"], \"session_ids\": [\"63b7e4b8-9bad-4091-b34b-17df5aa9104c\", \"485fff1c-60ea-49ee-8975-190605aa57fa\", \"c6452c50-5ad0-4110-9288-0bbb52084f3f\", \"a6680d41-d7de-4ff0-a25c-e5a3a4de9b75\", \"89723af9-b6d9-4cbc-81da-db6a97a469f2\"], \"total_duration\": 97.0, \"total_sessions\": 5, \"mean_week_duration\": 0.622}, \"39166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-07 12:32:06.000000+00:00\", \"2021-03-31 05:58:38.000000+00:00\"], \"session_ids\": [\"42fcfe62-d5b4-4570-b953-343d4bbc80f1\", \"ca3331b0-bd13-48d1-b6d4-305cb69584de\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.385}, \"92291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-13 23:11:31.000000+00:00\", \"2019-04-08 08:37:52.000000+00:00\"], \"session_ids\": [\"ad4bd206-bbb0-431c-9a33-9e4dafe82fa8\", \"e5f9deae-184d-475c-b543-41703de2482b\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.321}, \"75938\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-19 06:27:25.000000+00:00\", \"2021-10-18 05:01:06.000000+00:00\", \"2021-01-17 14:04:28.000000+00:00\", \"2023-02-11 14:33:48.000000+00:00\", \"2019-09-21 01:35:43.000000+00:00\", \"2019-11-10 20:41:13.000000+00:00\", \"2020-07-27 08:50:55.000000+00:00\", \"2021-02-13 17:44:18.000000+00:00\", \"2020-11-10 02:43:36.000000+00:00\"], \"session_ids\": [\"74b6df62-d508-4445-b274-0373e40382b0\", \"7a90516d-27f7-4284-8fb8-c5acb74e442c\", \"6bfef96e-c60d-423b-9df9-f25fb58201a7\", \"21af355f-0a54-493c-8359-07851d5a788d\", \"c1c0edcb-2b74-4853-ab48-12ffe8e7856b\", \"257a9683-e2d3-4a3c-994d-35cc8b0cebf4\", \"cc956382-9514-4878-aec1-e8c36cd913a7\", \"b829157a-218b-4bc5-b913-db74a0a45038\", \"3615441b-77c5-4513-834f-dbdc33736219\"], \"total_duration\": 18872.0, \"total_sessions\": 9, \"mean_week_duration\": 106.621}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-13 23:11:31.000000+00:00\", \"2019-04-08 08:37:52.000000+00:00\"], \"session_ids\": [\"ad4bd206-bbb0-431c-9a33-9e4dafe82fa8\", \"e5f9deae-184d-475c-b543-41703de2482b\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.321}}, {\"11896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-29 06:19:13.000000+00:00\", \"2022-11-04 08:00:50.000000+00:00\"], \"session_ids\": [\"2abbdbc6-e3ec-43f2-bfa7-4a15a69864b6\", \"9d0faa6e-667b-4f92-b0f9-0581025ce423\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}}, {\"37264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-15 04:07:34.000000+00:00\", \"2019-03-05 02:38:01.000000+00:00\"], \"session_ids\": [\"6827c7ce-2585-4936-b71b-790ef00e9a64\", \"6019e973-e2e5-4c41-a3ae-2e5981b6dabc\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.387}}, {\"39597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-16 21:19:46.000000+00:00\", \"2023-03-24 07:54:12.000000+00:00\", \"2022-10-02 23:48:32.000000+00:00\", \"2020-09-28 10:52:14.000000+00:00\", \"2020-03-31 14:11:59.000000+00:00\"], \"session_ids\": [\"63b7e4b8-9bad-4091-b34b-17df5aa9104c\", \"485fff1c-60ea-49ee-8975-190605aa57fa\", \"c6452c50-5ad0-4110-9288-0bbb52084f3f\", \"a6680d41-d7de-4ff0-a25c-e5a3a4de9b75\", \"89723af9-b6d9-4cbc-81da-db6a97a469f2\"], \"total_duration\": 97.0, \"total_sessions\": 5, \"mean_week_duration\": 0.622}}, {\"39166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-07 12:32:06.000000+00:00\", \"2021-03-31 05:58:38.000000+00:00\"], \"session_ids\": [\"42fcfe62-d5b4-4570-b953-343d4bbc80f1\", \"ca3331b0-bd13-48d1-b6d4-305cb69584de\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.385}}, {\"24038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-14 22:54:57.000000+00:00\", \"2019-03-02 19:59:03.000000+00:00\"], \"session_ids\": [\"61ce0bf8-edbe-4edb-a697-4fff2daf779b\", \"6b7a96aa-0677-4c49-b3f7-1150324089fe\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.101}}, {\"71308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-09 09:29:57.000000+00:00\", \"2019-06-19 15:37:16.000000+00:00\"], \"session_ids\": [\"17d5a5b1-250a-4702-8d6f-32b8d878c31a\", \"654342d3-2070-471b-995a-6bd113b88cc6\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.147}}, {\"75938\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-19 06:27:25.000000+00:00\", \"2021-10-18 05:01:06.000000+00:00\", \"2021-01-17 14:04:28.000000+00:00\", \"2023-02-11 14:33:48.000000+00:00\", \"2019-09-21 01:35:43.000000+00:00\", \"2019-11-10 20:41:13.000000+00:00\", \"2020-07-27 08:50:55.000000+00:00\", \"2021-02-13 17:44:18.000000+00:00\", \"2020-11-10 02:43:36.000000+00:00\"], \"session_ids\": [\"74b6df62-d508-4445-b274-0373e40382b0\", \"7a90516d-27f7-4284-8fb8-c5acb74e442c\", \"6bfef96e-c60d-423b-9df9-f25fb58201a7\", \"21af355f-0a54-493c-8359-07851d5a788d\", \"c1c0edcb-2b74-4853-ab48-12ffe8e7856b\", \"257a9683-e2d3-4a3c-994d-35cc8b0cebf4\", \"cc956382-9514-4878-aec1-e8c36cd913a7\", \"b829157a-218b-4bc5-b913-db74a0a45038\", \"3615441b-77c5-4513-834f-dbdc33736219\"], \"total_duration\": 18872.0, \"total_sessions\": 9, \"mean_week_duration\": 106.621}}]\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[{\"92291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-13 23:11:31.000000+00:00\", \"2019-04-08 08:37:52.000000+00:00\"], \"session_ids\": [\"ad4bd206-bbb0-431c-9a33-9e4dafe82fa8\", \"e5f9deae-184d-475c-b543-41703de2482b\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.321}}, {\"11896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-29 06:19:13.000000+00:00\", \"2022-11-04 08:00:50.000000+00:00\"], \"session_ids\": [\"2abbdbc6-e3ec-43f2-bfa7-4a15a69864b6\", \"9d0faa6e-667b-4f92-b0f9-0581025ce423\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}}, {\"37264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-15 04:07:34.000000+00:00\", \"2019-03-05 02:38:01.000000+00:00\"], \"session_ids\": [\"6827c7ce-2585-4936-b71b-790ef00e9a64\", \"6019e973-e2e5-4c41-a3ae-2e5981b6dabc\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.387}}, {\"39597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-16 21:19:46.000000+00:00\", \"2023-03-24 07:54:12.000000+00:00\", \"2022-10-02 23:48:32.000000+00:00\", \"2020-09-28 10:52:14.000000+00:00\", \"2020-03-31 14:11:59.000000+00:00\"], \"session_ids\": [\"63b7e4b8-9bad-4091-b34b-17df5aa9104c\", \"485fff1c-60ea-49ee-8975-190605aa57fa\", \"c6452c50-5ad0-4110-9288-0bbb52084f3f\", \"a6680d41-d7de-4ff0-a25c-e5a3a4de9b75\", \"89723af9-b6d9-4cbc-81da-db6a97a469f2\"], \"total_duration\": 97.0, \"total_sessions\": 5, \"mean_week_duration\": 0.622}}, {\"39166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-07 12:32:06.000000+00:00\", \"2021-03-31 05:58:38.000000+00:00\"], \"session_ids\": [\"42fcfe62-d5b4-4570-b953-343d4bbc80f1\", \"ca3331b0-bd13-48d1-b6d4-305cb69584de\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.385}}, {\"24038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-14 22:54:57.000000+00:00\", \"2019-03-02 19:59:03.000000+00:00\"], \"session_ids\": [\"61ce0bf8-edbe-4edb-a697-4fff2daf779b\", \"6b7a96aa-0677-4c49-b3f7-1150324089fe\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.101}}]\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[{\"92291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-13 23:11:31.000000+00:00\", \"2019-04-08 08:37:52.000000+00:00\"], \"session_ids\": [\"ad4bd206-bbb0-431c-9a33-9e4dafe82fa8\", \"e5f9deae-184d-475c-b543-41703de2482b\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.321}}, {\"11896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-29 06:19:13.000000+00:00\", \"2022-11-04 08:00:50.000000+00:00\"], \"session_ids\": [\"2abbdbc6-e3ec-43f2-bfa7-4a15a69864b6\", \"9d0faa6e-667b-4f92-b0f9-0581025ce423\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}}, {\"37264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-15 04:07:34.000000+00:00\", \"2019-03-05 02:38:01.000000+00:00\"], \"session_ids\": [\"6827c7ce-2585-4936-b71b-790ef00e9a64\", \"6019e973-e2e5-4c41-a3ae-2e5981b6dabc\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.387}}, {\"39597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-16 21:19:46.000000+00:00\", \"2023-03-24 07:54:12.000000+00:00\", \"2022-10-02 23:48:32.000000+00:00\", \"2020-09-28 10:52:14.000000+00:00\", \"2020-03-31 14:11:59.000000+00:00\"], \"session_ids\": [\"63b7e4b8-9bad-4091-b34b-17df5aa9104c\", \"485fff1c-60ea-49ee-8975-190605aa57fa\", \"c6452c50-5ad0-4110-9288-0bbb52084f3f\", \"a6680d41-d7de-4ff0-a25c-e5a3a4de9b75\", \"89723af9-b6d9-4cbc-81da-db6a97a469f2\"], \"total_duration\": 97.0, \"total_sessions\": 5, \"mean_week_duration\": 0.622}}, {\"39166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-07 12:32:06.000000+00:00\", \"2021-03-31 05:58:38.000000+00:00\"], \"session_ids\": [\"42fcfe62-d5b4-4570-b953-343d4bbc80f1\", \"ca3331b0-bd13-48d1-b6d4-305cb69584de\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.385}}, {\"24038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-14 22:54:57.000000+00:00\", \"2019-03-02 19:59:03.000000+00:00\"], \"session_ids\": [\"61ce0bf8-edbe-4edb-a697-4fff2daf779b\", \"6b7a96aa-0677-4c49-b3f7-1150324089fe\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.101}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 8 users whose count of sessions is strictly smaller than 5 and strictly bigger than 7 (both not including) + put to use sorting by sum of sessions from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-08 00:54:36.000000+00:00\", \"2020-08-07 23:53:46.000000+00:00\", \"2022-07-05 07:49:39.000000+00:00\", \"2023-02-27 18:10:47.000000+00:00\"], \"session_ids\": [\"ea1e91d2-14a1-42e7-93a0-cf637ed7ca98\", \"40587e93-372f-4d8f-a06f-88f8bd69c3b6\", \"df3a4f7c-7d91-408c-a56b-f93c19daa4d7\", \"afd64011-a7f4-4b53-afd4-fc9ee779d581\"], \"total_duration\": 389.0, \"total_sessions\": 4, \"mean_week_duration\": 2.628}, \"39043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-10 09:41:56.000000+00:00\", \"2019-11-05 03:48:27.000000+00:00\", \"2022-09-20 21:37:42.000000+00:00\"], \"session_ids\": [\"eadba419-3adc-40bc-afcb-29d309d00b7f\", \"b239179e-3612-468f-a31a-337207aaeecd\", \"471e129a-3e2a-4e70-bec0-c4bc1bb3a680\"], \"total_duration\": 239.0, \"total_sessions\": 3, \"mean_week_duration\": 1.593}, \"91426\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-26 00:50:45.000000+00:00\", \"2020-06-25 23:46:17.000000+00:00\", \"2021-02-03 08:59:59.000000+00:00\"], \"session_ids\": [\"42f977e4-0a59-426c-8501-ea7337c7af88\", \"01abab59-b052-4681-ab94-f779c2c91e59\", \"6fe4c52f-800b-46aa-bd5b-76421e7e1b25\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 2.375}, \"29692\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 23:20:46.000000+00:00\", \"2021-10-20 23:16:54.000000+00:00\", \"2023-02-16 13:37:51.000000+00:00\", \"2019-05-03 23:52:50.000000+00:00\"], \"session_ids\": [\"bf645e7f-26b8-469a-a7aa-3de5f1782b88\", \"e08a4ef1-37fd-4c26-bf85-b9f97bf1401d\", \"74155d2b-f451-4282-a0d2-3eaa05207ec4\", \"dd394177-8737-4c61-af83-b071e5a333c1\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"17631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-12 01:11:49.000000+00:00\", \"2021-06-19 03:02:23.000000+00:00\"], \"session_ids\": [\"fba3cdc0-f891-4de9-9ab9-9e78ea773ad2\", \"8a489af6-2839-4a24-9537-015f8ab57a65\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 88.25}, \"54967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-05 01:41:04.000000+00:00\", \"2023-06-11 14:13:54.000000+00:00\"], \"session_ids\": [\"b30a25af-e96d-4ab3-86bf-a34a419e04c1\", \"45054bb1-f5da-45d3-a606-d3be5c062851\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}, \"15641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-04 22:21:20.000000+00:00\", \"2019-11-12 08:59:01.000000+00:00\"], \"session_ids\": [\"53d52877-1b20-451b-ac70-88301899f699\", \"cbd5df68-9e7b-465e-9b27-94e0d448fd3f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}, \"57333\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-07 14:59:07.000000+00:00\", \"2020-07-01 22:32:46.000000+00:00\"], \"session_ids\": [\"51a79b5d-8850-4599-80a5-9d8706f3b78c\", \"28917e34-11e6-4acc-8709-8bf0a89c003b\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"60143\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-06 02:41:44.000000+00:00\", \"2021-06-04 00:42:52.000000+00:00\"], \"session_ids\": [\"2a65a79d-d7c5-4eb1-8888-98711126b5b5\", \"9e5898d0-9144-4fdd-afb4-3ff0a144df5c\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 2.774}, \"58363\": {\"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\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-19 18:38:17.000000+00:00\", \"2020-06-07 12:26:55.000000+00:00\", \"2022-10-31 03:21:52.000000+00:00\", \"2021-12-30 13:24:46.000000+00:00\", \"2020-04-01 16:11:39.000000+00:00\"], \"session_ids\": [\"6f1387b6-5004-415d-8d9c-8e16d3537870\", \"ba3ce497-78ec-4a4e-8370-69d127e94c49\", \"2dfe89a7-e7ab-4791-8f0e-6069f7109326\", \"763cbef7-0f64-4f2a-93f1-3c7aff3c3a09\", \"80025a5c-ee20-4b1e-81c4-bd56e69b7e9a\"], \"total_duration\": 562.0, \"total_sessions\": 5, \"mean_week_duration\": 4.072}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 5 and are greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-08 00:54:36.000000+00:00\", \"2020-08-07 23:53:46.000000+00:00\", \"2022-07-05 07:49:39.000000+00:00\", \"2023-02-27 18:10:47.000000+00:00\"], \"session_ids\": [\"ea1e91d2-14a1-42e7-93a0-cf637ed7ca98\", \"40587e93-372f-4d8f-a06f-88f8bd69c3b6\", \"df3a4f7c-7d91-408c-a56b-f93c19daa4d7\", \"afd64011-a7f4-4b53-afd4-fc9ee779d581\"], \"total_duration\": 389.0, \"total_sessions\": 4, \"mean_week_duration\": 2.628}, \"39043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-10 09:41:56.000000+00:00\", \"2019-11-05 03:48:27.000000+00:00\", \"2022-09-20 21:37:42.000000+00:00\"], \"session_ids\": [\"eadba419-3adc-40bc-afcb-29d309d00b7f\", \"b239179e-3612-468f-a31a-337207aaeecd\", \"471e129a-3e2a-4e70-bec0-c4bc1bb3a680\"], \"total_duration\": 239.0, \"total_sessions\": 3, \"mean_week_duration\": 1.593}, \"91426\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-26 00:50:45.000000+00:00\", \"2020-06-25 23:46:17.000000+00:00\", \"2021-02-03 08:59:59.000000+00:00\"], \"session_ids\": [\"42f977e4-0a59-426c-8501-ea7337c7af88\", \"01abab59-b052-4681-ab94-f779c2c91e59\", \"6fe4c52f-800b-46aa-bd5b-76421e7e1b25\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 2.375}, \"29692\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 23:20:46.000000+00:00\", \"2021-10-20 23:16:54.000000+00:00\", \"2023-02-16 13:37:51.000000+00:00\", \"2019-05-03 23:52:50.000000+00:00\"], \"session_ids\": [\"bf645e7f-26b8-469a-a7aa-3de5f1782b88\", \"e08a4ef1-37fd-4c26-bf85-b9f97bf1401d\", \"74155d2b-f451-4282-a0d2-3eaa05207ec4\", \"dd394177-8737-4c61-af83-b071e5a333c1\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"17631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-12 01:11:49.000000+00:00\", \"2021-06-19 03:02:23.000000+00:00\"], \"session_ids\": [\"fba3cdc0-f891-4de9-9ab9-9e78ea773ad2\", \"8a489af6-2839-4a24-9537-015f8ab57a65\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 88.25}, \"54967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-05 01:41:04.000000+00:00\", \"2023-06-11 14:13:54.000000+00:00\"], \"session_ids\": [\"b30a25af-e96d-4ab3-86bf-a34a419e04c1\", \"45054bb1-f5da-45d3-a606-d3be5c062851\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}, \"15641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-04 22:21:20.000000+00:00\", \"2019-11-12 08:59:01.000000+00:00\"], \"session_ids\": [\"53d52877-1b20-451b-ac70-88301899f699\", \"cbd5df68-9e7b-465e-9b27-94e0d448fd3f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}, \"57333\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-07 14:59:07.000000+00:00\", \"2020-07-01 22:32:46.000000+00:00\"], \"session_ids\": [\"51a79b5d-8850-4599-80a5-9d8706f3b78c\", \"28917e34-11e6-4acc-8709-8bf0a89c003b\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"60143\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-06 02:41:44.000000+00:00\", \"2021-06-04 00:42:52.000000+00:00\"], \"session_ids\": [\"2a65a79d-d7c5-4eb1-8888-98711126b5b5\", \"9e5898d0-9144-4fdd-afb4-3ff0a144df5c\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 2.774}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-08 00:54:36.000000+00:00\", \"2020-08-07 23:53:46.000000+00:00\", \"2022-07-05 07:49:39.000000+00:00\", \"2023-02-27 18:10:47.000000+00:00\"], \"session_ids\": [\"ea1e91d2-14a1-42e7-93a0-cf637ed7ca98\", \"40587e93-372f-4d8f-a06f-88f8bd69c3b6\", \"df3a4f7c-7d91-408c-a56b-f93c19daa4d7\", \"afd64011-a7f4-4b53-afd4-fc9ee779d581\"], \"total_duration\": 389.0, \"total_sessions\": 4, \"mean_week_duration\": 2.628}}, {\"29692\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 23:20:46.000000+00:00\", \"2021-10-20 23:16:54.000000+00:00\", \"2023-02-16 13:37:51.000000+00:00\", \"2019-05-03 23:52:50.000000+00:00\"], \"session_ids\": [\"bf645e7f-26b8-469a-a7aa-3de5f1782b88\", \"e08a4ef1-37fd-4c26-bf85-b9f97bf1401d\", \"74155d2b-f451-4282-a0d2-3eaa05207ec4\", \"dd394177-8737-4c61-af83-b071e5a333c1\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"39043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-10 09:41:56.000000+00:00\", \"2019-11-05 03:48:27.000000+00:00\", \"2022-09-20 21:37:42.000000+00:00\"], \"session_ids\": [\"eadba419-3adc-40bc-afcb-29d309d00b7f\", \"b239179e-3612-468f-a31a-337207aaeecd\", \"471e129a-3e2a-4e70-bec0-c4bc1bb3a680\"], \"total_duration\": 239.0, \"total_sessions\": 3, \"mean_week_duration\": 1.593}}, {\"91426\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-26 00:50:45.000000+00:00\", \"2020-06-25 23:46:17.000000+00:00\", \"2021-02-03 08:59:59.000000+00:00\"], \"session_ids\": [\"42f977e4-0a59-426c-8501-ea7337c7af88\", \"01abab59-b052-4681-ab94-f779c2c91e59\", \"6fe4c52f-800b-46aa-bd5b-76421e7e1b25\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 2.375}}, {\"17631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-12 01:11:49.000000+00:00\", \"2021-06-19 03:02:23.000000+00:00\"], \"session_ids\": [\"fba3cdc0-f891-4de9-9ab9-9e78ea773ad2\", \"8a489af6-2839-4a24-9537-015f8ab57a65\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 88.25}}, {\"54967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-05 01:41:04.000000+00:00\", \"2023-06-11 14:13:54.000000+00:00\"], \"session_ids\": [\"b30a25af-e96d-4ab3-86bf-a34a419e04c1\", \"45054bb1-f5da-45d3-a606-d3be5c062851\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}}, {\"15641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-04 22:21:20.000000+00:00\", \"2019-11-12 08:59:01.000000+00:00\"], \"session_ids\": [\"53d52877-1b20-451b-ac70-88301899f699\", \"cbd5df68-9e7b-465e-9b27-94e0d448fd3f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}}, {\"57333\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-07 14:59:07.000000+00:00\", \"2020-07-01 22:32:46.000000+00:00\"], \"session_ids\": [\"51a79b5d-8850-4599-80a5-9d8706f3b78c\", \"28917e34-11e6-4acc-8709-8bf0a89c003b\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}, {\"60143\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-06 02:41:44.000000+00:00\", \"2021-06-04 00:42:52.000000+00:00\"], \"session_ids\": [\"2a65a79d-d7c5-4eb1-8888-98711126b5b5\", \"9e5898d0-9144-4fdd-afb4-3ff0a144df5c\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 2.774}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-08 00:54:36.000000+00:00\", \"2020-08-07 23:53:46.000000+00:00\", \"2022-07-05 07:49:39.000000+00:00\", \"2023-02-27 18:10:47.000000+00:00\"], \"session_ids\": [\"ea1e91d2-14a1-42e7-93a0-cf637ed7ca98\", \"40587e93-372f-4d8f-a06f-88f8bd69c3b6\", \"df3a4f7c-7d91-408c-a56b-f93c19daa4d7\", \"afd64011-a7f4-4b53-afd4-fc9ee779d581\"], \"total_duration\": 389.0, \"total_sessions\": 4, \"mean_week_duration\": 2.628}}, {\"29692\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 23:20:46.000000+00:00\", \"2021-10-20 23:16:54.000000+00:00\", \"2023-02-16 13:37:51.000000+00:00\", \"2019-05-03 23:52:50.000000+00:00\"], \"session_ids\": [\"bf645e7f-26b8-469a-a7aa-3de5f1782b88\", \"e08a4ef1-37fd-4c26-bf85-b9f97bf1401d\", \"74155d2b-f451-4282-a0d2-3eaa05207ec4\", \"dd394177-8737-4c61-af83-b071e5a333c1\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"39043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-10 09:41:56.000000+00:00\", \"2019-11-05 03:48:27.000000+00:00\", \"2022-09-20 21:37:42.000000+00:00\"], \"session_ids\": [\"eadba419-3adc-40bc-afcb-29d309d00b7f\", \"b239179e-3612-468f-a31a-337207aaeecd\", \"471e129a-3e2a-4e70-bec0-c4bc1bb3a680\"], \"total_duration\": 239.0, \"total_sessions\": 3, \"mean_week_duration\": 1.593}}, {\"91426\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-26 00:50:45.000000+00:00\", \"2020-06-25 23:46:17.000000+00:00\", \"2021-02-03 08:59:59.000000+00:00\"], \"session_ids\": [\"42f977e4-0a59-426c-8501-ea7337c7af88\", \"01abab59-b052-4681-ab94-f779c2c91e59\", \"6fe4c52f-800b-46aa-bd5b-76421e7e1b25\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 2.375}}, {\"17631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-12 01:11:49.000000+00:00\", \"2021-06-19 03:02:23.000000+00:00\"], \"session_ids\": [\"fba3cdc0-f891-4de9-9ab9-9e78ea773ad2\", \"8a489af6-2839-4a24-9537-015f8ab57a65\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 88.25}}, {\"54967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-05 01:41:04.000000+00:00\", \"2023-06-11 14:13:54.000000+00:00\"], \"session_ids\": [\"b30a25af-e96d-4ab3-86bf-a34a419e04c1\", \"45054bb1-f5da-45d3-a606-d3be5c062851\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}}, {\"15641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-04 22:21:20.000000+00:00\", \"2019-11-12 08:59:01.000000+00:00\"], \"session_ids\": [\"53d52877-1b20-451b-ac70-88301899f699\", \"cbd5df68-9e7b-465e-9b27-94e0d448fd3f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}}, {\"57333\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-07 14:59:07.000000+00:00\", \"2020-07-01 22:32:46.000000+00:00\"], \"session_ids\": [\"51a79b5d-8850-4599-80a5-9d8706f3b78c\", \"28917e34-11e6-4acc-8709-8bf0a89c003b\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}]\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[{\"19465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-08 00:54:36.000000+00:00\", \"2020-08-07 23:53:46.000000+00:00\", \"2022-07-05 07:49:39.000000+00:00\", \"2023-02-27 18:10:47.000000+00:00\"], \"session_ids\": [\"ea1e91d2-14a1-42e7-93a0-cf637ed7ca98\", \"40587e93-372f-4d8f-a06f-88f8bd69c3b6\", \"df3a4f7c-7d91-408c-a56b-f93c19daa4d7\", \"afd64011-a7f4-4b53-afd4-fc9ee779d581\"], \"total_duration\": 389.0, \"total_sessions\": 4, \"mean_week_duration\": 2.628}}, {\"29692\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 23:20:46.000000+00:00\", \"2021-10-20 23:16:54.000000+00:00\", \"2023-02-16 13:37:51.000000+00:00\", \"2019-05-03 23:52:50.000000+00:00\"], \"session_ids\": [\"bf645e7f-26b8-469a-a7aa-3de5f1782b88\", \"e08a4ef1-37fd-4c26-bf85-b9f97bf1401d\", \"74155d2b-f451-4282-a0d2-3eaa05207ec4\", \"dd394177-8737-4c61-af83-b071e5a333c1\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"39043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-10 09:41:56.000000+00:00\", \"2019-11-05 03:48:27.000000+00:00\", \"2022-09-20 21:37:42.000000+00:00\"], \"session_ids\": [\"eadba419-3adc-40bc-afcb-29d309d00b7f\", \"b239179e-3612-468f-a31a-337207aaeecd\", \"471e129a-3e2a-4e70-bec0-c4bc1bb3a680\"], \"total_duration\": 239.0, \"total_sessions\": 3, \"mean_week_duration\": 1.593}}, {\"91426\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-26 00:50:45.000000+00:00\", \"2020-06-25 23:46:17.000000+00:00\", \"2021-02-03 08:59:59.000000+00:00\"], \"session_ids\": [\"42f977e4-0a59-426c-8501-ea7337c7af88\", \"01abab59-b052-4681-ab94-f779c2c91e59\", \"6fe4c52f-800b-46aa-bd5b-76421e7e1b25\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 2.375}}, {\"17631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-12 01:11:49.000000+00:00\", \"2021-06-19 03:02:23.000000+00:00\"], \"session_ids\": [\"fba3cdc0-f891-4de9-9ab9-9e78ea773ad2\", \"8a489af6-2839-4a24-9537-015f8ab57a65\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 88.25}}, {\"54967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-05 01:41:04.000000+00:00\", \"2023-06-11 14:13:54.000000+00:00\"], \"session_ids\": [\"b30a25af-e96d-4ab3-86bf-a34a419e04c1\", \"45054bb1-f5da-45d3-a606-d3be5c062851\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}}, {\"15641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-04 22:21:20.000000+00:00\", \"2019-11-12 08:59:01.000000+00:00\"], \"session_ids\": [\"53d52877-1b20-451b-ac70-88301899f699\", \"cbd5df68-9e7b-465e-9b27-94e0d448fd3f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}}, {\"57333\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-07 14:59:07.000000+00:00\", \"2020-07-01 22:32:46.000000+00:00\"], \"session_ids\": [\"51a79b5d-8850-4599-80a5-9d8706f3b78c\", \"28917e34-11e6-4acc-8709-8bf0a89c003b\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me users pieces of information whose sum of sessions is strictly less than 5 as well as do sorting by sessions count in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17764\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-22 09:19:44.000000+00:00\", \"2019-09-17 14:45:16.000000+00:00\", \"2022-10-13 17:26:21.000000+00:00\", \"2020-10-22 16:15:20.000000+00:00\", \"2021-11-25 14:10:12.000000+00:00\", \"2021-10-14 17:49:35.000000+00:00\", \"2023-04-09 09:09:05.000000+00:00\"], \"session_ids\": [\"d53e8411-4be1-4d2b-99a4-64c8e980a0bb\", \"31cf47b1-a60f-45d9-8895-404eeae05376\", \"d74ec306-7032-4ebc-a529-e1880f605e48\", \"8b93c963-1287-48f4-aa9e-c083a1b5c9aa\", \"417ce287-b1df-48de-9b9d-ce697d09bda7\", \"02ddcb22-ac54-4e53-aceb-491436213ddf\", \"c937a8bf-8e4a-4574-8d4b-a4551589a062\"], \"total_duration\": 131.0, \"total_sessions\": 7, \"mean_week_duration\": 0.704}, \"91696\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 02:26:33.000000+00:00\", \"2020-09-13 04:54:59.000000+00:00\", \"2019-05-07 21:11:00.000000+00:00\"], \"session_ids\": [\"ff588316-185d-41a3-afbd-02865d13dbfb\", \"7af0556e-8b6e-47a5-97ba-4fff1bec9c93\", \"f92d04d9-9618-41a1-9aec-9087d3ab17fd\"], \"total_duration\": 830.0, \"total_sessions\": 3, \"mean_week_duration\": 4.15}, \"19091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-24 12:03:44.000000+00:00\", \"2020-10-26 21:25:42.000000+00:00\"], \"session_ids\": [\"ca90b818-455f-48b3-804f-79f4efc508f6\", \"caedd0e9-e65d-443e-ac32-bd04a965c7ee\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 11.733}, \"94399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-03 09:55:33.000000+00:00\", \"2019-01-30 08:38:59.000000+00:00\", \"2021-07-13 13:52:33.000000+00:00\", \"2022-06-22 18:50:24.000000+00:00\"], \"session_ids\": [\"b14b62f1-1151-4bb4-af65-05e2f9118595\", \"de8096fe-5524-44ad-a18e-4dd46145d464\", \"7db290ba-031b-4e88-863b-61a101cf444f\", \"896ad349-c1d0-4b49-b471-e9b2813bff96\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 3.136}, \"41971\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-02 07:50:47.000000+00:00\", \"2019-11-03 12:41:45.000000+00:00\", \"2020-10-25 00:30:06.000000+00:00\", \"2019-06-17 09:24:00.000000+00:00\", \"2022-09-29 23:55:27.000000+00:00\"], \"session_ids\": [\"dfb5f115-2583-4084-8403-9b30524565d1\", \"af0d1698-5e4e-40dc-9a98-56a1366db451\", \"0079741b-56c5-447a-9f5c-83241b8061b5\", \"0a939de6-475f-497a-b842-1bad26f3d36c\", \"8cbee53f-1fe4-4fae-bff7-af4e6066623e\"], \"total_duration\": 1225.0, \"total_sessions\": 5, \"mean_week_duration\": 7.122}, \"24009\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-08 17:39:32.000000+00:00\", \"2019-04-21 03:08:09.000000+00:00\", \"2019-10-17 00:40:44.000000+00:00\", \"2020-07-19 19:26:58.000000+00:00\", \"2019-09-07 21:19:09.000000+00:00\", \"2019-03-21 19:43:55.000000+00:00\", \"2020-02-09 04:19:44.000000+00:00\"], \"session_ids\": [\"f23103d1-2b4f-42aa-a164-23f426f43cca\", \"5a948635-617c-41a2-9d17-bed39bf6fb1c\", \"89881e57-caa1-4672-82bc-789c03c2404c\", \"4561486e-17b2-4baa-a9ea-bcc4f75dc1a8\", \"79c4bc59-9e70-4d39-b4fd-7f1315a900c4\", \"50cd67c2-ee42-473c-b07b-f83db9db6c54\", \"d201bf40-119c-4f62-9b98-ae4a44075c08\"], \"total_duration\": 88.0, \"total_sessions\": 7, \"mean_week_duration\": 1.257}, \"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-15 16:00:31.000000+00:00\", \"2021-04-19 01:40:09.000000+00:00\"], \"session_ids\": [\"36daeba0-1774-4f16-a505-270f7345e97d\", \"7419768c-0b71-4e48-83e4-059121d7e962\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}, \"95741\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-30 13:22:13.000000+00:00\", \"2020-07-12 07:10:53.000000+00:00\"], \"session_ids\": [\"8bb3820c-7d27-4d0c-8aee-9f324ae955b5\", \"34e89c3d-a011-4ac9-a042-c9ff83840b55\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.919}, \"32846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-18 13:37:30.000000+00:00\", \"2021-08-20 08:54:37.000000+00:00\"], \"session_ids\": [\"59385f34-49c6-4be5-aa69-b2cd76ae8bbd\", \"0bb8ae73-12ca-4cd4-8325-b90599c2ccf5\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.652}, \"72529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-08 13:55:37.000000+00:00\", \"2019-04-08 23:03:54.000000+00:00\"], \"session_ids\": [\"f1ce4efb-6ab7-4efc-a39d-3a9140e80cd9\", \"0f9890d0-cf16-47cf-8366-8b61a2d7d874\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.969}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"91696\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 02:26:33.000000+00:00\", \"2020-09-13 04:54:59.000000+00:00\", \"2019-05-07 21:11:00.000000+00:00\"], \"session_ids\": [\"ff588316-185d-41a3-afbd-02865d13dbfb\", \"7af0556e-8b6e-47a5-97ba-4fff1bec9c93\", \"f92d04d9-9618-41a1-9aec-9087d3ab17fd\"], \"total_duration\": 830.0, \"total_sessions\": 3, \"mean_week_duration\": 4.15}, \"19091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-24 12:03:44.000000+00:00\", \"2020-10-26 21:25:42.000000+00:00\"], \"session_ids\": [\"ca90b818-455f-48b3-804f-79f4efc508f6\", \"caedd0e9-e65d-443e-ac32-bd04a965c7ee\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 11.733}, \"94399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-03 09:55:33.000000+00:00\", \"2019-01-30 08:38:59.000000+00:00\", \"2021-07-13 13:52:33.000000+00:00\", \"2022-06-22 18:50:24.000000+00:00\"], \"session_ids\": [\"b14b62f1-1151-4bb4-af65-05e2f9118595\", \"de8096fe-5524-44ad-a18e-4dd46145d464\", \"7db290ba-031b-4e88-863b-61a101cf444f\", \"896ad349-c1d0-4b49-b471-e9b2813bff96\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 3.136}, \"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-15 16:00:31.000000+00:00\", \"2021-04-19 01:40:09.000000+00:00\"], \"session_ids\": [\"36daeba0-1774-4f16-a505-270f7345e97d\", \"7419768c-0b71-4e48-83e4-059121d7e962\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}, \"95741\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-30 13:22:13.000000+00:00\", \"2020-07-12 07:10:53.000000+00:00\"], \"session_ids\": [\"8bb3820c-7d27-4d0c-8aee-9f324ae955b5\", \"34e89c3d-a011-4ac9-a042-c9ff83840b55\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.919}, \"32846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-18 13:37:30.000000+00:00\", \"2021-08-20 08:54:37.000000+00:00\"], \"session_ids\": [\"59385f34-49c6-4be5-aa69-b2cd76ae8bbd\", \"0bb8ae73-12ca-4cd4-8325-b90599c2ccf5\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.652}, \"72529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-08 13:55:37.000000+00:00\", \"2019-04-08 23:03:54.000000+00:00\"], \"session_ids\": [\"f1ce4efb-6ab7-4efc-a39d-3a9140e80cd9\", \"0f9890d0-cf16-47cf-8366-8b61a2d7d874\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.969}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-24 12:03:44.000000+00:00\", \"2020-10-26 21:25:42.000000+00:00\"], \"session_ids\": [\"ca90b818-455f-48b3-804f-79f4efc508f6\", \"caedd0e9-e65d-443e-ac32-bd04a965c7ee\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 11.733}}, {\"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-15 16:00:31.000000+00:00\", \"2021-04-19 01:40:09.000000+00:00\"], \"session_ids\": [\"36daeba0-1774-4f16-a505-270f7345e97d\", \"7419768c-0b71-4e48-83e4-059121d7e962\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}}, {\"95741\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-30 13:22:13.000000+00:00\", \"2020-07-12 07:10:53.000000+00:00\"], \"session_ids\": [\"8bb3820c-7d27-4d0c-8aee-9f324ae955b5\", \"34e89c3d-a011-4ac9-a042-c9ff83840b55\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.919}}, {\"32846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-18 13:37:30.000000+00:00\", \"2021-08-20 08:54:37.000000+00:00\"], \"session_ids\": [\"59385f34-49c6-4be5-aa69-b2cd76ae8bbd\", \"0bb8ae73-12ca-4cd4-8325-b90599c2ccf5\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.652}}, {\"72529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-08 13:55:37.000000+00:00\", \"2019-04-08 23:03:54.000000+00:00\"], \"session_ids\": [\"f1ce4efb-6ab7-4efc-a39d-3a9140e80cd9\", \"0f9890d0-cf16-47cf-8366-8b61a2d7d874\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.969}}, {\"91696\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 02:26:33.000000+00:00\", \"2020-09-13 04:54:59.000000+00:00\", \"2019-05-07 21:11:00.000000+00:00\"], \"session_ids\": [\"ff588316-185d-41a3-afbd-02865d13dbfb\", \"7af0556e-8b6e-47a5-97ba-4fff1bec9c93\", \"f92d04d9-9618-41a1-9aec-9087d3ab17fd\"], \"total_duration\": 830.0, \"total_sessions\": 3, \"mean_week_duration\": 4.15}}, {\"94399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-03 09:55:33.000000+00:00\", \"2019-01-30 08:38:59.000000+00:00\", \"2021-07-13 13:52:33.000000+00:00\", \"2022-06-22 18:50:24.000000+00:00\"], \"session_ids\": [\"b14b62f1-1151-4bb4-af65-05e2f9118595\", \"de8096fe-5524-44ad-a18e-4dd46145d464\", \"7db290ba-031b-4e88-863b-61a101cf444f\", \"896ad349-c1d0-4b49-b471-e9b2813bff96\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 3.136}}]\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[{\"19091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-24 12:03:44.000000+00:00\", \"2020-10-26 21:25:42.000000+00:00\"], \"session_ids\": [\"ca90b818-455f-48b3-804f-79f4efc508f6\", \"caedd0e9-e65d-443e-ac32-bd04a965c7ee\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 11.733}}, {\"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-15 16:00:31.000000+00:00\", \"2021-04-19 01:40:09.000000+00:00\"], \"session_ids\": [\"36daeba0-1774-4f16-a505-270f7345e97d\", \"7419768c-0b71-4e48-83e4-059121d7e962\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}}, {\"95741\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-30 13:22:13.000000+00:00\", \"2020-07-12 07:10:53.000000+00:00\"], \"session_ids\": [\"8bb3820c-7d27-4d0c-8aee-9f324ae955b5\", \"34e89c3d-a011-4ac9-a042-c9ff83840b55\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.919}}, {\"32846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-18 13:37:30.000000+00:00\", \"2021-08-20 08:54:37.000000+00:00\"], \"session_ids\": [\"59385f34-49c6-4be5-aa69-b2cd76ae8bbd\", \"0bb8ae73-12ca-4cd4-8325-b90599c2ccf5\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.652}}, {\"72529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-08 13:55:37.000000+00:00\", \"2019-04-08 23:03:54.000000+00:00\"], \"session_ids\": [\"f1ce4efb-6ab7-4efc-a39d-3a9140e80cd9\", \"0f9890d0-cf16-47cf-8366-8b61a2d7d874\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 2.969}}, {\"91696\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 02:26:33.000000+00:00\", \"2020-09-13 04:54:59.000000+00:00\", \"2019-05-07 21:11:00.000000+00:00\"], \"session_ids\": [\"ff588316-185d-41a3-afbd-02865d13dbfb\", \"7af0556e-8b6e-47a5-97ba-4fff1bec9c93\", \"f92d04d9-9618-41a1-9aec-9087d3ab17fd\"], \"total_duration\": 830.0, \"total_sessions\": 3, \"mean_week_duration\": 4.15}}, {\"94399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-03 09:55:33.000000+00:00\", \"2019-01-30 08:38:59.000000+00:00\", \"2021-07-13 13:52:33.000000+00:00\", \"2022-06-22 18:50:24.000000+00:00\"], \"session_ids\": [\"b14b62f1-1151-4bb4-af65-05e2f9118595\", \"de8096fe-5524-44ad-a18e-4dd46145d464\", \"7db290ba-031b-4e88-863b-61a101cf444f\", \"896ad349-c1d0-4b49-b471-e9b2813bff96\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 3.136}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on user whose mean week duration is strictly greater than 17 and less than 38 , moreover sort by total sessoins count risingly and in addition get rid of all entries, except 3." } ]
[ { "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{\"12844\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-10 20:47:52.000000+00:00\", \"2020-09-16 15:32:26.000000+00:00\"], \"session_ids\": [\"2d0b8b20-7a59-4f4a-96ed-1b25530e0c81\", \"dbcc9c4a-f97a-4450-96e3-12c2b4213c2e\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.262}, \"50358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-01 22:14:25.000000+00:00\", \"2022-03-31 05:26:27.000000+00:00\", \"2022-07-20 15:35:51.000000+00:00\", \"2019-07-08 11:35:00.000000+00:00\"], \"session_ids\": [\"d57819c7-d7dc-4457-aa2d-f22cfaf20003\", \"3e5e48cc-48ec-4f05-8b08-e279258ac3f8\", \"ba0a31ae-ceb0-440e-8e4e-908945b4110e\", \"1aef3eea-6c89-4457-b2df-b8d9eb486a12\"], \"total_duration\": 112.0, \"total_sessions\": 4, \"mean_week_duration\": 0.704}, \"43158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-21 20:05:07.000000+00:00\", \"2019-07-05 04:07:43.000000+00:00\"], \"session_ids\": [\"e8550f08-c255-4abd-81f1-5887ff0a0305\", \"42d0bd5f-0bbe-45cb-98b1-e7addd7f1084\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 5.618}, \"77021\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-01-25 07:26:31.000000+00:00\", \"2019-07-20 12:00:23.000000+00:00\"], \"session_ids\": [\"aa9d5e5d-e867-471f-80aa-3a8055a34b35\", \"93ddd22a-1273-4b78-a8a5-bed2745ad42a\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 15.556}, \"23730\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-09-09 02:40:32.000000+00:00\", \"2022-05-30 11:56:09.000000+00:00\", \"2022-03-06 00:59:13.000000+00:00\", \"2019-05-25 03:48:01.000000+00:00\", \"2019-10-29 17:20:16.000000+00:00\"], \"session_ids\": [\"f0be1868-61eb-414f-a565-18e1b77f4503\", \"5e4968a9-ce7d-427c-8da3-60f4ddee5bb4\", \"369b9e09-f970-42c2-8526-52e07e81c599\", \"ae3f7703-900a-4033-bd41-9fbafe7284ad\", \"50627671-8c64-4d72-838e-a95b7f38d854\"], \"total_duration\": 204.0, \"total_sessions\": 5, \"mean_week_duration\": 1.291}, \"73889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-19 20:59:40.000000+00:00\", \"2019-03-31 10:12:59.000000+00:00\"], \"session_ids\": [\"5a76b4a2-2acb-48c2-b3d3-b9cfc67f231e\", \"a59bea28-201c-4f16-b2ab-dd2a226b9946\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.93}, \"23526\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-28 12:42:52.000000+00:00\", \"2022-09-20 05:40:33.000000+00:00\"], \"session_ids\": [\"2ef2094c-2ba0-48f4-bbe2-6ae355dac556\", \"90f16bd2-be96-4dbb-9e29-59be3ee65ca1\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 11.172}, \"28241\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-18 06:04:57.000000+00:00\", \"2023-06-23 05:49:12.000000+00:00\", \"2022-01-23 23:32:31.000000+00:00\", \"2022-06-28 21:41:51.000000+00:00\", \"2022-05-27 13:26:59.000000+00:00\", \"2021-11-27 16:01:11.000000+00:00\", \"2019-12-12 11:59:31.000000+00:00\", \"2023-05-14 07:10:46.000000+00:00\", \"2021-01-25 03:08:13.000000+00:00\", \"2021-05-08 07:31:01.000000+00:00\", \"2022-05-12 09:51:59.000000+00:00\"], \"session_ids\": [\"102131fd-510e-4edc-bf6e-20677f440082\", \"ba5dc5c8-456c-44ea-aaae-297b73d35ca3\", \"844a575c-256a-4827-a8d5-611c66f5556d\", \"88f84351-9ea8-4543-9f4d-8b4262dcdcf4\", \"ea22305f-b4d3-4bda-af46-1122c9a190db\", \"36879cf1-8d61-4d25-b540-5937fa4143c6\", \"4c2de340-1eb5-416b-a3d0-a8564039f0a2\", \"63b81e91-6c3a-49e0-888e-f06014e29c01\", \"8e8e9b4c-99ac-472b-9b77-3eae16d1f3e4\", \"8c7a73ac-2bde-4e6b-b251-053a662b1b3a\", \"d7786f79-0175-4272-b94e-67c729abc341\"], \"total_duration\": 2409.0, \"total_sessions\": 11, \"mean_week_duration\": 11.05}, \"79122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-05 09:54:12.000000+00:00\", \"2020-09-05 21:06:25.000000+00:00\"], \"session_ids\": [\"2072c54d-2615-4a50-9125-dc38f41d3ea1\", \"73a06503-869c-4bb7-832f-32ad854241e4\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"15575\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-09 02:03:42.000000+00:00\", \"2020-02-24 15:35:52.000000+00:00\", \"2021-09-27 14:50:17.000000+00:00\", \"2023-03-25 01:18:49.000000+00:00\", \"2022-08-20 06:39:34.000000+00:00\"], \"session_ids\": [\"e1ba2290-5391-41a2-a3e5-b78b1bca149e\", \"faa96445-6fb9-4ee7-a909-873b4f73632a\", \"2a3e9c28-6e2e-4712-b57b-d8b83d4c85c8\", \"d653af96-750a-485b-940c-4571463abcab\", \"a973bfdc-41f3-46ad-ae22-94ce0a1c9674\"], \"total_duration\": 500.0, \"total_sessions\": 5, \"mean_week_duration\": 2.994}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 17 and are equal or less than 38" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about users who are living in cities Reykjavik, Caracas, Quito, Nassau, Toronto, Rome , and implement sorting by city name from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39604\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-24 15:38:20.000000+00:00\", \"2020-01-23 23:10:58.000000+00:00\", \"2023-05-03 18:29:29.000000+00:00\"], \"session_ids\": [\"19069adc-7b1b-4fff-9829-4bbcc8b135fc\", \"64d1a640-19ef-4b56-b5e9-06ead40efb12\", \"24ddd8ea-2802-4f7b-8b05-f7882daae1e4\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.556}, \"92218\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-25 17:10:34.000000+00:00\", \"2020-03-10 12:15:25.000000+00:00\", \"2019-09-28 11:52:32.000000+00:00\", \"2021-09-10 09:09:12.000000+00:00\", \"2023-03-30 15:49:13.000000+00:00\", \"2020-02-01 04:43:37.000000+00:00\", \"2019-09-09 22:37:05.000000+00:00\", \"2019-07-04 06:24:41.000000+00:00\", \"2019-12-24 14:52:58.000000+00:00\", \"2022-02-18 12:19:21.000000+00:00\"], \"session_ids\": [\"6c0684eb-5b7b-4576-a1c7-0e21fa37683b\", \"fc1603bd-e689-424c-8fa1-0c655b72200a\", \"79cd51da-be4d-48b1-9d33-132acf1ccd1c\", \"6689c07a-8143-4f92-87a8-3a65820f7608\", \"6328ba32-ef1d-45c5-a2df-f33a9fc1536d\", \"ef6366ac-b89a-4a1e-b947-a595301392e5\", \"2186c219-c5cf-4b09-805d-2e8823a19bb1\", \"cd11715a-53be-42b7-be19-6ae7a12b0bd3\", \"bf9f06a3-1d4a-40d6-8714-fd2e814aada2\", \"ca8e8d08-5c7d-4b14-a22a-d5dd693f0ec5\"], \"total_duration\": 270.0, \"total_sessions\": 10, \"mean_week_duration\": 1.385}, \"5745\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 09:11:25.000000+00:00\", \"2020-12-04 04:00:51.000000+00:00\"], \"session_ids\": [\"de90a99c-f047-498b-a211-2ebaaceee09b\", \"d190871c-1480-4917-a39e-ef61a267110b\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}, \"21690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-07-22 22:59:19.000000+00:00\", \"2022-09-10 08:47:40.000000+00:00\"], \"session_ids\": [\"048af381-d72e-4c44-a3f0-f6c1b8ed3fd2\", \"e586acec-02c5-4eeb-a363-04ca4aed7484\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.53}, \"25400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-11 14:02:14.000000+00:00\", \"2021-04-06 14:01:51.000000+00:00\"], \"session_ids\": [\"2db2bfe9-b1da-47bd-a67e-10904b564e0b\", \"9d2bfc66-191c-4741-b528-9d6f18b8cea8\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 306.0}, \"22974\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-06-04 11:10:56.000000+00:00\", \"2021-02-01 13:58:51.000000+00:00\", \"2020-12-30 21:26:02.000000+00:00\", \"2020-04-10 12:50:54.000000+00:00\", \"2020-12-04 17:41:54.000000+00:00\", \"2019-07-19 22:12:13.000000+00:00\"], \"session_ids\": [\"3b1bd498-314e-4c67-9d1b-711f329c2044\", \"316392d7-7c48-4e1e-9bc3-f71193d84460\", \"21e69baf-5f5a-4864-afb7-adf64b3090cb\", \"71d84a2e-b569-4f34-becc-e4020f7ef8ed\", \"14f18dd2-405a-444c-8fbd-a2e53baf2431\", \"e07ea47d-a3b1-4960-8a2b-17f877ee71de\"], \"total_duration\": 600.0, \"total_sessions\": 6, \"mean_week_duration\": 4.0}, \"77055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-07 17:57:24.000000+00:00\", \"2019-04-28 13:47:08.000000+00:00\"], \"session_ids\": [\"efa5f9e6-45aa-482a-b097-60ad0ec29226\", \"48841581-3436-4b9f-a822-6bd01a600b5f\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}, \"80597\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-07 03:24:27.000000+00:00\", \"2021-12-21 08:51:29.000000+00:00\"], \"session_ids\": [\"46ad9ea6-af19-4c79-b173-4f42cb6e7268\", \"10f71f22-38f7-4ef9-aa8c-1f9e3a27ee21\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}, \"52159\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-16 00:35:31.000000+00:00\", \"2023-02-08 21:52:46.000000+00:00\", \"2019-02-26 12:11:39.000000+00:00\"], \"session_ids\": [\"20a24804-8722-4a27-86fe-89be84b5517a\", \"8975186d-bd76-40bc-a629-e8df19450cba\", \"f5b1a837-d8f1-4136-9d52-afc97b0aa981\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.29}, \"97466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-23 15:17:45.000000+00:00\", \"2021-07-16 03:17:15.000000+00:00\", \"2020-07-30 10:15:20.000000+00:00\", \"2021-07-06 00:35:09.000000+00:00\"], \"session_ids\": [\"0c881e31-9ad1-411a-80e2-9ff3f4c19a6c\", \"61e9b5c7-a9e0-4978-b474-97e31777d833\", \"19d16727-8bdd-4660-9e09-60ede859c371\", \"02998f01-f92d-4acf-88cf-a060602daffd\"], \"total_duration\": 149.0, \"total_sessions\": 4, \"mean_week_duration\": 1.192}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Reykjavik, Caracas, Quito, Nassau, Toronto, Rome" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\", \"Caracas\", \"Quito\", \"Nassau\", \"Toronto\", \"Rome\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5745\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 09:11:25.000000+00:00\", \"2020-12-04 04:00:51.000000+00:00\"], \"session_ids\": [\"de90a99c-f047-498b-a211-2ebaaceee09b\", \"d190871c-1480-4917-a39e-ef61a267110b\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}, \"25400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-11 14:02:14.000000+00:00\", \"2021-04-06 14:01:51.000000+00:00\"], \"session_ids\": [\"2db2bfe9-b1da-47bd-a67e-10904b564e0b\", \"9d2bfc66-191c-4741-b528-9d6f18b8cea8\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 306.0}, \"80597\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-07 03:24:27.000000+00:00\", \"2021-12-21 08:51:29.000000+00:00\"], \"session_ids\": [\"46ad9ea6-af19-4c79-b173-4f42cb6e7268\", \"10f71f22-38f7-4ef9-aa8c-1f9e3a27ee21\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"80597\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-07 03:24:27.000000+00:00\", \"2021-12-21 08:51:29.000000+00:00\"], \"session_ids\": [\"46ad9ea6-af19-4c79-b173-4f42cb6e7268\", \"10f71f22-38f7-4ef9-aa8c-1f9e3a27ee21\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}}, {\"5745\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 09:11:25.000000+00:00\", \"2020-12-04 04:00:51.000000+00:00\"], \"session_ids\": [\"de90a99c-f047-498b-a211-2ebaaceee09b\", \"d190871c-1480-4917-a39e-ef61a267110b\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}}, {\"25400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-11 14:02:14.000000+00:00\", \"2021-04-06 14:01:51.000000+00:00\"], \"session_ids\": [\"2db2bfe9-b1da-47bd-a67e-10904b564e0b\", \"9d2bfc66-191c-4741-b528-9d6f18b8cea8\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 306.0}}]\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[{\"80597\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-07 03:24:27.000000+00:00\", \"2021-12-21 08:51:29.000000+00:00\"], \"session_ids\": [\"46ad9ea6-af19-4c79-b173-4f42cb6e7268\", \"10f71f22-38f7-4ef9-aa8c-1f9e3a27ee21\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}}, {\"5745\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 09:11:25.000000+00:00\", \"2020-12-04 04:00:51.000000+00:00\"], \"session_ids\": [\"de90a99c-f047-498b-a211-2ebaaceee09b\", \"d190871c-1480-4917-a39e-ef61a267110b\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 9.692}}, {\"25400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-11 14:02:14.000000+00:00\", \"2021-04-06 14:01:51.000000+00:00\"], \"session_ids\": [\"2db2bfe9-b1da-47bd-a67e-10904b564e0b\", \"9d2bfc66-191c-4741-b528-9d6f18b8cea8\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 306.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 5 users whose sum of duration is strictly greater than 2453 , and apply sorting by aver of time using the app per week from the smallest value to the largest value , and save only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50205\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-06-03 03:55:18.000000+00:00\", \"2020-08-12 15:57:19.000000+00:00\"], \"session_ids\": [\"67518e39-61b0-4b18-a6c7-69b9a8605700\", \"64d3829d-0f1e-4d4c-a04d-63745518e899\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}, \"76982\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-01 22:49:13.000000+00:00\", \"2019-02-27 22:08:24.000000+00:00\", \"2020-10-02 10:35:47.000000+00:00\", \"2023-04-27 13:22:15.000000+00:00\", \"2019-12-09 14:59:53.000000+00:00\", \"2019-01-12 05:28:48.000000+00:00\", \"2021-01-26 14:31:09.000000+00:00\", \"2020-08-22 07:46:40.000000+00:00\", \"2019-07-06 05:49:17.000000+00:00\"], \"session_ids\": [\"c7b6c03a-c68c-4939-bde2-99e9a84cd642\", \"2aa96a7d-1513-4742-8487-bc117279a9d5\", \"d720ce44-7a7f-4069-a1a6-5088ac0c63ee\", \"79eab501-1929-403c-be3d-45c5ab38fab5\", \"d0911993-660a-41ec-9ad7-dc5fed5e6715\", \"4cd038f6-ebc5-4790-9489-4d85e93874fc\", \"80423831-a7bf-485d-839f-588da0f74510\", \"7247dcd4-bbca-45f8-a48c-1a4e5df3cf8e\", \"99974829-8b3b-4163-baf7-943b2ff78e09\"], \"total_duration\": 4000.0, \"total_sessions\": 9, \"mean_week_duration\": 17.857}, \"51178\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-14 05:20:50.000000+00:00\", \"2019-05-26 06:35:27.000000+00:00\", \"2020-01-22 15:22:45.000000+00:00\"], \"session_ids\": [\"5741a4e5-f4c2-4cc9-9373-5d43c831e96d\", \"10458357-e2c5-431c-9f81-a72cd86c2195\", \"4b0dc991-e1fc-43e3-8aa4-8391d9fe0323\"], \"total_duration\": 294.0, \"total_sessions\": 3, \"mean_week_duration\": 8.4}, \"17562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-06-24 10:24:36.000000+00:00\", \"2019-03-17 15:51:37.000000+00:00\", \"2019-05-18 12:54:57.000000+00:00\", \"2022-07-03 13:25:23.000000+00:00\", \"2019-09-12 01:27:42.000000+00:00\", \"2020-02-01 12:21:05.000000+00:00\"], \"session_ids\": [\"54cdaf93-0ab9-4d10-a9ed-680805b23a24\", \"0371c12f-c0fb-4dc0-befd-23658689f5de\", \"fb7071f4-21d7-46ea-aa98-d83639257218\", \"3e9c3030-6e66-41ff-9d57-d51b5397bc4c\", \"469c9e3f-1df6-42dd-a230-c7560c868aea\", \"5a85effa-347c-41e9-b563-66cc44989a1e\"], \"total_duration\": 1253.0, \"total_sessions\": 6, \"mean_week_duration\": 7.285}, \"26536\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-18 09:29:28.000000+00:00\", \"2021-02-08 12:07:00.000000+00:00\"], \"session_ids\": [\"d85f9d8f-a8e4-4cf2-a177-a7528cb49233\", \"72b43fe9-4564-4eed-b214-324ad0e937e2\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}, \"34990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-30 17:34:46.000000+00:00\", \"2020-09-14 23:25:21.000000+00:00\"], \"session_ids\": [\"77c41f83-2d92-4a6a-abfe-49532547f3d6\", \"7a96ca71-b603-4272-afc0-3238d4392b64\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 2.55}, \"54231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-12-01 09:44:33.000000+00:00\", \"2020-09-21 17:18:59.000000+00:00\"], \"session_ids\": [\"699262d6-0488-418b-830f-e07119129fab\", \"4d00e9fe-df41-4305-b4eb-2a88e5d0184a\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 5.698}, \"88425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-01-15 08:28:35.000000+00:00\", \"2022-10-27 01:29:16.000000+00:00\", \"2021-12-08 20:28:36.000000+00:00\"], \"session_ids\": [\"259fd13b-c6dd-4b39-8d68-196fe6baa599\", \"ba5baa5c-1c87-47b4-b581-c838ea642789\", \"46144f3c-ca79-4c1d-8517-b9f22f7084a7\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.379}, \"60098\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 09:42:53.000000+00:00\", \"2019-08-22 08:29:47.000000+00:00\"], \"session_ids\": [\"2e24d6d0-8e4e-4833-a04c-3a1ea5db925e\", \"40a0a2f9-667b-4173-ba46-69655fa485f5\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 1.851}, \"92419\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-21 04:26:01.000000+00:00\", \"2020-11-04 07:13:52.000000+00:00\"], \"session_ids\": [\"ead1ca11-d4e2-40e4-b799-b07f8d2e8752\", \"459a3395-7fb9-4d1a-83fb-37e55a441efc\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 2.847}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 2453" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[2453, 2643]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76982\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-01 22:49:13.000000+00:00\", \"2019-02-27 22:08:24.000000+00:00\", \"2020-10-02 10:35:47.000000+00:00\", \"2023-04-27 13:22:15.000000+00:00\", \"2019-12-09 14:59:53.000000+00:00\", \"2019-01-12 05:28:48.000000+00:00\", \"2021-01-26 14:31:09.000000+00:00\", \"2020-08-22 07:46:40.000000+00:00\", \"2019-07-06 05:49:17.000000+00:00\"], \"session_ids\": [\"c7b6c03a-c68c-4939-bde2-99e9a84cd642\", \"2aa96a7d-1513-4742-8487-bc117279a9d5\", \"d720ce44-7a7f-4069-a1a6-5088ac0c63ee\", \"79eab501-1929-403c-be3d-45c5ab38fab5\", \"d0911993-660a-41ec-9ad7-dc5fed5e6715\", \"4cd038f6-ebc5-4790-9489-4d85e93874fc\", \"80423831-a7bf-485d-839f-588da0f74510\", \"7247dcd4-bbca-45f8-a48c-1a4e5df3cf8e\", \"99974829-8b3b-4163-baf7-943b2ff78e09\"], \"total_duration\": 4000.0, \"total_sessions\": 9, \"mean_week_duration\": 17.857}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76982\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-01 22:49:13.000000+00:00\", \"2019-02-27 22:08:24.000000+00:00\", \"2020-10-02 10:35:47.000000+00:00\", \"2023-04-27 13:22:15.000000+00:00\", \"2019-12-09 14:59:53.000000+00:00\", \"2019-01-12 05:28:48.000000+00:00\", \"2021-01-26 14:31:09.000000+00:00\", \"2020-08-22 07:46:40.000000+00:00\", \"2019-07-06 05:49:17.000000+00:00\"], \"session_ids\": [\"c7b6c03a-c68c-4939-bde2-99e9a84cd642\", \"2aa96a7d-1513-4742-8487-bc117279a9d5\", \"d720ce44-7a7f-4069-a1a6-5088ac0c63ee\", \"79eab501-1929-403c-be3d-45c5ab38fab5\", \"d0911993-660a-41ec-9ad7-dc5fed5e6715\", \"4cd038f6-ebc5-4790-9489-4d85e93874fc\", \"80423831-a7bf-485d-839f-588da0f74510\", \"7247dcd4-bbca-45f8-a48c-1a4e5df3cf8e\", \"99974829-8b3b-4163-baf7-943b2ff78e09\"], \"total_duration\": 4000.0, \"total_sessions\": 9, \"mean_week_duration\": 17.857}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76982\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-01 22:49:13.000000+00:00\", \"2019-02-27 22:08:24.000000+00:00\", \"2020-10-02 10:35:47.000000+00:00\", \"2023-04-27 13:22:15.000000+00:00\", \"2019-12-09 14:59:53.000000+00:00\", \"2019-01-12 05:28:48.000000+00:00\", \"2021-01-26 14:31:09.000000+00:00\", \"2020-08-22 07:46:40.000000+00:00\", \"2019-07-06 05:49:17.000000+00:00\"], \"session_ids\": [\"c7b6c03a-c68c-4939-bde2-99e9a84cd642\", \"2aa96a7d-1513-4742-8487-bc117279a9d5\", \"d720ce44-7a7f-4069-a1a6-5088ac0c63ee\", \"79eab501-1929-403c-be3d-45c5ab38fab5\", \"d0911993-660a-41ec-9ad7-dc5fed5e6715\", \"4cd038f6-ebc5-4790-9489-4d85e93874fc\", \"80423831-a7bf-485d-839f-588da0f74510\", \"7247dcd4-bbca-45f8-a48c-1a4e5df3cf8e\", \"99974829-8b3b-4163-baf7-943b2ff78e09\"], \"total_duration\": 4000.0, \"total_sessions\": 9, \"mean_week_duration\": 17.857}}]\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[{\"76982\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-01 22:49:13.000000+00:00\", \"2019-02-27 22:08:24.000000+00:00\", \"2020-10-02 10:35:47.000000+00:00\", \"2023-04-27 13:22:15.000000+00:00\", \"2019-12-09 14:59:53.000000+00:00\", \"2019-01-12 05:28:48.000000+00:00\", \"2021-01-26 14:31:09.000000+00:00\", \"2020-08-22 07:46:40.000000+00:00\", \"2019-07-06 05:49:17.000000+00:00\"], \"session_ids\": [\"c7b6c03a-c68c-4939-bde2-99e9a84cd642\", \"2aa96a7d-1513-4742-8487-bc117279a9d5\", \"d720ce44-7a7f-4069-a1a6-5088ac0c63ee\", \"79eab501-1929-403c-be3d-45c5ab38fab5\", \"d0911993-660a-41ec-9ad7-dc5fed5e6715\", \"4cd038f6-ebc5-4790-9489-4d85e93874fc\", \"80423831-a7bf-485d-839f-588da0f74510\", \"7247dcd4-bbca-45f8-a48c-1a4e5df3cf8e\", \"99974829-8b3b-4163-baf7-943b2ff78e09\"], \"total_duration\": 4000.0, \"total_sessions\": 9, \"mean_week_duration\": 17.857}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user who isn't currently living in cities Cairo, Hanoi , execute sorting by app usage time per week in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-06 08:00:09.000000+00:00\", \"2022-01-01 02:44:57.000000+00:00\", \"2021-09-25 11:11:49.000000+00:00\"], \"session_ids\": [\"4db4aed0-d66f-4dd1-a470-a8e52ad0a4ce\", \"01ff6b68-dd25-4bc8-932d-48c748064a02\", \"9a59c9e5-c904-45b6-8942-2736c1fd4390\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.348}, \"51057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-29 01:02:30.000000+00:00\", \"2022-02-06 06:51:48.000000+00:00\", \"2019-11-04 16:16:25.000000+00:00\"], \"session_ids\": [\"e45f3142-8af2-468b-a6ef-5254df53a475\", \"211cf528-0de5-45c8-b7e0-74eb092dd43d\", \"0e803a78-3523-4caa-9a5b-e543bdfec7e3\"], \"total_duration\": 173.0, \"total_sessions\": 3, \"mean_week_duration\": 1.109}, \"75671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-10 14:31:04.000000+00:00\", \"2019-08-27 11:36:33.000000+00:00\", \"2020-03-04 20:54:56.000000+00:00\"], \"session_ids\": [\"cfd88b12-be49-48b7-8f7e-12747269f656\", \"24cbd1c7-fbcb-4256-a17d-2433b66c2a35\", \"ca11024d-2d85-4761-a287-0e5c45c80edd\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 1.384}, \"9734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-16 06:15:00.000000+00:00\", \"2021-01-30 14:48:13.000000+00:00\", \"2019-01-02 07:31:12.000000+00:00\"], \"session_ids\": [\"ca35154b-cdc3-4890-b852-0d72b9329e4c\", \"db4b2258-7e7a-4cac-87e0-bc78267b3648\", \"6ddad6d1-4570-4754-aee7-60e01e2bb7f9\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.343}, \"88336\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-29 20:57:45.000000+00:00\", \"2019-10-19 03:36:54.000000+00:00\", \"2023-02-23 00:12:28.000000+00:00\", \"2022-06-01 12:58:44.000000+00:00\"], \"session_ids\": [\"e7325f21-bda6-4b86-96fc-719c0d891827\", \"dc4f788b-027b-4dd4-93b4-a9b479a93be1\", \"af328b64-9c17-43e2-8c5f-46df215448a8\", \"4d3989d7-1f67-4b06-a998-5003da860a9f\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.474}, \"11342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-24 17:44:18.000000+00:00\", \"2020-02-04 08:01:44.000000+00:00\", \"2022-02-16 06:49:36.000000+00:00\", \"2021-04-29 03:52:26.000000+00:00\"], \"session_ids\": [\"80ea55c0-bd0a-42a7-8c58-a3b9646b21bd\", \"60775251-f28e-4e07-ae31-cb3718edb45d\", \"15e70fc3-8306-4f9d-8cf3-0dea8851a29d\", \"ab24fe53-e130-43ab-96f2-17634a4b6ce6\"], \"total_duration\": 505.0, \"total_sessions\": 4, \"mean_week_duration\": 3.531}, \"1847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-05-29 22:47:25.000000+00:00\", \"2022-11-19 00:31:03.000000+00:00\"], \"session_ids\": [\"63ab3045-7987-4bff-885f-69c8f5abeb29\", \"a0b3debf-4d69-454a-aabb-43c47da1e277\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.61}, \"45537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-04 10:27:15.000000+00:00\", \"2021-07-03 12:28:45.000000+00:00\"], \"session_ids\": [\"188671ee-deb1-4999-9668-c57608aab5af\", \"99b80ef4-6ec7-4937-b5ca-2a71492c86ad\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}, \"95129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-28 07:55:35.000000+00:00\", \"2020-12-07 23:56:54.000000+00:00\", \"2021-06-22 06:48:37.000000+00:00\", \"2023-02-15 03:11:47.000000+00:00\", \"2020-03-25 19:03:20.000000+00:00\", \"2022-09-02 01:09:59.000000+00:00\", \"2019-01-21 06:50:46.000000+00:00\"], \"session_ids\": [\"007edb7a-0728-4105-b440-0eaea0b62668\", \"6bde28d8-f6e5-43d5-97ff-4036acb963e5\", \"c2669b84-7151-471e-9a8b-554ca45dc3c3\", \"2296b652-7b8f-4bc4-bfa0-0892666b24c7\", \"e41c98ea-0645-46db-b445-2aea1f3944be\", \"66132d83-cdca-4124-b063-592f9fc34547\", \"28fb3e34-4775-4a24-bd56-f6e2399696fc\"], \"total_duration\": 933.0, \"total_sessions\": 7, \"mean_week_duration\": 4.38}, \"40309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-18 12:28:22.000000+00:00\", \"2022-06-15 18:05:16.000000+00:00\", \"2021-08-23 10:45:28.000000+00:00\"], \"session_ids\": [\"72f10d98-7b2e-4879-b89f-cc1581aebcd6\", \"21e8f87f-624d-4412-98f5-026a49da4324\", \"0d0bcd46-8d03-40eb-8b50-5779e4edb235\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Cairo, Hanoi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Cairo\", \"Hanoi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-06 08:00:09.000000+00:00\", \"2022-01-01 02:44:57.000000+00:00\", \"2021-09-25 11:11:49.000000+00:00\"], \"session_ids\": [\"4db4aed0-d66f-4dd1-a470-a8e52ad0a4ce\", \"01ff6b68-dd25-4bc8-932d-48c748064a02\", \"9a59c9e5-c904-45b6-8942-2736c1fd4390\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.348}, \"51057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-29 01:02:30.000000+00:00\", \"2022-02-06 06:51:48.000000+00:00\", \"2019-11-04 16:16:25.000000+00:00\"], \"session_ids\": [\"e45f3142-8af2-468b-a6ef-5254df53a475\", \"211cf528-0de5-45c8-b7e0-74eb092dd43d\", \"0e803a78-3523-4caa-9a5b-e543bdfec7e3\"], \"total_duration\": 173.0, \"total_sessions\": 3, \"mean_week_duration\": 1.109}, \"75671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-10 14:31:04.000000+00:00\", \"2019-08-27 11:36:33.000000+00:00\", \"2020-03-04 20:54:56.000000+00:00\"], \"session_ids\": [\"cfd88b12-be49-48b7-8f7e-12747269f656\", \"24cbd1c7-fbcb-4256-a17d-2433b66c2a35\", \"ca11024d-2d85-4761-a287-0e5c45c80edd\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 1.384}, \"9734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-16 06:15:00.000000+00:00\", \"2021-01-30 14:48:13.000000+00:00\", \"2019-01-02 07:31:12.000000+00:00\"], \"session_ids\": [\"ca35154b-cdc3-4890-b852-0d72b9329e4c\", \"db4b2258-7e7a-4cac-87e0-bc78267b3648\", \"6ddad6d1-4570-4754-aee7-60e01e2bb7f9\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.343}, \"88336\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-29 20:57:45.000000+00:00\", \"2019-10-19 03:36:54.000000+00:00\", \"2023-02-23 00:12:28.000000+00:00\", \"2022-06-01 12:58:44.000000+00:00\"], \"session_ids\": [\"e7325f21-bda6-4b86-96fc-719c0d891827\", \"dc4f788b-027b-4dd4-93b4-a9b479a93be1\", \"af328b64-9c17-43e2-8c5f-46df215448a8\", \"4d3989d7-1f67-4b06-a998-5003da860a9f\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.474}, \"11342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-24 17:44:18.000000+00:00\", \"2020-02-04 08:01:44.000000+00:00\", \"2022-02-16 06:49:36.000000+00:00\", \"2021-04-29 03:52:26.000000+00:00\"], \"session_ids\": [\"80ea55c0-bd0a-42a7-8c58-a3b9646b21bd\", \"60775251-f28e-4e07-ae31-cb3718edb45d\", \"15e70fc3-8306-4f9d-8cf3-0dea8851a29d\", \"ab24fe53-e130-43ab-96f2-17634a4b6ce6\"], \"total_duration\": 505.0, \"total_sessions\": 4, \"mean_week_duration\": 3.531}, \"1847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-05-29 22:47:25.000000+00:00\", \"2022-11-19 00:31:03.000000+00:00\"], \"session_ids\": [\"63ab3045-7987-4bff-885f-69c8f5abeb29\", \"a0b3debf-4d69-454a-aabb-43c47da1e277\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.61}, \"45537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-04 10:27:15.000000+00:00\", \"2021-07-03 12:28:45.000000+00:00\"], \"session_ids\": [\"188671ee-deb1-4999-9668-c57608aab5af\", \"99b80ef4-6ec7-4937-b5ca-2a71492c86ad\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}, \"95129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-28 07:55:35.000000+00:00\", \"2020-12-07 23:56:54.000000+00:00\", \"2021-06-22 06:48:37.000000+00:00\", \"2023-02-15 03:11:47.000000+00:00\", \"2020-03-25 19:03:20.000000+00:00\", \"2022-09-02 01:09:59.000000+00:00\", \"2019-01-21 06:50:46.000000+00:00\"], \"session_ids\": [\"007edb7a-0728-4105-b440-0eaea0b62668\", \"6bde28d8-f6e5-43d5-97ff-4036acb963e5\", \"c2669b84-7151-471e-9a8b-554ca45dc3c3\", \"2296b652-7b8f-4bc4-bfa0-0892666b24c7\", \"e41c98ea-0645-46db-b445-2aea1f3944be\", \"66132d83-cdca-4124-b063-592f9fc34547\", \"28fb3e34-4775-4a24-bd56-f6e2399696fc\"], \"total_duration\": 933.0, \"total_sessions\": 7, \"mean_week_duration\": 4.38}, \"40309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-18 12:28:22.000000+00:00\", \"2022-06-15 18:05:16.000000+00:00\", \"2021-08-23 10:45:28.000000+00:00\"], \"session_ids\": [\"72f10d98-7b2e-4879-b89f-cc1581aebcd6\", \"21e8f87f-624d-4412-98f5-026a49da4324\", \"0d0bcd46-8d03-40eb-8b50-5779e4edb235\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"45537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-04 10:27:15.000000+00:00\", \"2021-07-03 12:28:45.000000+00:00\"], \"session_ids\": [\"188671ee-deb1-4999-9668-c57608aab5af\", \"99b80ef4-6ec7-4937-b5ca-2a71492c86ad\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}}, {\"9734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-16 06:15:00.000000+00:00\", \"2021-01-30 14:48:13.000000+00:00\", \"2019-01-02 07:31:12.000000+00:00\"], \"session_ids\": [\"ca35154b-cdc3-4890-b852-0d72b9329e4c\", \"db4b2258-7e7a-4cac-87e0-bc78267b3648\", \"6ddad6d1-4570-4754-aee7-60e01e2bb7f9\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.343}}, {\"61880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-06 08:00:09.000000+00:00\", \"2022-01-01 02:44:57.000000+00:00\", \"2021-09-25 11:11:49.000000+00:00\"], \"session_ids\": [\"4db4aed0-d66f-4dd1-a470-a8e52ad0a4ce\", \"01ff6b68-dd25-4bc8-932d-48c748064a02\", \"9a59c9e5-c904-45b6-8942-2736c1fd4390\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.348}}, {\"88336\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-29 20:57:45.000000+00:00\", \"2019-10-19 03:36:54.000000+00:00\", \"2023-02-23 00:12:28.000000+00:00\", \"2022-06-01 12:58:44.000000+00:00\"], \"session_ids\": [\"e7325f21-bda6-4b86-96fc-719c0d891827\", \"dc4f788b-027b-4dd4-93b4-a9b479a93be1\", \"af328b64-9c17-43e2-8c5f-46df215448a8\", \"4d3989d7-1f67-4b06-a998-5003da860a9f\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.474}}, {\"40309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-18 12:28:22.000000+00:00\", \"2022-06-15 18:05:16.000000+00:00\", \"2021-08-23 10:45:28.000000+00:00\"], \"session_ids\": [\"72f10d98-7b2e-4879-b89f-cc1581aebcd6\", \"21e8f87f-624d-4412-98f5-026a49da4324\", \"0d0bcd46-8d03-40eb-8b50-5779e4edb235\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"51057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-29 01:02:30.000000+00:00\", \"2022-02-06 06:51:48.000000+00:00\", \"2019-11-04 16:16:25.000000+00:00\"], \"session_ids\": [\"e45f3142-8af2-468b-a6ef-5254df53a475\", \"211cf528-0de5-45c8-b7e0-74eb092dd43d\", \"0e803a78-3523-4caa-9a5b-e543bdfec7e3\"], \"total_duration\": 173.0, \"total_sessions\": 3, \"mean_week_duration\": 1.109}}, {\"75671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-10 14:31:04.000000+00:00\", \"2019-08-27 11:36:33.000000+00:00\", \"2020-03-04 20:54:56.000000+00:00\"], \"session_ids\": [\"cfd88b12-be49-48b7-8f7e-12747269f656\", \"24cbd1c7-fbcb-4256-a17d-2433b66c2a35\", \"ca11024d-2d85-4761-a287-0e5c45c80edd\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 1.384}}, {\"1847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-05-29 22:47:25.000000+00:00\", \"2022-11-19 00:31:03.000000+00:00\"], \"session_ids\": [\"63ab3045-7987-4bff-885f-69c8f5abeb29\", \"a0b3debf-4d69-454a-aabb-43c47da1e277\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.61}}, {\"11342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-24 17:44:18.000000+00:00\", \"2020-02-04 08:01:44.000000+00:00\", \"2022-02-16 06:49:36.000000+00:00\", \"2021-04-29 03:52:26.000000+00:00\"], \"session_ids\": [\"80ea55c0-bd0a-42a7-8c58-a3b9646b21bd\", \"60775251-f28e-4e07-ae31-cb3718edb45d\", \"15e70fc3-8306-4f9d-8cf3-0dea8851a29d\", \"ab24fe53-e130-43ab-96f2-17634a4b6ce6\"], \"total_duration\": 505.0, \"total_sessions\": 4, \"mean_week_duration\": 3.531}}, {\"95129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-28 07:55:35.000000+00:00\", \"2020-12-07 23:56:54.000000+00:00\", \"2021-06-22 06:48:37.000000+00:00\", \"2023-02-15 03:11:47.000000+00:00\", \"2020-03-25 19:03:20.000000+00:00\", \"2022-09-02 01:09:59.000000+00:00\", \"2019-01-21 06:50:46.000000+00:00\"], \"session_ids\": [\"007edb7a-0728-4105-b440-0eaea0b62668\", \"6bde28d8-f6e5-43d5-97ff-4036acb963e5\", \"c2669b84-7151-471e-9a8b-554ca45dc3c3\", \"2296b652-7b8f-4bc4-bfa0-0892666b24c7\", \"e41c98ea-0645-46db-b445-2aea1f3944be\", \"66132d83-cdca-4124-b063-592f9fc34547\", \"28fb3e34-4775-4a24-bd56-f6e2399696fc\"], \"total_duration\": 933.0, \"total_sessions\": 7, \"mean_week_duration\": 4.38}}]\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[{\"45537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-04 10:27:15.000000+00:00\", \"2021-07-03 12:28:45.000000+00:00\"], \"session_ids\": [\"188671ee-deb1-4999-9668-c57608aab5af\", \"99b80ef4-6ec7-4937-b5ca-2a71492c86ad\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}}]\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[{\"45537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-04 10:27:15.000000+00:00\", \"2021-07-03 12:28:45.000000+00:00\"], \"session_ids\": [\"188671ee-deb1-4999-9668-c57608aab5af\", \"99b80ef4-6ec7-4937-b5ca-2a71492c86ad\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about user who belongs to city Helsinki + implement sorting by duration of sessions per week descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36018\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-04-14 12:55:42.000000+00:00\", \"2020-10-10 23:35:26.000000+00:00\", \"2020-12-23 21:09:10.000000+00:00\"], \"session_ids\": [\"0d47e1be-cae4-4690-a5e0-1de8ac9adfc0\", \"9bd4bd45-d434-4c33-8c42-768681df6a5d\", \"651b92c7-0eb2-4194-a515-9f606e6dc0ee\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 6.763}, \"97475\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-29 18:43:55.000000+00:00\", \"2021-09-18 19:23:59.000000+00:00\", \"2023-04-02 21:41:00.000000+00:00\"], \"session_ids\": [\"818046cf-9a92-41a4-8509-967539b1234e\", \"a6fceffd-f5fc-455a-991f-4b56c0b7c22e\", \"47b8fed8-2ede-462d-a429-b527aaf7bd09\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 4.951}, \"5524\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-08 12:26:11.000000+00:00\", \"2021-12-13 02:46:41.000000+00:00\", \"2021-06-10 23:51:30.000000+00:00\", \"2019-04-08 18:57:41.000000+00:00\", \"2020-06-29 17:40:27.000000+00:00\", \"2021-07-08 05:56:56.000000+00:00\", \"2019-06-01 18:02:33.000000+00:00\", \"2023-02-18 13:43:58.000000+00:00\"], \"session_ids\": [\"1a5f5131-d06e-400b-83b2-216289be27e4\", \"049fec24-6539-4bda-950d-e663e3ac4013\", \"b7986de3-1fff-4092-893a-472ae5e36b55\", \"d55d6072-93ee-4b98-ab9d-4d1c37427eab\", \"acd63c2e-dc41-40ec-bba2-41a804636b4b\", \"8197062e-50f6-4139-bd81-9d0a85309dfd\", \"17266411-6629-44d8-8476-87b19157d143\", \"c043fb9a-427d-4499-9f1a-f5fb7a2e46f5\"], \"total_duration\": 6156.0, \"total_sessions\": 8, \"mean_week_duration\": 30.475}, \"67721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-01 19:28:26.000000+00:00\", \"2023-06-11 17:14:15.000000+00:00\"], \"session_ids\": [\"5d8f94f9-5045-4374-b696-1e8c9fd9d37a\", \"c6e36190-c1d1-4710-8d0f-84265b8abae5\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 6.634}, \"97668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-28 07:22:15.000000+00:00\", \"2021-03-14 10:42:00.000000+00:00\"], \"session_ids\": [\"4ff910a7-cafd-4ad6-a724-d631454d2541\", \"df0d569e-b5b1-462e-b638-9c375c412971\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.894}, \"66645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-01 11:32:08.000000+00:00\", \"2020-05-12 09:00:06.000000+00:00\"], \"session_ids\": [\"5ad1ffde-2c5e-46a6-873d-d69cf3e2cc54\", \"cd23a40c-bf43-4737-8d3c-9d1043425111\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 11.125}, \"71168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-12-02 03:28:06.000000+00:00\", \"2019-01-04 20:21:44.000000+00:00\", \"2020-04-13 14:56:44.000000+00:00\", \"2021-09-29 03:04:23.000000+00:00\", \"2019-01-02 10:46:46.000000+00:00\", \"2020-01-17 01:19:37.000000+00:00\"], \"session_ids\": [\"861396cf-71ff-4680-9672-98d56d1d9df8\", \"781f34af-0288-407f-a160-5e63e0e3e184\", \"b367d531-bafd-4ff4-ae9a-e9a9c782f545\", \"d88309fa-9659-4b72-a732-26621595baff\", \"5019d86b-d4b1-4469-ad81-67483db36cbd\", \"e6681bb8-ed76-4a6b-b50a-c3d98a44acfe\"], \"total_duration\": 3715.0, \"total_sessions\": 6, \"mean_week_duration\": 25.979}, \"96363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-08 09:40:05.000000+00:00\", \"2021-12-01 18:45:14.000000+00:00\"], \"session_ids\": [\"e16b9752-8496-43c3-b682-ba40e8941d78\", \"503ef801-8c86-454d-9245-64438d754984\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.563}, \"94495\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-01 01:38:44.000000+00:00\", \"2022-05-06 20:39:51.000000+00:00\", \"2019-03-19 01:25:03.000000+00:00\"], \"session_ids\": [\"632aa4d7-0809-452e-9d79-0ddfe6f00cde\", \"553d85f0-b8ce-42cd-bc79-3c1fc999f652\", \"ddf98aec-ce02-40dd-9013-a285694e0ff7\"], \"total_duration\": 86.0, \"total_sessions\": 3, \"mean_week_duration\": 0.524}, \"73411\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-03-01 10:59:46.000000+00:00\", \"2019-02-02 20:50:52.000000+00:00\"], \"session_ids\": [\"8e56a75d-f99a-4506-abb1-d2928bb3649e\", \"0c199c70-dd3e-4d0e-8bae-8c72e865aff4\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 7.75}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Helsinki" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Helsinki\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-08 09:40:05.000000+00:00\", \"2021-12-01 18:45:14.000000+00:00\"], \"session_ids\": [\"e16b9752-8496-43c3-b682-ba40e8941d78\", \"503ef801-8c86-454d-9245-64438d754984\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.563}}\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[{\"96363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-08 09:40:05.000000+00:00\", \"2021-12-01 18:45:14.000000+00:00\"], \"session_ids\": [\"e16b9752-8496-43c3-b682-ba40e8941d78\", \"503ef801-8c86-454d-9245-64438d754984\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.563}}]\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[{\"96363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-08 09:40:05.000000+00:00\", \"2021-12-01 18:45:14.000000+00:00\"], \"session_ids\": [\"e16b9752-8496-43c3-b682-ba40e8941d78\", \"503ef801-8c86-454d-9245-64438d754984\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.563}}]\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[{\"96363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-08 09:40:05.000000+00:00\", \"2021-12-01 18:45:14.000000+00:00\"], \"session_ids\": [\"e16b9752-8496-43c3-b682-ba40e8941d78\", \"503ef801-8c86-454d-9245-64438d754984\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.563}}]\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 3 users whose mean_week_duration is strictly greater than 15 , perform sorting by mean week duration decliningly plus keep only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-17 16:26:02.000000+00:00\", \"2023-05-30 21:51:41.000000+00:00\"], \"session_ids\": [\"16abf269-aa45-42a6-ae5b-045983f2d5cf\", \"a71ea5d8-4f61-4175-aff6-b9fcb24848eb\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 1.622}, \"12819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-09 14:54:33.000000+00:00\", \"2021-05-27 15:17:26.000000+00:00\"], \"session_ids\": [\"e618c31f-2835-4df8-bbe2-85305eb81574\", \"aefaeba1-310f-496c-a09f-fe194f3e1244\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}, \"78120\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-20 15:36:50.000000+00:00\", \"2022-03-23 07:50:15.000000+00:00\", \"2019-03-28 23:26:32.000000+00:00\", \"2021-04-26 10:32:07.000000+00:00\"], \"session_ids\": [\"83c8cb2e-8393-4c6d-973e-ecd1e1f7fb4b\", \"ebc8414b-8366-44f3-bd1b-e54240e5b37f\", \"a16c8bdc-b3a5-477d-bb83-47ea77339c8c\", \"7cde3fb3-f402-48bd-8175-0b55ded2c24f\"], \"total_duration\": 145.0, \"total_sessions\": 4, \"mean_week_duration\": 0.929}, \"89117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-07 09:30:16.000000+00:00\", \"2020-12-18 11:37:05.000000+00:00\", \"2020-11-11 14:27:51.000000+00:00\", \"2020-12-17 09:08:13.000000+00:00\"], \"session_ids\": [\"8cc6a8df-3245-485c-87e8-32990ce61d44\", \"686c6d39-4c0a-4e7d-8e9d-ed8d11a49b15\", \"1c656be4-ae10-458b-8a15-fed3f8f414ce\", \"9202b3b8-c9f3-48fe-a37a-cc0cbf505748\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 23.365}, \"65186\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-27 04:40:25.000000+00:00\", \"2019-01-22 19:26:06.000000+00:00\", \"2022-04-10 17:04:29.000000+00:00\"], \"session_ids\": [\"02aa3be6-7e9c-408e-9e5c-9e3df9459b47\", \"98bc5012-455d-49c4-aa51-0dc22c79bf17\", \"1f7f8e63-a3cc-4741-837e-241757bf6f6b\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.405}, \"42711\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-02-26 20:43:09.000000+00:00\", \"2022-12-22 04:56:17.000000+00:00\", \"2022-02-25 10:15:40.000000+00:00\", \"2021-06-28 16:29:12.000000+00:00\"], \"session_ids\": [\"621c967c-b90e-47ad-a9fb-81b24ae615f8\", \"4746fe7e-1562-4f10-8b0e-a34dd1605780\", \"cc34a604-771b-4fd9-bb65-2693cc564615\", \"2c74f130-e921-4e93-a276-3e4f4f654b1a\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.215}, \"82090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-19 20:20:39.000000+00:00\", \"2021-04-30 20:20:45.000000+00:00\"], \"session_ids\": [\"8a697518-be0a-4125-9a5c-b446bed696ef\", \"b066e4ba-e4c6-4904-9baf-7ec2c51cdd1d\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 2.398}, \"37489\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-02 01:36:14.000000+00:00\", \"2020-12-11 01:46:03.000000+00:00\", \"2021-12-28 02:38:24.000000+00:00\", \"2022-12-21 03:20:44.000000+00:00\", \"2019-10-10 06:23:43.000000+00:00\", \"2019-06-22 21:23:57.000000+00:00\", \"2023-01-02 02:22:00.000000+00:00\", \"2020-03-24 10:47:12.000000+00:00\"], \"session_ids\": [\"f55fea82-375d-4fda-9f55-e9be3a88dd8c\", \"93695e21-b8a5-4e91-bb75-3c9cb9acc06f\", \"4824c8fa-e7e5-4310-aeff-6642b5128ebf\", \"50ea0789-9716-4d28-8a45-a7da8608b3ff\", \"940e4b29-6f56-409a-91e6-58be7b95c635\", \"c64adafc-0424-4d18-a2af-5c11e355b774\", \"390c5a54-3e2b-484b-9cb0-35361a45bd67\", \"23fdd7da-5ea3-4d42-883d-2659881fc09a\"], \"total_duration\": 421.0, \"total_sessions\": 8, \"mean_week_duration\": 2.276}, \"76786\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-06 19:32:57.000000+00:00\", \"2020-05-04 23:13:12.000000+00:00\"], \"session_ids\": [\"07e81630-9ce1-42cd-82b0-1ec17c0d1ab0\", \"5e58461c-1ca7-47a8-a50c-84bff724290b\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.03}, \"84812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-02 06:24:32.000000+00:00\", \"2023-04-02 11:38:41.000000+00:00\"], \"session_ids\": [\"089648a4-caf8-45e3-9ebe-b795445d4196\", \"16d52568-7c79-4e0a-b101-02699930ba41\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 3.518}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 15" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[15, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-07 09:30:16.000000+00:00\", \"2020-12-18 11:37:05.000000+00:00\", \"2020-11-11 14:27:51.000000+00:00\", \"2020-12-17 09:08:13.000000+00:00\"], \"session_ids\": [\"8cc6a8df-3245-485c-87e8-32990ce61d44\", \"686c6d39-4c0a-4e7d-8e9d-ed8d11a49b15\", \"1c656be4-ae10-458b-8a15-fed3f8f414ce\", \"9202b3b8-c9f3-48fe-a37a-cc0cbf505748\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 23.365}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-07 09:30:16.000000+00:00\", \"2020-12-18 11:37:05.000000+00:00\", \"2020-11-11 14:27:51.000000+00:00\", \"2020-12-17 09:08:13.000000+00:00\"], \"session_ids\": [\"8cc6a8df-3245-485c-87e8-32990ce61d44\", \"686c6d39-4c0a-4e7d-8e9d-ed8d11a49b15\", \"1c656be4-ae10-458b-8a15-fed3f8f414ce\", \"9202b3b8-c9f3-48fe-a37a-cc0cbf505748\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 23.365}}]\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[{\"89117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-07 09:30:16.000000+00:00\", \"2020-12-18 11:37:05.000000+00:00\", \"2020-11-11 14:27:51.000000+00:00\", \"2020-12-17 09:08:13.000000+00:00\"], \"session_ids\": [\"8cc6a8df-3245-485c-87e8-32990ce61d44\", \"686c6d39-4c0a-4e7d-8e9d-ed8d11a49b15\", \"1c656be4-ae10-458b-8a15-fed3f8f414ce\", \"9202b3b8-c9f3-48fe-a37a-cc0cbf505748\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 23.365}}]\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[{\"89117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-07 09:30:16.000000+00:00\", \"2020-12-18 11:37:05.000000+00:00\", \"2020-11-11 14:27:51.000000+00:00\", \"2020-12-17 09:08:13.000000+00:00\"], \"session_ids\": [\"8cc6a8df-3245-485c-87e8-32990ce61d44\", \"686c6d39-4c0a-4e7d-8e9d-ed8d11a49b15\", \"1c656be4-ae10-458b-8a15-fed3f8f414ce\", \"9202b3b8-c9f3-48fe-a37a-cc0cbf505748\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 23.365}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about users who aren't inhabitants of cities Ho Chi Minh City, Paris, Moscow, Rio de Janeiro, Bogota, Tokyo, San Salvador , moreover implement sorting by sessions count ascending." } ]
[ { "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{\"85792\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-06 05:32:34.000000+00:00\", \"2019-07-09 06:32:38.000000+00:00\"], \"session_ids\": [\"3b9f728b-dc98-4dd3-be9a-bd53eb70c253\", \"d8bdbcfe-14db-47ce-b40d-f7776adb681b\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.578}, \"52165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-24 23:03:12.000000+00:00\", \"2021-01-18 02:33:49.000000+00:00\", \"2021-10-26 20:57:55.000000+00:00\"], \"session_ids\": [\"b7a86d84-8335-4898-91d9-6bf71394ff6e\", \"2383dc3c-69a1-4710-9d95-036bd1a55e3a\", \"7c254fd3-4c55-4e06-a661-bedae74b8310\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 4.869}, \"5023\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-15 15:10:16.000000+00:00\", \"2022-06-03 11:45:45.000000+00:00\", \"2021-04-27 17:35:25.000000+00:00\", \"2021-02-07 06:25:11.000000+00:00\", \"2020-04-18 11:51:11.000000+00:00\", \"2021-12-18 17:54:39.000000+00:00\", \"2022-03-25 02:24:31.000000+00:00\", \"2023-06-01 08:16:33.000000+00:00\"], \"session_ids\": [\"a69fba24-3479-48b2-8d10-30ee7fdc999e\", \"77070d32-735a-446c-b07e-f2faa249c464\", \"fd1d03c5-bbc2-4d88-8478-d531576113c5\", \"a6c6d4a5-cbef-4e34-98c3-7629ae592301\", \"ca7a0860-09a8-4d8b-85dd-7b81e726ea15\", \"a4ae9774-7ceb-4120-9a93-01239a5c98a3\", \"fb5fbd5f-0408-4b4f-acc8-a5cc0d98c451\", \"4fe928b6-044c-415f-b8b5-763b95464f89\"], \"total_duration\": 1456.0, \"total_sessions\": 8, \"mean_week_duration\": 8.933}, \"43148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-03 09:28:36.000000+00:00\", \"2023-06-02 11:25:46.000000+00:00\"], \"session_ids\": [\"b39c74c5-9129-4090-86f2-23c15d069cd2\", \"aea202e1-fc46-42bc-ae2b-35e668ed3501\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.022}, \"99874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-11 17:20:13.000000+00:00\", \"2022-02-21 16:48:19.000000+00:00\"], \"session_ids\": [\"6ee3f18c-576d-46e5-9dcf-7b09e544252a\", \"3b3ffe79-0981-47e2-b939-6cb7d9e09fd3\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.594}, \"34726\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-16 20:05:08.000000+00:00\", \"2022-02-07 04:04:19.000000+00:00\", \"2020-06-17 11:32:27.000000+00:00\"], \"session_ids\": [\"9a8f32b1-7639-4321-8cc8-43d6ad36f84a\", \"5cadbe86-4d45-40cd-a3dd-0dcbe3dec02d\", \"e6c5487d-9e67-437b-b386-6af04ed68d1e\"], \"total_duration\": 686.0, \"total_sessions\": 3, \"mean_week_duration\": 5.081}, \"48032\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-06 17:30:17.000000+00:00\", \"2019-03-04 09:37:52.000000+00:00\"], \"session_ids\": [\"54b3fc3d-99cb-4161-9084-48cf56f144bf\", \"234b4775-e03b-4c5e-ba23-a2850639752b\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 10.222}, \"51367\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-01 06:52:41.000000+00:00\", \"2022-09-12 03:38:17.000000+00:00\"], \"session_ids\": [\"2bcd3d31-8514-4492-9d52-b8cfe31f8498\", \"cc9dfdea-dc9c-4ea8-b669-e6baa743876a\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}, \"1501\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 14:50:26.000000+00:00\", \"2021-08-29 03:51:45.000000+00:00\", \"2019-10-14 17:08:19.000000+00:00\", \"2021-10-08 09:27:25.000000+00:00\", \"2022-07-09 10:02:56.000000+00:00\", \"2020-06-23 15:36:12.000000+00:00\", \"2021-09-04 07:21:21.000000+00:00\", \"2021-06-26 15:59:56.000000+00:00\", \"2023-05-21 06:21:17.000000+00:00\"], \"session_ids\": [\"6158d701-fa8f-409e-8138-61e77836fef2\", \"b56f0645-bc5b-4370-8f98-bc79bfc9e82b\", \"a279acaa-21e8-48af-85c2-ab8417c4e9d8\", \"2bf567e4-2080-4ab5-afca-f6192d7a1201\", \"c1a76258-78d6-4a12-abe0-dce25ccdf1a4\", \"99225934-303c-471b-943b-a3edf5c5e5f6\", \"22f3e165-1a9e-4c58-b2b2-554eafdb4278\", \"65732ea0-dcbc-4e74-a289-b71452546bcd\", \"6583f5df-ae0a-488d-9ffb-f5135473dd6a\"], \"total_duration\": 1901.0, \"total_sessions\": 9, \"mean_week_duration\": 10.112}, \"60364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-23 16:46:37.000000+00:00\", \"2023-06-07 19:31:05.000000+00:00\", \"2023-04-14 17:30:47.000000+00:00\", \"2020-02-08 08:43:32.000000+00:00\", \"2021-12-14 06:00:25.000000+00:00\", \"2020-01-16 01:44:32.000000+00:00\", \"2022-02-19 18:25:17.000000+00:00\", \"2023-03-18 16:56:06.000000+00:00\", \"2021-03-28 13:05:06.000000+00:00\"], \"session_ids\": [\"ad35b1b2-4f49-4a8c-aa17-58a83811ad53\", \"398f34cc-049a-4db6-bf4c-3df99364875c\", \"ff89360e-0a1a-4d37-9a71-ba39bdc331d9\", \"74792d23-7354-4ee1-9731-4af6f2466e80\", \"e575ebd8-3032-4690-966c-7506156d0d50\", \"52c26259-ff5c-411c-ab60-8cca7cf42f48\", \"32ee0e22-7a2a-4c43-905c-a958f4975838\", \"c6f1d01d-4947-4884-90b7-91d51ff33fca\", \"e671d5a6-a983-49b9-a9fe-8b2de29f288a\"], \"total_duration\": 364.0, \"total_sessions\": 9, \"mean_week_duration\": 1.838}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Ho Chi Minh City, Parare, Moscow, Rio de Janeiro, Bogota, Tokyo, San Salvador" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Ho Chi Minh City\", \"Paris\", \"Moscow\", \"Rio de Janeiro\", \"Bogota\", \"Tokyo\", \"San Salvador\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85792\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-06 05:32:34.000000+00:00\", \"2019-07-09 06:32:38.000000+00:00\"], \"session_ids\": [\"3b9f728b-dc98-4dd3-be9a-bd53eb70c253\", \"d8bdbcfe-14db-47ce-b40d-f7776adb681b\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.578}, \"52165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-24 23:03:12.000000+00:00\", \"2021-01-18 02:33:49.000000+00:00\", \"2021-10-26 20:57:55.000000+00:00\"], \"session_ids\": [\"b7a86d84-8335-4898-91d9-6bf71394ff6e\", \"2383dc3c-69a1-4710-9d95-036bd1a55e3a\", \"7c254fd3-4c55-4e06-a661-bedae74b8310\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 4.869}, \"5023\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-15 15:10:16.000000+00:00\", \"2022-06-03 11:45:45.000000+00:00\", \"2021-04-27 17:35:25.000000+00:00\", \"2021-02-07 06:25:11.000000+00:00\", \"2020-04-18 11:51:11.000000+00:00\", \"2021-12-18 17:54:39.000000+00:00\", \"2022-03-25 02:24:31.000000+00:00\", \"2023-06-01 08:16:33.000000+00:00\"], \"session_ids\": [\"a69fba24-3479-48b2-8d10-30ee7fdc999e\", \"77070d32-735a-446c-b07e-f2faa249c464\", \"fd1d03c5-bbc2-4d88-8478-d531576113c5\", \"a6c6d4a5-cbef-4e34-98c3-7629ae592301\", \"ca7a0860-09a8-4d8b-85dd-7b81e726ea15\", \"a4ae9774-7ceb-4120-9a93-01239a5c98a3\", \"fb5fbd5f-0408-4b4f-acc8-a5cc0d98c451\", \"4fe928b6-044c-415f-b8b5-763b95464f89\"], \"total_duration\": 1456.0, \"total_sessions\": 8, \"mean_week_duration\": 8.933}, \"43148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-03 09:28:36.000000+00:00\", \"2023-06-02 11:25:46.000000+00:00\"], \"session_ids\": [\"b39c74c5-9129-4090-86f2-23c15d069cd2\", \"aea202e1-fc46-42bc-ae2b-35e668ed3501\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.022}, \"99874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-11 17:20:13.000000+00:00\", \"2022-02-21 16:48:19.000000+00:00\"], \"session_ids\": [\"6ee3f18c-576d-46e5-9dcf-7b09e544252a\", \"3b3ffe79-0981-47e2-b939-6cb7d9e09fd3\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.594}, \"34726\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-16 20:05:08.000000+00:00\", \"2022-02-07 04:04:19.000000+00:00\", \"2020-06-17 11:32:27.000000+00:00\"], \"session_ids\": [\"9a8f32b1-7639-4321-8cc8-43d6ad36f84a\", \"5cadbe86-4d45-40cd-a3dd-0dcbe3dec02d\", \"e6c5487d-9e67-437b-b386-6af04ed68d1e\"], \"total_duration\": 686.0, \"total_sessions\": 3, \"mean_week_duration\": 5.081}, \"48032\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-06 17:30:17.000000+00:00\", \"2019-03-04 09:37:52.000000+00:00\"], \"session_ids\": [\"54b3fc3d-99cb-4161-9084-48cf56f144bf\", \"234b4775-e03b-4c5e-ba23-a2850639752b\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 10.222}, \"51367\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-01 06:52:41.000000+00:00\", \"2022-09-12 03:38:17.000000+00:00\"], \"session_ids\": [\"2bcd3d31-8514-4492-9d52-b8cfe31f8498\", \"cc9dfdea-dc9c-4ea8-b669-e6baa743876a\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}, \"1501\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 14:50:26.000000+00:00\", \"2021-08-29 03:51:45.000000+00:00\", \"2019-10-14 17:08:19.000000+00:00\", \"2021-10-08 09:27:25.000000+00:00\", \"2022-07-09 10:02:56.000000+00:00\", \"2020-06-23 15:36:12.000000+00:00\", \"2021-09-04 07:21:21.000000+00:00\", \"2021-06-26 15:59:56.000000+00:00\", \"2023-05-21 06:21:17.000000+00:00\"], \"session_ids\": [\"6158d701-fa8f-409e-8138-61e77836fef2\", \"b56f0645-bc5b-4370-8f98-bc79bfc9e82b\", \"a279acaa-21e8-48af-85c2-ab8417c4e9d8\", \"2bf567e4-2080-4ab5-afca-f6192d7a1201\", \"c1a76258-78d6-4a12-abe0-dce25ccdf1a4\", \"99225934-303c-471b-943b-a3edf5c5e5f6\", \"22f3e165-1a9e-4c58-b2b2-554eafdb4278\", \"65732ea0-dcbc-4e74-a289-b71452546bcd\", \"6583f5df-ae0a-488d-9ffb-f5135473dd6a\"], \"total_duration\": 1901.0, \"total_sessions\": 9, \"mean_week_duration\": 10.112}, \"60364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-23 16:46:37.000000+00:00\", \"2023-06-07 19:31:05.000000+00:00\", \"2023-04-14 17:30:47.000000+00:00\", \"2020-02-08 08:43:32.000000+00:00\", \"2021-12-14 06:00:25.000000+00:00\", \"2020-01-16 01:44:32.000000+00:00\", \"2022-02-19 18:25:17.000000+00:00\", \"2023-03-18 16:56:06.000000+00:00\", \"2021-03-28 13:05:06.000000+00:00\"], \"session_ids\": [\"ad35b1b2-4f49-4a8c-aa17-58a83811ad53\", \"398f34cc-049a-4db6-bf4c-3df99364875c\", \"ff89360e-0a1a-4d37-9a71-ba39bdc331d9\", \"74792d23-7354-4ee1-9731-4af6f2466e80\", \"e575ebd8-3032-4690-966c-7506156d0d50\", \"52c26259-ff5c-411c-ab60-8cca7cf42f48\", \"32ee0e22-7a2a-4c43-905c-a958f4975838\", \"c6f1d01d-4947-4884-90b7-91d51ff33fca\", \"e671d5a6-a983-49b9-a9fe-8b2de29f288a\"], \"total_duration\": 364.0, \"total_sessions\": 9, \"mean_week_duration\": 1.838}}\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[{\"85792\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-06 05:32:34.000000+00:00\", \"2019-07-09 06:32:38.000000+00:00\"], \"session_ids\": [\"3b9f728b-dc98-4dd3-be9a-bd53eb70c253\", \"d8bdbcfe-14db-47ce-b40d-f7776adb681b\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.578}}, {\"43148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-03 09:28:36.000000+00:00\", \"2023-06-02 11:25:46.000000+00:00\"], \"session_ids\": [\"b39c74c5-9129-4090-86f2-23c15d069cd2\", \"aea202e1-fc46-42bc-ae2b-35e668ed3501\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.022}}, {\"99874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-11 17:20:13.000000+00:00\", \"2022-02-21 16:48:19.000000+00:00\"], \"session_ids\": [\"6ee3f18c-576d-46e5-9dcf-7b09e544252a\", \"3b3ffe79-0981-47e2-b939-6cb7d9e09fd3\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.594}}, {\"48032\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-06 17:30:17.000000+00:00\", \"2019-03-04 09:37:52.000000+00:00\"], \"session_ids\": [\"54b3fc3d-99cb-4161-9084-48cf56f144bf\", \"234b4775-e03b-4c5e-ba23-a2850639752b\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 10.222}}, {\"51367\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-01 06:52:41.000000+00:00\", \"2022-09-12 03:38:17.000000+00:00\"], \"session_ids\": [\"2bcd3d31-8514-4492-9d52-b8cfe31f8498\", \"cc9dfdea-dc9c-4ea8-b669-e6baa743876a\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}}, {\"52165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-24 23:03:12.000000+00:00\", \"2021-01-18 02:33:49.000000+00:00\", \"2021-10-26 20:57:55.000000+00:00\"], \"session_ids\": [\"b7a86d84-8335-4898-91d9-6bf71394ff6e\", \"2383dc3c-69a1-4710-9d95-036bd1a55e3a\", \"7c254fd3-4c55-4e06-a661-bedae74b8310\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 4.869}}, {\"34726\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-16 20:05:08.000000+00:00\", \"2022-02-07 04:04:19.000000+00:00\", \"2020-06-17 11:32:27.000000+00:00\"], \"session_ids\": [\"9a8f32b1-7639-4321-8cc8-43d6ad36f84a\", \"5cadbe86-4d45-40cd-a3dd-0dcbe3dec02d\", \"e6c5487d-9e67-437b-b386-6af04ed68d1e\"], \"total_duration\": 686.0, \"total_sessions\": 3, \"mean_week_duration\": 5.081}}, {\"5023\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-15 15:10:16.000000+00:00\", \"2022-06-03 11:45:45.000000+00:00\", \"2021-04-27 17:35:25.000000+00:00\", \"2021-02-07 06:25:11.000000+00:00\", \"2020-04-18 11:51:11.000000+00:00\", \"2021-12-18 17:54:39.000000+00:00\", \"2022-03-25 02:24:31.000000+00:00\", \"2023-06-01 08:16:33.000000+00:00\"], \"session_ids\": [\"a69fba24-3479-48b2-8d10-30ee7fdc999e\", \"77070d32-735a-446c-b07e-f2faa249c464\", \"fd1d03c5-bbc2-4d88-8478-d531576113c5\", \"a6c6d4a5-cbef-4e34-98c3-7629ae592301\", \"ca7a0860-09a8-4d8b-85dd-7b81e726ea15\", \"a4ae9774-7ceb-4120-9a93-01239a5c98a3\", \"fb5fbd5f-0408-4b4f-acc8-a5cc0d98c451\", \"4fe928b6-044c-415f-b8b5-763b95464f89\"], \"total_duration\": 1456.0, \"total_sessions\": 8, \"mean_week_duration\": 8.933}}, {\"1501\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 14:50:26.000000+00:00\", \"2021-08-29 03:51:45.000000+00:00\", \"2019-10-14 17:08:19.000000+00:00\", \"2021-10-08 09:27:25.000000+00:00\", \"2022-07-09 10:02:56.000000+00:00\", \"2020-06-23 15:36:12.000000+00:00\", \"2021-09-04 07:21:21.000000+00:00\", \"2021-06-26 15:59:56.000000+00:00\", \"2023-05-21 06:21:17.000000+00:00\"], \"session_ids\": [\"6158d701-fa8f-409e-8138-61e77836fef2\", \"b56f0645-bc5b-4370-8f98-bc79bfc9e82b\", \"a279acaa-21e8-48af-85c2-ab8417c4e9d8\", \"2bf567e4-2080-4ab5-afca-f6192d7a1201\", \"c1a76258-78d6-4a12-abe0-dce25ccdf1a4\", \"99225934-303c-471b-943b-a3edf5c5e5f6\", \"22f3e165-1a9e-4c58-b2b2-554eafdb4278\", \"65732ea0-dcbc-4e74-a289-b71452546bcd\", \"6583f5df-ae0a-488d-9ffb-f5135473dd6a\"], \"total_duration\": 1901.0, \"total_sessions\": 9, \"mean_week_duration\": 10.112}}, {\"60364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-23 16:46:37.000000+00:00\", \"2023-06-07 19:31:05.000000+00:00\", \"2023-04-14 17:30:47.000000+00:00\", \"2020-02-08 08:43:32.000000+00:00\", \"2021-12-14 06:00:25.000000+00:00\", \"2020-01-16 01:44:32.000000+00:00\", \"2022-02-19 18:25:17.000000+00:00\", \"2023-03-18 16:56:06.000000+00:00\", \"2021-03-28 13:05:06.000000+00:00\"], \"session_ids\": [\"ad35b1b2-4f49-4a8c-aa17-58a83811ad53\", \"398f34cc-049a-4db6-bf4c-3df99364875c\", \"ff89360e-0a1a-4d37-9a71-ba39bdc331d9\", \"74792d23-7354-4ee1-9731-4af6f2466e80\", \"e575ebd8-3032-4690-966c-7506156d0d50\", \"52c26259-ff5c-411c-ab60-8cca7cf42f48\", \"32ee0e22-7a2a-4c43-905c-a958f4975838\", \"c6f1d01d-4947-4884-90b7-91d51ff33fca\", \"e671d5a6-a983-49b9-a9fe-8b2de29f288a\"], \"total_duration\": 364.0, \"total_sessions\": 9, \"mean_week_duration\": 1.838}}]\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[{\"85792\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-06 05:32:34.000000+00:00\", \"2019-07-09 06:32:38.000000+00:00\"], \"session_ids\": [\"3b9f728b-dc98-4dd3-be9a-bd53eb70c253\", \"d8bdbcfe-14db-47ce-b40d-f7776adb681b\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.578}}, {\"43148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-03 09:28:36.000000+00:00\", \"2023-06-02 11:25:46.000000+00:00\"], \"session_ids\": [\"b39c74c5-9129-4090-86f2-23c15d069cd2\", \"aea202e1-fc46-42bc-ae2b-35e668ed3501\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.022}}, {\"99874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-11 17:20:13.000000+00:00\", \"2022-02-21 16:48:19.000000+00:00\"], \"session_ids\": [\"6ee3f18c-576d-46e5-9dcf-7b09e544252a\", \"3b3ffe79-0981-47e2-b939-6cb7d9e09fd3\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.594}}, {\"48032\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-06 17:30:17.000000+00:00\", \"2019-03-04 09:37:52.000000+00:00\"], \"session_ids\": [\"54b3fc3d-99cb-4161-9084-48cf56f144bf\", \"234b4775-e03b-4c5e-ba23-a2850639752b\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 10.222}}, {\"51367\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-01 06:52:41.000000+00:00\", \"2022-09-12 03:38:17.000000+00:00\"], \"session_ids\": [\"2bcd3d31-8514-4492-9d52-b8cfe31f8498\", \"cc9dfdea-dc9c-4ea8-b669-e6baa743876a\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}}, {\"52165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-24 23:03:12.000000+00:00\", \"2021-01-18 02:33:49.000000+00:00\", \"2021-10-26 20:57:55.000000+00:00\"], \"session_ids\": [\"b7a86d84-8335-4898-91d9-6bf71394ff6e\", \"2383dc3c-69a1-4710-9d95-036bd1a55e3a\", \"7c254fd3-4c55-4e06-a661-bedae74b8310\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 4.869}}, {\"34726\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-16 20:05:08.000000+00:00\", \"2022-02-07 04:04:19.000000+00:00\", \"2020-06-17 11:32:27.000000+00:00\"], \"session_ids\": [\"9a8f32b1-7639-4321-8cc8-43d6ad36f84a\", \"5cadbe86-4d45-40cd-a3dd-0dcbe3dec02d\", \"e6c5487d-9e67-437b-b386-6af04ed68d1e\"], \"total_duration\": 686.0, \"total_sessions\": 3, \"mean_week_duration\": 5.081}}, {\"5023\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-15 15:10:16.000000+00:00\", \"2022-06-03 11:45:45.000000+00:00\", \"2021-04-27 17:35:25.000000+00:00\", \"2021-02-07 06:25:11.000000+00:00\", \"2020-04-18 11:51:11.000000+00:00\", \"2021-12-18 17:54:39.000000+00:00\", \"2022-03-25 02:24:31.000000+00:00\", \"2023-06-01 08:16:33.000000+00:00\"], \"session_ids\": [\"a69fba24-3479-48b2-8d10-30ee7fdc999e\", \"77070d32-735a-446c-b07e-f2faa249c464\", \"fd1d03c5-bbc2-4d88-8478-d531576113c5\", \"a6c6d4a5-cbef-4e34-98c3-7629ae592301\", \"ca7a0860-09a8-4d8b-85dd-7b81e726ea15\", \"a4ae9774-7ceb-4120-9a93-01239a5c98a3\", \"fb5fbd5f-0408-4b4f-acc8-a5cc0d98c451\", \"4fe928b6-044c-415f-b8b5-763b95464f89\"], \"total_duration\": 1456.0, \"total_sessions\": 8, \"mean_week_duration\": 8.933}}, {\"1501\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 14:50:26.000000+00:00\", \"2021-08-29 03:51:45.000000+00:00\", \"2019-10-14 17:08:19.000000+00:00\", \"2021-10-08 09:27:25.000000+00:00\", \"2022-07-09 10:02:56.000000+00:00\", \"2020-06-23 15:36:12.000000+00:00\", \"2021-09-04 07:21:21.000000+00:00\", \"2021-06-26 15:59:56.000000+00:00\", \"2023-05-21 06:21:17.000000+00:00\"], \"session_ids\": [\"6158d701-fa8f-409e-8138-61e77836fef2\", \"b56f0645-bc5b-4370-8f98-bc79bfc9e82b\", \"a279acaa-21e8-48af-85c2-ab8417c4e9d8\", \"2bf567e4-2080-4ab5-afca-f6192d7a1201\", \"c1a76258-78d6-4a12-abe0-dce25ccdf1a4\", \"99225934-303c-471b-943b-a3edf5c5e5f6\", \"22f3e165-1a9e-4c58-b2b2-554eafdb4278\", \"65732ea0-dcbc-4e74-a289-b71452546bcd\", \"6583f5df-ae0a-488d-9ffb-f5135473dd6a\"], \"total_duration\": 1901.0, \"total_sessions\": 9, \"mean_week_duration\": 10.112}}, {\"60364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-23 16:46:37.000000+00:00\", \"2023-06-07 19:31:05.000000+00:00\", \"2023-04-14 17:30:47.000000+00:00\", \"2020-02-08 08:43:32.000000+00:00\", \"2021-12-14 06:00:25.000000+00:00\", \"2020-01-16 01:44:32.000000+00:00\", \"2022-02-19 18:25:17.000000+00:00\", \"2023-03-18 16:56:06.000000+00:00\", \"2021-03-28 13:05:06.000000+00:00\"], \"session_ids\": [\"ad35b1b2-4f49-4a8c-aa17-58a83811ad53\", \"398f34cc-049a-4db6-bf4c-3df99364875c\", \"ff89360e-0a1a-4d37-9a71-ba39bdc331d9\", \"74792d23-7354-4ee1-9731-4af6f2466e80\", \"e575ebd8-3032-4690-966c-7506156d0d50\", \"52c26259-ff5c-411c-ab60-8cca7cf42f48\", \"32ee0e22-7a2a-4c43-905c-a958f4975838\", \"c6f1d01d-4947-4884-90b7-91d51ff33fca\", \"e671d5a6-a983-49b9-a9fe-8b2de29f288a\"], \"total_duration\": 364.0, \"total_sessions\": 9, \"mean_week_duration\": 1.838}}]\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 eager to find out about 6 users whose site usage time per week is under 17 inclusively also sort by city naming from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43378\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-09-14 20:46:26.000000+00:00\", \"2021-10-18 20:40:55.000000+00:00\"], \"session_ids\": [\"c2106afe-678b-4d3b-b1f8-87e7b087a01c\", \"5e890a2d-1f2d-440b-92a0-8e45f6959af8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}, \"1964\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-02 06:18:42.000000+00:00\", \"2019-07-16 07:54:02.000000+00:00\"], \"session_ids\": [\"3a3fc416-7293-4b82-b250-e3b8775ab57a\", \"2621c60e-b4b8-497e-9167-ec270172566e\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}, \"65123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-10 03:41:38.000000+00:00\", \"2019-04-20 06:40:11.000000+00:00\"], \"session_ids\": [\"7eb1c0b2-4655-4e19-9d7d-b6394c672e21\", \"39d9c061-4514-489e-808e-afc193a263bc\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 7.76}, \"68911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-19 08:43:24.000000+00:00\", \"2019-02-26 13:38:31.000000+00:00\"], \"session_ids\": [\"4db5840f-3cb8-466f-b3b2-3fa301d429ed\", \"8cc7d0e2-b790-4d0a-92ef-fcf9c352e7ac\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}, \"12242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-26 02:32:01.000000+00:00\", \"2022-11-28 17:48:17.000000+00:00\", \"2019-05-23 21:16:52.000000+00:00\", \"2022-01-10 17:14:44.000000+00:00\", \"2022-02-20 16:53:25.000000+00:00\", \"2019-07-01 11:26:54.000000+00:00\", \"2023-06-13 23:47:23.000000+00:00\"], \"session_ids\": [\"c0cbb9cc-918a-482c-bcbf-0c6be71813c2\", \"25225ac0-4f3a-45b3-9b54-3502d35fef91\", \"750c416a-647e-4143-a766-d93496635a6c\", \"46c66437-f6a0-4d83-8f53-1b1cc5660d85\", \"64a1366e-d982-45b7-b12d-a737b27bee56\", \"aac2b591-3bc0-4891-baa6-64fa21a4f7f1\", \"c2673ed5-7dea-45b7-b52d-9b0c11fc497e\"], \"total_duration\": 2362.0, \"total_sessions\": 7, \"mean_week_duration\": 11.142}, \"35095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-14 02:01:50.000000+00:00\", \"2022-02-02 15:21:03.000000+00:00\"], \"session_ids\": [\"811794ab-e08a-4d25-b718-73bfc3e66879\", \"fcd844ce-d991-4b69-8e01-c94727c1121a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.261}, \"24700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-15 03:24:21.000000+00:00\", \"2022-09-03 16:49:56.000000+00:00\", \"2020-06-28 01:46:07.000000+00:00\", \"2019-12-10 15:00:02.000000+00:00\", \"2019-10-06 13:19:55.000000+00:00\", \"2022-11-12 08:20:36.000000+00:00\", \"2022-08-28 00:48:59.000000+00:00\", \"2019-10-05 20:33:10.000000+00:00\", \"2021-07-24 10:49:49.000000+00:00\", \"2022-12-30 13:04:51.000000+00:00\", \"2019-03-15 20:45:40.000000+00:00\"], \"session_ids\": [\"6f909698-87db-447d-a573-ea30a8bcada7\", \"0a841c65-fc78-40a3-9eef-80cb50bb863c\", \"b64c70fe-106a-4756-8972-160394f7d646\", \"82220065-8c40-4eaf-9ff0-bea9edcd19ab\", \"84b1750c-537a-45cf-9fc5-32f4b4cfa405\", \"7c99f451-c9e1-4a44-8fcc-b7a0f45319cb\", \"56afc9f8-0482-4792-8a49-1d262dbcf47a\", \"947252ed-32b6-4178-8902-c78373fdd242\", \"0d4bb066-450e-4eca-8bd4-9d6bab050efe\", \"93f34594-5934-4470-ab0e-1d5e357c8a34\", \"91ed68c8-2942-471e-beb7-34f576344e8c\"], \"total_duration\": 4526.0, \"total_sessions\": 11, \"mean_week_duration\": 22.859}, \"89265\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-05 11:16:20.000000+00:00\", \"2019-02-28 02:50:00.000000+00:00\", \"2019-04-21 09:15:16.000000+00:00\", \"2023-03-24 04:15:09.000000+00:00\"], \"session_ids\": [\"e5754919-7a50-4a6e-ab16-0596c96ad6c2\", \"08f2463b-729a-4ad6-a0ea-503bbdac67cb\", \"a3365eed-b115-4436-8fd0-63df8d8f173c\", \"aa718915-8672-4270-9227-6b63b7aba703\"], \"total_duration\": 2032.0, \"total_sessions\": 4, \"mean_week_duration\": 9.54}, \"10388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-17 17:18:40.000000+00:00\", \"2021-10-09 08:27:58.000000+00:00\"], \"session_ids\": [\"1903a718-4730-4575-b485-d3201ed55bcb\", \"5b3bd0be-7311-4270-a329-87c97e5a7c06\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}, \"31681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-17 04:09:59.000000+00:00\", \"2023-04-27 19:29:18.000000+00:00\", \"2020-02-16 17:08:19.000000+00:00\"], \"session_ids\": [\"91e5c6ee-5900-403a-9773-289021c2ba15\", \"602d308d-985d-4318-8792-663240167d7d\", \"a6a7d07e-558a-4c3b-a8ae-58dd05b22eeb\"], \"total_duration\": 596.0, \"total_sessions\": 3, \"mean_week_duration\": 3.569}}\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 17" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 43]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43378\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-09-14 20:46:26.000000+00:00\", \"2021-10-18 20:40:55.000000+00:00\"], \"session_ids\": [\"c2106afe-678b-4d3b-b1f8-87e7b087a01c\", \"5e890a2d-1f2d-440b-92a0-8e45f6959af8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}, \"1964\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-02 06:18:42.000000+00:00\", \"2019-07-16 07:54:02.000000+00:00\"], \"session_ids\": [\"3a3fc416-7293-4b82-b250-e3b8775ab57a\", \"2621c60e-b4b8-497e-9167-ec270172566e\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}, \"65123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-10 03:41:38.000000+00:00\", \"2019-04-20 06:40:11.000000+00:00\"], \"session_ids\": [\"7eb1c0b2-4655-4e19-9d7d-b6394c672e21\", \"39d9c061-4514-489e-808e-afc193a263bc\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 7.76}, \"68911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-19 08:43:24.000000+00:00\", \"2019-02-26 13:38:31.000000+00:00\"], \"session_ids\": [\"4db5840f-3cb8-466f-b3b2-3fa301d429ed\", \"8cc7d0e2-b790-4d0a-92ef-fcf9c352e7ac\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}, \"12242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-26 02:32:01.000000+00:00\", \"2022-11-28 17:48:17.000000+00:00\", \"2019-05-23 21:16:52.000000+00:00\", \"2022-01-10 17:14:44.000000+00:00\", \"2022-02-20 16:53:25.000000+00:00\", \"2019-07-01 11:26:54.000000+00:00\", \"2023-06-13 23:47:23.000000+00:00\"], \"session_ids\": [\"c0cbb9cc-918a-482c-bcbf-0c6be71813c2\", \"25225ac0-4f3a-45b3-9b54-3502d35fef91\", \"750c416a-647e-4143-a766-d93496635a6c\", \"46c66437-f6a0-4d83-8f53-1b1cc5660d85\", \"64a1366e-d982-45b7-b12d-a737b27bee56\", \"aac2b591-3bc0-4891-baa6-64fa21a4f7f1\", \"c2673ed5-7dea-45b7-b52d-9b0c11fc497e\"], \"total_duration\": 2362.0, \"total_sessions\": 7, \"mean_week_duration\": 11.142}, \"35095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-14 02:01:50.000000+00:00\", \"2022-02-02 15:21:03.000000+00:00\"], \"session_ids\": [\"811794ab-e08a-4d25-b718-73bfc3e66879\", \"fcd844ce-d991-4b69-8e01-c94727c1121a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.261}, \"89265\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-05 11:16:20.000000+00:00\", \"2019-02-28 02:50:00.000000+00:00\", \"2019-04-21 09:15:16.000000+00:00\", \"2023-03-24 04:15:09.000000+00:00\"], \"session_ids\": [\"e5754919-7a50-4a6e-ab16-0596c96ad6c2\", \"08f2463b-729a-4ad6-a0ea-503bbdac67cb\", \"a3365eed-b115-4436-8fd0-63df8d8f173c\", \"aa718915-8672-4270-9227-6b63b7aba703\"], \"total_duration\": 2032.0, \"total_sessions\": 4, \"mean_week_duration\": 9.54}, \"10388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-17 17:18:40.000000+00:00\", \"2021-10-09 08:27:58.000000+00:00\"], \"session_ids\": [\"1903a718-4730-4575-b485-d3201ed55bcb\", \"5b3bd0be-7311-4270-a329-87c97e5a7c06\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}, \"31681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-17 04:09:59.000000+00:00\", \"2023-04-27 19:29:18.000000+00:00\", \"2020-02-16 17:08:19.000000+00:00\"], \"session_ids\": [\"91e5c6ee-5900-403a-9773-289021c2ba15\", \"602d308d-985d-4318-8792-663240167d7d\", \"a6a7d07e-558a-4c3b-a8ae-58dd05b22eeb\"], \"total_duration\": 596.0, \"total_sessions\": 3, \"mean_week_duration\": 3.569}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-14 02:01:50.000000+00:00\", \"2022-02-02 15:21:03.000000+00:00\"], \"session_ids\": [\"811794ab-e08a-4d25-b718-73bfc3e66879\", \"fcd844ce-d991-4b69-8e01-c94727c1121a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.261}}, {\"10388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-17 17:18:40.000000+00:00\", \"2021-10-09 08:27:58.000000+00:00\"], \"session_ids\": [\"1903a718-4730-4575-b485-d3201ed55bcb\", \"5b3bd0be-7311-4270-a329-87c97e5a7c06\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}, {\"65123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-10 03:41:38.000000+00:00\", \"2019-04-20 06:40:11.000000+00:00\"], \"session_ids\": [\"7eb1c0b2-4655-4e19-9d7d-b6394c672e21\", \"39d9c061-4514-489e-808e-afc193a263bc\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 7.76}}, {\"31681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-17 04:09:59.000000+00:00\", \"2023-04-27 19:29:18.000000+00:00\", \"2020-02-16 17:08:19.000000+00:00\"], \"session_ids\": [\"91e5c6ee-5900-403a-9773-289021c2ba15\", \"602d308d-985d-4318-8792-663240167d7d\", \"a6a7d07e-558a-4c3b-a8ae-58dd05b22eeb\"], \"total_duration\": 596.0, \"total_sessions\": 3, \"mean_week_duration\": 3.569}}, {\"89265\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-05 11:16:20.000000+00:00\", \"2019-02-28 02:50:00.000000+00:00\", \"2019-04-21 09:15:16.000000+00:00\", \"2023-03-24 04:15:09.000000+00:00\"], \"session_ids\": [\"e5754919-7a50-4a6e-ab16-0596c96ad6c2\", \"08f2463b-729a-4ad6-a0ea-503bbdac67cb\", \"a3365eed-b115-4436-8fd0-63df8d8f173c\", \"aa718915-8672-4270-9227-6b63b7aba703\"], \"total_duration\": 2032.0, \"total_sessions\": 4, \"mean_week_duration\": 9.54}}, {\"43378\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-09-14 20:46:26.000000+00:00\", \"2021-10-18 20:40:55.000000+00:00\"], \"session_ids\": [\"c2106afe-678b-4d3b-b1f8-87e7b087a01c\", \"5e890a2d-1f2d-440b-92a0-8e45f6959af8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}, {\"68911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-19 08:43:24.000000+00:00\", \"2019-02-26 13:38:31.000000+00:00\"], \"session_ids\": [\"4db5840f-3cb8-466f-b3b2-3fa301d429ed\", \"8cc7d0e2-b790-4d0a-92ef-fcf9c352e7ac\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}}, {\"1964\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-02 06:18:42.000000+00:00\", \"2019-07-16 07:54:02.000000+00:00\"], \"session_ids\": [\"3a3fc416-7293-4b82-b250-e3b8775ab57a\", \"2621c60e-b4b8-497e-9167-ec270172566e\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}}, {\"12242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-26 02:32:01.000000+00:00\", \"2022-11-28 17:48:17.000000+00:00\", \"2019-05-23 21:16:52.000000+00:00\", \"2022-01-10 17:14:44.000000+00:00\", \"2022-02-20 16:53:25.000000+00:00\", \"2019-07-01 11:26:54.000000+00:00\", \"2023-06-13 23:47:23.000000+00:00\"], \"session_ids\": [\"c0cbb9cc-918a-482c-bcbf-0c6be71813c2\", \"25225ac0-4f3a-45b3-9b54-3502d35fef91\", \"750c416a-647e-4143-a766-d93496635a6c\", \"46c66437-f6a0-4d83-8f53-1b1cc5660d85\", \"64a1366e-d982-45b7-b12d-a737b27bee56\", \"aac2b591-3bc0-4891-baa6-64fa21a4f7f1\", \"c2673ed5-7dea-45b7-b52d-9b0c11fc497e\"], \"total_duration\": 2362.0, \"total_sessions\": 7, \"mean_week_duration\": 11.142}}]\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[{\"35095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-14 02:01:50.000000+00:00\", \"2022-02-02 15:21:03.000000+00:00\"], \"session_ids\": [\"811794ab-e08a-4d25-b718-73bfc3e66879\", \"fcd844ce-d991-4b69-8e01-c94727c1121a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.261}}, {\"10388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-17 17:18:40.000000+00:00\", \"2021-10-09 08:27:58.000000+00:00\"], \"session_ids\": [\"1903a718-4730-4575-b485-d3201ed55bcb\", \"5b3bd0be-7311-4270-a329-87c97e5a7c06\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}, {\"65123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-10 03:41:38.000000+00:00\", \"2019-04-20 06:40:11.000000+00:00\"], \"session_ids\": [\"7eb1c0b2-4655-4e19-9d7d-b6394c672e21\", \"39d9c061-4514-489e-808e-afc193a263bc\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 7.76}}, {\"31681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-17 04:09:59.000000+00:00\", \"2023-04-27 19:29:18.000000+00:00\", \"2020-02-16 17:08:19.000000+00:00\"], \"session_ids\": [\"91e5c6ee-5900-403a-9773-289021c2ba15\", \"602d308d-985d-4318-8792-663240167d7d\", \"a6a7d07e-558a-4c3b-a8ae-58dd05b22eeb\"], \"total_duration\": 596.0, \"total_sessions\": 3, \"mean_week_duration\": 3.569}}, {\"89265\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-05 11:16:20.000000+00:00\", \"2019-02-28 02:50:00.000000+00:00\", \"2019-04-21 09:15:16.000000+00:00\", \"2023-03-24 04:15:09.000000+00:00\"], \"session_ids\": [\"e5754919-7a50-4a6e-ab16-0596c96ad6c2\", \"08f2463b-729a-4ad6-a0ea-503bbdac67cb\", \"a3365eed-b115-4436-8fd0-63df8d8f173c\", \"aa718915-8672-4270-9227-6b63b7aba703\"], \"total_duration\": 2032.0, \"total_sessions\": 4, \"mean_week_duration\": 9.54}}, {\"43378\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-09-14 20:46:26.000000+00:00\", \"2021-10-18 20:40:55.000000+00:00\"], \"session_ids\": [\"c2106afe-678b-4d3b-b1f8-87e7b087a01c\", \"5e890a2d-1f2d-440b-92a0-8e45f6959af8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}]\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[{\"35095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-14 02:01:50.000000+00:00\", \"2022-02-02 15:21:03.000000+00:00\"], \"session_ids\": [\"811794ab-e08a-4d25-b718-73bfc3e66879\", \"fcd844ce-d991-4b69-8e01-c94727c1121a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.261}}, {\"10388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-17 17:18:40.000000+00:00\", \"2021-10-09 08:27:58.000000+00:00\"], \"session_ids\": [\"1903a718-4730-4575-b485-d3201ed55bcb\", \"5b3bd0be-7311-4270-a329-87c97e5a7c06\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}, {\"65123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-10 03:41:38.000000+00:00\", \"2019-04-20 06:40:11.000000+00:00\"], \"session_ids\": [\"7eb1c0b2-4655-4e19-9d7d-b6394c672e21\", \"39d9c061-4514-489e-808e-afc193a263bc\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 7.76}}, {\"31681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-17 04:09:59.000000+00:00\", \"2023-04-27 19:29:18.000000+00:00\", \"2020-02-16 17:08:19.000000+00:00\"], \"session_ids\": [\"91e5c6ee-5900-403a-9773-289021c2ba15\", \"602d308d-985d-4318-8792-663240167d7d\", \"a6a7d07e-558a-4c3b-a8ae-58dd05b22eeb\"], \"total_duration\": 596.0, \"total_sessions\": 3, \"mean_week_duration\": 3.569}}, {\"89265\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-05 11:16:20.000000+00:00\", \"2019-02-28 02:50:00.000000+00:00\", \"2019-04-21 09:15:16.000000+00:00\", \"2023-03-24 04:15:09.000000+00:00\"], \"session_ids\": [\"e5754919-7a50-4a6e-ab16-0596c96ad6c2\", \"08f2463b-729a-4ad6-a0ea-503bbdac67cb\", \"a3365eed-b115-4436-8fd0-63df8d8f173c\", \"aa718915-8672-4270-9227-6b63b7aba703\"], \"total_duration\": 2032.0, \"total_sessions\": 4, \"mean_week_duration\": 9.54}}, {\"43378\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-09-14 20:46:26.000000+00:00\", \"2021-10-18 20:40:55.000000+00:00\"], \"session_ids\": [\"c2106afe-678b-4d3b-b1f8-87e7b087a01c\", \"5e890a2d-1f2d-440b-92a0-8e45f6959af8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 3 users whose average of total time spent in the app per week is equal to than 23 , do sorting by town naming 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{\"8304\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-27 06:01:46.000000+00:00\", \"2020-10-20 18:48:26.000000+00:00\"], \"session_ids\": [\"815807f6-e012-4d9c-9ce0-40848d622d6d\", \"e7b52ff8-92e8-4451-b63e-5db99659ff87\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}, \"50511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-03-13 16:01:37.000000+00:00\", \"2022-06-11 09:50:51.000000+00:00\", \"2021-12-30 11:46:34.000000+00:00\"], \"session_ids\": [\"67d4ef58-2c48-441b-92a0-cee1f96ebed4\", \"00340e32-fe83-4d61-8234-467169568e0c\", \"dc86838a-fcb7-4e1f-89d7-9c184caf1bc0\"], \"total_duration\": 308.0, \"total_sessions\": 3, \"mean_week_duration\": 4.738}, \"90649\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-15 10:39:12.000000+00:00\", \"2020-10-07 11:24:05.000000+00:00\"], \"session_ids\": [\"5e0a1c22-66ee-4cea-a627-932c15e5556a\", \"a7119f30-248f-4b47-bef0-2f85155a1861\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.603}, \"78520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-28 22:12:46.000000+00:00\", \"2019-06-28 22:10:52.000000+00:00\"], \"session_ids\": [\"6647642d-7f6e-4414-84d9-4d584f4ea44a\", \"fbbdd813-7765-45c1-83ae-0088c79c9fc4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.096}, \"52736\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-16 22:33:47.000000+00:00\", \"2021-06-27 00:47:07.000000+00:00\", \"2019-08-14 09:14:10.000000+00:00\", \"2021-02-21 17:44:56.000000+00:00\", \"2023-04-08 10:33:14.000000+00:00\"], \"session_ids\": [\"4c7f4fe2-acdc-4c8e-a173-7f1edb791f04\", \"feb8b825-c668-4a4d-8b8b-1dbaea913556\", \"69d45c19-230f-453d-9d0a-bd4b0d908355\", \"20f9f03e-569e-41f2-bcb5-ca0e9660564e\", \"59e7b117-1d37-49ac-b211-2552406d923a\"], \"total_duration\": 2368.0, \"total_sessions\": 5, \"mean_week_duration\": 12.398}, \"82710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-17 15:03:18.000000+00:00\", \"2021-02-12 17:08:37.000000+00:00\", \"2022-09-14 09:19:05.000000+00:00\"], \"session_ids\": [\"67d86731-26ab-4afc-bf1c-13b597b7de58\", \"9fc67ee9-815e-43b7-95e8-1b66199aca62\", \"341c1ef1-9ad2-4567-95c0-c7ddbd74a758\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 2.531}, \"14335\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-11 02:15:30.000000+00:00\", \"2019-01-22 12:36:48.000000+00:00\", \"2023-04-01 22:37:41.000000+00:00\"], \"session_ids\": [\"16f7897b-21c1-4b5c-a830-85a139a8b5e4\", \"45f341a3-b559-457d-bae2-9d1f946c7bf6\", \"1f72cafb-b6ea-4778-a7e1-dfe4e886b0e8\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.164}, \"10330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-05-07 23:26:27.000000+00:00\", \"2021-06-30 11:41:09.000000+00:00\", \"2022-05-05 01:39:12.000000+00:00\"], \"session_ids\": [\"d7020679-47de-4109-95fe-1d2df5536aff\", \"9c3e10e5-4a24-48f0-8ab9-0cef7b9e491c\", \"ce68a51a-4499-4cd4-987a-3d45d6e1c013\"], \"total_duration\": 317.0, \"total_sessions\": 3, \"mean_week_duration\": 3.048}, \"29038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-02 21:13:24.000000+00:00\", \"2020-09-15 03:08:52.000000+00:00\", \"2021-06-15 10:27:38.000000+00:00\", \"2023-02-23 19:54:51.000000+00:00\", \"2019-03-09 17:35:59.000000+00:00\", \"2021-10-13 15:08:33.000000+00:00\", \"2021-05-08 07:42:36.000000+00:00\", \"2022-02-10 06:44:31.000000+00:00\"], \"session_ids\": [\"aa1ec814-c323-4a4b-a35b-0ffebfc9ec6e\", \"b04c9c24-c3f0-4e8b-808b-e2e79c0932cb\", \"bc9d6ea9-6626-4067-ab18-787629294a92\", \"7205bbf3-7ce9-4b18-9abc-3efacb6e7620\", \"0c8843bf-572e-45de-93b5-179716013bd3\", \"00b1bd56-5288-46b8-a34b-76af7a82763c\", \"302314cb-02a6-4176-9792-a79f5870b806\", \"06d0c814-4c0a-4210-9dcb-d7c36c60919d\"], \"total_duration\": 5591.0, \"total_sessions\": 8, \"mean_week_duration\": 27.01}, \"29529\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-05-25 13:07:20.000000+00:00\", \"2020-10-22 10:05:33.000000+00:00\", \"2023-02-05 13:56:45.000000+00:00\", \"2020-04-27 10:03:32.000000+00:00\", \"2022-04-30 00:51:04.000000+00:00\", \"2023-02-17 11:58:11.000000+00:00\"], \"session_ids\": [\"b3add781-7a68-4a29-80ed-9b9a667bacea\", \"6a327ebb-33da-4187-8665-3c44231076d4\", \"2b93ab91-cab7-4057-a622-b4c2db06442f\", \"c3c7faa6-cd20-4099-8fb0-d096717afb61\", \"594a764d-ff8d-49f1-9a0d-7e856ce9ec28\", \"3f8ce592-8628-4119-859a-f7ae3675eebc\"], \"total_duration\": 4739.0, \"total_sessions\": 6, \"mean_week_duration\": 32.238}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are 23" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 2 users whose sessions count is bigger than 2 (not including) in addition apply sorting by sessions total in desc." } ]
[ { "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{\"23266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-26 08:44:40.000000+00:00\", \"2020-06-24 11:20:07.000000+00:00\", \"2020-06-16 02:12:44.000000+00:00\"], \"session_ids\": [\"2e4a2c00-da7d-4dc1-8074-40e91af0328d\", \"0a33080b-e85b-4417-b09f-98e0a275667c\", \"cc111202-c389-4984-abfd-d1068da0c96d\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 73.667}, \"13120\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2019-03-22 15:07:58.000000+00:00\", \"2023-04-07 20:20:19.000000+00:00\"], \"session_ids\": [\"cbab4e04-ed85-4f39-b291-5e6d89bb66c8\", \"a5ee9f3e-7a35-44b5-8398-d6dc79c4b2c3\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 1.796}, \"23031\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-15 08:55:21.000000+00:00\", \"2020-09-14 18:36:21.000000+00:00\", \"2021-12-21 15:24:00.000000+00:00\", \"2021-12-10 06:56:38.000000+00:00\", \"2023-06-09 09:01:00.000000+00:00\", \"2022-12-15 07:50:32.000000+00:00\", \"2022-10-11 17:29:54.000000+00:00\"], \"session_ids\": [\"faaf298a-5b2c-4266-acfd-35137c8a018f\", \"5778c4c3-402e-4dac-8502-c102973fe091\", \"78231f1c-e037-42b4-89b4-017bf7ccc55b\", \"73a984bd-78e2-4988-9d8f-82856512027b\", \"3e869b87-df67-42e8-91cd-81c37eaef40b\", \"d051bdf7-61ac-448b-a056-a16781bd35e1\", \"91e9a4cb-b6ea-4c36-a239-0103ebaba6a3\"], \"total_duration\": 4816.0, \"total_sessions\": 7, \"mean_week_duration\": 23.608}, \"87422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-23 16:19:29.000000+00:00\", \"2019-01-24 03:02:24.000000+00:00\"], \"session_ids\": [\"11eb5b00-36b9-4eb8-8502-faa90e950cb8\", \"97f12f1e-f196-4688-9abf-06b3d0f68301\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.327}, \"9196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-02 04:08:12.000000+00:00\", \"2020-08-06 00:34:46.000000+00:00\", \"2019-02-01 15:32:30.000000+00:00\", \"2022-12-29 05:10:41.000000+00:00\", \"2019-09-18 13:38:15.000000+00:00\", \"2022-07-02 23:00:42.000000+00:00\", \"2021-05-28 07:07:17.000000+00:00\", \"2019-08-18 12:59:33.000000+00:00\"], \"session_ids\": [\"c4f706c0-f660-44c0-99ff-84f424f70e7f\", \"e9b5d0d3-3523-46cb-b515-eb411d1dbbae\", \"d1475aa4-cc2c-4a93-8a05-ca1cf3b1c1e4\", \"cf277a7a-3c89-4493-b504-be7baf19805a\", \"2a8b78e8-4ce4-415f-bc07-d18b960cb569\", \"d0a63b70-d19a-4203-9086-8afb26e45f72\", \"59b7b826-6b4b-424f-b85b-f6446875f457\", \"b74c249f-2621-4a06-ab69-0d29bc301d97\"], \"total_duration\": 3745.0, \"total_sessions\": 8, \"mean_week_duration\": 18.358}, \"26867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-04 00:13:00.000000+00:00\", \"2022-06-24 23:11:30.000000+00:00\"], \"session_ids\": [\"66bd439d-3bd8-4e03-91ba-bd5a8d3dda77\", \"149f5f7e-3922-45a8-b99b-7800787ee797\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}, \"36797\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-08 10:04:01.000000+00:00\", \"2019-09-10 19:33:20.000000+00:00\"], \"session_ids\": [\"4ed62b36-0330-412c-a295-9faee5c78f54\", \"2cbb95d4-8335-4a72-b65f-3f64d578bd73\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"81731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-16 03:16:56.000000+00:00\", \"2020-02-20 19:19:38.000000+00:00\", \"2020-03-20 19:13:37.000000+00:00\"], \"session_ids\": [\"aa96e85f-e29b-4fbc-a4d7-9e6350e0642e\", \"51051aca-9731-4d40-8a92-c802b741c652\", \"a87ea662-eb3d-4ef5-af15-af6010d745e7\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 7.478}, \"61198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-21 21:19:21.000000+00:00\", \"2022-07-17 16:32:13.000000+00:00\", \"2022-03-28 13:52:13.000000+00:00\", \"2023-05-14 16:52:36.000000+00:00\"], \"session_ids\": [\"e681090c-4bf5-4c64-bb5a-e5060b1cf9c8\", \"c5626309-5cbc-478f-9742-f94445417984\", \"f5a1f51a-6957-48d8-aee3-9387c4759086\", \"18db5e67-fbb1-41c5-998e-549c434a8243\"], \"total_duration\": 497.0, \"total_sessions\": 4, \"mean_week_duration\": 4.602}, \"45681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-11 17:44:37.000000+00:00\", \"2021-06-20 11:37:51.000000+00:00\"], \"session_ids\": [\"ad68a522-37e4-4726-bccc-15de346a6b9d\", \"764d935c-6ca6-47b9-9b31-cb8edd886d81\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 7.732}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-26 08:44:40.000000+00:00\", \"2020-06-24 11:20:07.000000+00:00\", \"2020-06-16 02:12:44.000000+00:00\"], \"session_ids\": [\"2e4a2c00-da7d-4dc1-8074-40e91af0328d\", \"0a33080b-e85b-4417-b09f-98e0a275667c\", \"cc111202-c389-4984-abfd-d1068da0c96d\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 73.667}, \"23031\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-15 08:55:21.000000+00:00\", \"2020-09-14 18:36:21.000000+00:00\", \"2021-12-21 15:24:00.000000+00:00\", \"2021-12-10 06:56:38.000000+00:00\", \"2023-06-09 09:01:00.000000+00:00\", \"2022-12-15 07:50:32.000000+00:00\", \"2022-10-11 17:29:54.000000+00:00\"], \"session_ids\": [\"faaf298a-5b2c-4266-acfd-35137c8a018f\", \"5778c4c3-402e-4dac-8502-c102973fe091\", \"78231f1c-e037-42b4-89b4-017bf7ccc55b\", \"73a984bd-78e2-4988-9d8f-82856512027b\", \"3e869b87-df67-42e8-91cd-81c37eaef40b\", \"d051bdf7-61ac-448b-a056-a16781bd35e1\", \"91e9a4cb-b6ea-4c36-a239-0103ebaba6a3\"], \"total_duration\": 4816.0, \"total_sessions\": 7, \"mean_week_duration\": 23.608}, \"9196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-02 04:08:12.000000+00:00\", \"2020-08-06 00:34:46.000000+00:00\", \"2019-02-01 15:32:30.000000+00:00\", \"2022-12-29 05:10:41.000000+00:00\", \"2019-09-18 13:38:15.000000+00:00\", \"2022-07-02 23:00:42.000000+00:00\", \"2021-05-28 07:07:17.000000+00:00\", \"2019-08-18 12:59:33.000000+00:00\"], \"session_ids\": [\"c4f706c0-f660-44c0-99ff-84f424f70e7f\", \"e9b5d0d3-3523-46cb-b515-eb411d1dbbae\", \"d1475aa4-cc2c-4a93-8a05-ca1cf3b1c1e4\", \"cf277a7a-3c89-4493-b504-be7baf19805a\", \"2a8b78e8-4ce4-415f-bc07-d18b960cb569\", \"d0a63b70-d19a-4203-9086-8afb26e45f72\", \"59b7b826-6b4b-424f-b85b-f6446875f457\", \"b74c249f-2621-4a06-ab69-0d29bc301d97\"], \"total_duration\": 3745.0, \"total_sessions\": 8, \"mean_week_duration\": 18.358}, \"81731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-16 03:16:56.000000+00:00\", \"2020-02-20 19:19:38.000000+00:00\", \"2020-03-20 19:13:37.000000+00:00\"], \"session_ids\": [\"aa96e85f-e29b-4fbc-a4d7-9e6350e0642e\", \"51051aca-9731-4d40-8a92-c802b741c652\", \"a87ea662-eb3d-4ef5-af15-af6010d745e7\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 7.478}, \"61198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-21 21:19:21.000000+00:00\", \"2022-07-17 16:32:13.000000+00:00\", \"2022-03-28 13:52:13.000000+00:00\", \"2023-05-14 16:52:36.000000+00:00\"], \"session_ids\": [\"e681090c-4bf5-4c64-bb5a-e5060b1cf9c8\", \"c5626309-5cbc-478f-9742-f94445417984\", \"f5a1f51a-6957-48d8-aee3-9387c4759086\", \"18db5e67-fbb1-41c5-998e-549c434a8243\"], \"total_duration\": 497.0, \"total_sessions\": 4, \"mean_week_duration\": 4.602}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-02 04:08:12.000000+00:00\", \"2020-08-06 00:34:46.000000+00:00\", \"2019-02-01 15:32:30.000000+00:00\", \"2022-12-29 05:10:41.000000+00:00\", \"2019-09-18 13:38:15.000000+00:00\", \"2022-07-02 23:00:42.000000+00:00\", \"2021-05-28 07:07:17.000000+00:00\", \"2019-08-18 12:59:33.000000+00:00\"], \"session_ids\": [\"c4f706c0-f660-44c0-99ff-84f424f70e7f\", \"e9b5d0d3-3523-46cb-b515-eb411d1dbbae\", \"d1475aa4-cc2c-4a93-8a05-ca1cf3b1c1e4\", \"cf277a7a-3c89-4493-b504-be7baf19805a\", \"2a8b78e8-4ce4-415f-bc07-d18b960cb569\", \"d0a63b70-d19a-4203-9086-8afb26e45f72\", \"59b7b826-6b4b-424f-b85b-f6446875f457\", \"b74c249f-2621-4a06-ab69-0d29bc301d97\"], \"total_duration\": 3745.0, \"total_sessions\": 8, \"mean_week_duration\": 18.358}}, {\"23031\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-15 08:55:21.000000+00:00\", \"2020-09-14 18:36:21.000000+00:00\", \"2021-12-21 15:24:00.000000+00:00\", \"2021-12-10 06:56:38.000000+00:00\", \"2023-06-09 09:01:00.000000+00:00\", \"2022-12-15 07:50:32.000000+00:00\", \"2022-10-11 17:29:54.000000+00:00\"], \"session_ids\": [\"faaf298a-5b2c-4266-acfd-35137c8a018f\", \"5778c4c3-402e-4dac-8502-c102973fe091\", \"78231f1c-e037-42b4-89b4-017bf7ccc55b\", \"73a984bd-78e2-4988-9d8f-82856512027b\", \"3e869b87-df67-42e8-91cd-81c37eaef40b\", \"d051bdf7-61ac-448b-a056-a16781bd35e1\", \"91e9a4cb-b6ea-4c36-a239-0103ebaba6a3\"], \"total_duration\": 4816.0, \"total_sessions\": 7, \"mean_week_duration\": 23.608}}, {\"61198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-21 21:19:21.000000+00:00\", \"2022-07-17 16:32:13.000000+00:00\", \"2022-03-28 13:52:13.000000+00:00\", \"2023-05-14 16:52:36.000000+00:00\"], \"session_ids\": [\"e681090c-4bf5-4c64-bb5a-e5060b1cf9c8\", \"c5626309-5cbc-478f-9742-f94445417984\", \"f5a1f51a-6957-48d8-aee3-9387c4759086\", \"18db5e67-fbb1-41c5-998e-549c434a8243\"], \"total_duration\": 497.0, \"total_sessions\": 4, \"mean_week_duration\": 4.602}}, {\"23266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-26 08:44:40.000000+00:00\", \"2020-06-24 11:20:07.000000+00:00\", \"2020-06-16 02:12:44.000000+00:00\"], \"session_ids\": [\"2e4a2c00-da7d-4dc1-8074-40e91af0328d\", \"0a33080b-e85b-4417-b09f-98e0a275667c\", \"cc111202-c389-4984-abfd-d1068da0c96d\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 73.667}}, {\"81731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-16 03:16:56.000000+00:00\", \"2020-02-20 19:19:38.000000+00:00\", \"2020-03-20 19:13:37.000000+00:00\"], \"session_ids\": [\"aa96e85f-e29b-4fbc-a4d7-9e6350e0642e\", \"51051aca-9731-4d40-8a92-c802b741c652\", \"a87ea662-eb3d-4ef5-af15-af6010d745e7\"], \"total_duration\": 172.0, \"total_sessions\": 3, \"mean_week_duration\": 7.478}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-02 04:08:12.000000+00:00\", \"2020-08-06 00:34:46.000000+00:00\", \"2019-02-01 15:32:30.000000+00:00\", \"2022-12-29 05:10:41.000000+00:00\", \"2019-09-18 13:38:15.000000+00:00\", \"2022-07-02 23:00:42.000000+00:00\", \"2021-05-28 07:07:17.000000+00:00\", \"2019-08-18 12:59:33.000000+00:00\"], \"session_ids\": [\"c4f706c0-f660-44c0-99ff-84f424f70e7f\", \"e9b5d0d3-3523-46cb-b515-eb411d1dbbae\", \"d1475aa4-cc2c-4a93-8a05-ca1cf3b1c1e4\", \"cf277a7a-3c89-4493-b504-be7baf19805a\", \"2a8b78e8-4ce4-415f-bc07-d18b960cb569\", \"d0a63b70-d19a-4203-9086-8afb26e45f72\", \"59b7b826-6b4b-424f-b85b-f6446875f457\", \"b74c249f-2621-4a06-ab69-0d29bc301d97\"], \"total_duration\": 3745.0, \"total_sessions\": 8, \"mean_week_duration\": 18.358}}, {\"23031\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-15 08:55:21.000000+00:00\", \"2020-09-14 18:36:21.000000+00:00\", \"2021-12-21 15:24:00.000000+00:00\", \"2021-12-10 06:56:38.000000+00:00\", \"2023-06-09 09:01:00.000000+00:00\", \"2022-12-15 07:50:32.000000+00:00\", \"2022-10-11 17:29:54.000000+00:00\"], \"session_ids\": [\"faaf298a-5b2c-4266-acfd-35137c8a018f\", \"5778c4c3-402e-4dac-8502-c102973fe091\", \"78231f1c-e037-42b4-89b4-017bf7ccc55b\", \"73a984bd-78e2-4988-9d8f-82856512027b\", \"3e869b87-df67-42e8-91cd-81c37eaef40b\", \"d051bdf7-61ac-448b-a056-a16781bd35e1\", \"91e9a4cb-b6ea-4c36-a239-0103ebaba6a3\"], \"total_duration\": 4816.0, \"total_sessions\": 7, \"mean_week_duration\": 23.608}}]\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[{\"9196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-02 04:08:12.000000+00:00\", \"2020-08-06 00:34:46.000000+00:00\", \"2019-02-01 15:32:30.000000+00:00\", \"2022-12-29 05:10:41.000000+00:00\", \"2019-09-18 13:38:15.000000+00:00\", \"2022-07-02 23:00:42.000000+00:00\", \"2021-05-28 07:07:17.000000+00:00\", \"2019-08-18 12:59:33.000000+00:00\"], \"session_ids\": [\"c4f706c0-f660-44c0-99ff-84f424f70e7f\", \"e9b5d0d3-3523-46cb-b515-eb411d1dbbae\", \"d1475aa4-cc2c-4a93-8a05-ca1cf3b1c1e4\", \"cf277a7a-3c89-4493-b504-be7baf19805a\", \"2a8b78e8-4ce4-415f-bc07-d18b960cb569\", \"d0a63b70-d19a-4203-9086-8afb26e45f72\", \"59b7b826-6b4b-424f-b85b-f6446875f457\", \"b74c249f-2621-4a06-ab69-0d29bc301d97\"], \"total_duration\": 3745.0, \"total_sessions\": 8, \"mean_week_duration\": 18.358}}, {\"23031\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-15 08:55:21.000000+00:00\", \"2020-09-14 18:36:21.000000+00:00\", \"2021-12-21 15:24:00.000000+00:00\", \"2021-12-10 06:56:38.000000+00:00\", \"2023-06-09 09:01:00.000000+00:00\", \"2022-12-15 07:50:32.000000+00:00\", \"2022-10-11 17:29:54.000000+00:00\"], \"session_ids\": [\"faaf298a-5b2c-4266-acfd-35137c8a018f\", \"5778c4c3-402e-4dac-8502-c102973fe091\", \"78231f1c-e037-42b4-89b4-017bf7ccc55b\", \"73a984bd-78e2-4988-9d8f-82856512027b\", \"3e869b87-df67-42e8-91cd-81c37eaef40b\", \"d051bdf7-61ac-448b-a056-a16781bd35e1\", \"91e9a4cb-b6ea-4c36-a239-0103ebaba6a3\"], \"total_duration\": 4816.0, \"total_sessions\": 7, \"mean_week_duration\": 23.608}}]\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 2 users whose average_week_duration is strictly less than 31 and strictly greater than 9 plus apply sorting by site usage time form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39620\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-23 00:27:00.000000+00:00\", \"2021-02-07 06:47:45.000000+00:00\", \"2019-12-19 07:12:36.000000+00:00\"], \"session_ids\": [\"1f2fd5e4-aa82-4724-be79-e894d9751e31\", \"a22be18f-c218-4cf3-ab1e-5785943631e1\", \"1d6c94c5-876f-46d0-9b3a-8c8c6d0c74ac\"], \"total_duration\": 624.0, \"total_sessions\": 3, \"mean_week_duration\": 4.913}, \"78342\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-22 08:15:58.000000+00:00\", \"2020-11-19 11:49:03.000000+00:00\", \"2019-06-18 05:45:54.000000+00:00\", \"2022-05-19 04:31:05.000000+00:00\", \"2021-03-03 15:18:09.000000+00:00\", \"2023-05-19 05:21:45.000000+00:00\"], \"session_ids\": [\"5ffb599c-b032-4388-9cc8-1e9763630fdb\", \"e2442bc9-9163-4716-9a0d-1f802175c20f\", \"4fd177a0-b2ac-4538-8fa9-4b73e28ae445\", \"127ea12e-cb46-4fd3-921a-77c4a6a6027d\", \"ffe232e7-331c-4acf-b660-0276e7830924\", \"bd4cfbc7-7a75-443e-8ee8-4ad7910014f0\"], \"total_duration\": 1587.0, \"total_sessions\": 6, \"mean_week_duration\": 7.741}, \"71155\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-21 08:16:15.000000+00:00\", \"2021-08-19 14:02:10.000000+00:00\"], \"session_ids\": [\"06f8c39a-63a5-4c82-afc6-c5b157a6fe54\", \"b23dde07-d05c-45bb-ae4a-3c740f69b01d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}, \"62308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-12 20:48:15.000000+00:00\", \"2020-09-27 21:20:56.000000+00:00\"], \"session_ids\": [\"097cb53f-1a17-4716-9039-50eb9352581e\", \"fdae1bd8-e005-4d25-a699-4ff52c24f37c\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 5.556}, \"76278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-26 23:51:07.000000+00:00\", \"2021-04-14 02:10:28.000000+00:00\", \"2020-03-20 22:12:39.000000+00:00\", \"2023-04-13 08:54:05.000000+00:00\", \"2023-03-21 23:47:07.000000+00:00\"], \"session_ids\": [\"30206202-33dd-4bfa-8d7f-58f22dbdab69\", \"8ef9a84b-7728-48e0-afd0-9a1d7cddb253\", \"12bf8052-70dc-456a-8d4a-9e01d3c552bb\", \"6117c908-e310-4263-8969-e5a303dc3d17\", \"6db2c284-147a-4129-b143-172ad66fd647\"], \"total_duration\": 2975.0, \"total_sessions\": 5, \"mean_week_duration\": 18.594}, \"90011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-27 12:10:25.000000+00:00\", \"2022-02-19 04:48:41.000000+00:00\"], \"session_ids\": [\"73cb2343-9366-4f2b-bf6b-a57d86e4ee53\", \"8cbef59e-b62f-40f9-aa74-9d89f6213303\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 5.971}, \"21320\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-14 01:48:24.000000+00:00\", \"2019-10-12 15:45:48.000000+00:00\"], \"session_ids\": [\"5b9294c9-55c7-44e9-8b06-230ec2e7d61a\", \"d8dea5ea-b798-4ca5-ab0b-857a4e9c5c90\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.091}, \"61004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-12 00:20:45.000000+00:00\", \"2021-07-17 22:09:42.000000+00:00\", \"2022-02-19 11:55:39.000000+00:00\", \"2019-05-30 20:17:20.000000+00:00\"], \"session_ids\": [\"22b3826e-d89d-4220-a926-914aad1c5f26\", \"fe5fbe3f-0c9c-45b6-bb7e-2b9113c20d03\", \"be6e54c3-32af-4bca-be0d-5052c8337e4b\", \"3bf3be2f-fd2c-4fba-870f-90c6c0abca6a\"], \"total_duration\": 102.0, \"total_sessions\": 4, \"mean_week_duration\": 0.515}, \"74508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-04-18 17:04:21.000000+00:00\", \"2020-08-16 17:32:28.000000+00:00\", \"2019-04-11 07:18:16.000000+00:00\"], \"session_ids\": [\"fb4046d9-3e5f-49d9-9b6d-fc52570eb542\", \"5ef23d58-214a-4e5f-b6cc-88b4402f6b82\", \"eb3155d4-cb7a-4d3c-9cdc-6a868069fcbc\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 4.849}, \"32893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-01-15 04:07:12.000000+00:00\", \"2021-08-26 16:23:42.000000+00:00\"], \"session_ids\": [\"f0005571-2e00-482d-a524-342abd6f0aeb\", \"be75d084-cd54-4479-b411-ed8edd621947\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 2.875}}\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 9 and are less than 31" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 31]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-26 23:51:07.000000+00:00\", \"2021-04-14 02:10:28.000000+00:00\", \"2020-03-20 22:12:39.000000+00:00\", \"2023-04-13 08:54:05.000000+00:00\", \"2023-03-21 23:47:07.000000+00:00\"], \"session_ids\": [\"30206202-33dd-4bfa-8d7f-58f22dbdab69\", \"8ef9a84b-7728-48e0-afd0-9a1d7cddb253\", \"12bf8052-70dc-456a-8d4a-9e01d3c552bb\", \"6117c908-e310-4263-8969-e5a303dc3d17\", \"6db2c284-147a-4129-b143-172ad66fd647\"], \"total_duration\": 2975.0, \"total_sessions\": 5, \"mean_week_duration\": 18.594}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-26 23:51:07.000000+00:00\", \"2021-04-14 02:10:28.000000+00:00\", \"2020-03-20 22:12:39.000000+00:00\", \"2023-04-13 08:54:05.000000+00:00\", \"2023-03-21 23:47:07.000000+00:00\"], \"session_ids\": [\"30206202-33dd-4bfa-8d7f-58f22dbdab69\", \"8ef9a84b-7728-48e0-afd0-9a1d7cddb253\", \"12bf8052-70dc-456a-8d4a-9e01d3c552bb\", \"6117c908-e310-4263-8969-e5a303dc3d17\", \"6db2c284-147a-4129-b143-172ad66fd647\"], \"total_duration\": 2975.0, \"total_sessions\": 5, \"mean_week_duration\": 18.594}}]\n```\n" } ]