{"id":17024510,"url":"https://github.com/0wain/ml-gms-ticket-classification-dataset-builder","last_synced_at":"2026-05-05T06:32:12.444Z","repository":{"id":189572272,"uuid":"566474058","full_name":"0wain/ML-GMS-Ticket-Classification-Dataset-Builder","owner":"0wain","description":"Build a Machine Learning Classifier dataset from your Gmodstore tickets, using the Gmodstore tag system.","archived":false,"fork":false,"pushed_at":"2022-11-15T20:26:14.000Z","size":12,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-27T22:49:07.799Z","etag":null,"topics":["classifier","garrysmod","gmod","gmodstore","machine-learning","support","tickets"],"latest_commit_sha":null,"homepage":"","language":"JavaScript","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/0wain.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2022-11-15T18:47:24.000Z","updated_at":"2024-05-31T08:52:47.000Z","dependencies_parsed_at":null,"dependency_job_id":"062eb7f4-71d5-4198-bf2a-623559ac33f8","html_url":"https://github.com/0wain/ML-GMS-Ticket-Classification-Dataset-Builder","commit_stats":null,"previous_names":["owainjones74/ml-gms-ticket-classification-dataset-builder","0wain/ml-gms-ticket-classification-dataset-builder"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0wain%2FML-GMS-Ticket-Classification-Dataset-Builder","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0wain%2FML-GMS-Ticket-Classification-Dataset-Builder/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0wain%2FML-GMS-Ticket-Classification-Dataset-Builder/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0wain%2FML-GMS-Ticket-Classification-Dataset-Builder/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/0wain","download_url":"https://codeload.github.com/0wain/ML-GMS-Ticket-Classification-Dataset-Builder/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245002636,"owners_count":20545466,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["classifier","garrysmod","gmod","gmodstore","machine-learning","support","tickets"],"created_at":"2024-10-14T07:25:52.505Z","updated_at":"2026-05-05T06:32:07.422Z","avatar_url":"https://github.com/0wain.png","language":"JavaScript","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine Learning Gmodstore Ticket Classifier Dataset Builder\nBuild a Machine Learning Classification dataset from your Gmodstore tickets, using the Gmodstore Tag system.\n\n## What actually is this?\nThe script used the Gmodstore API to pull all the given tickets for a provided product, and breaks their opening message up into a folder structure based on the ticket's labels.\nIt follows the structure required by [liner.ai](https://liner.ai/)'s classification model, which is what this script was made to satisfy. But there's no reason you couldn't import this data to another tool/package.\n\n## What can I do with this?\nIf you use [liner.ai](https://liner.ai/), you can export your model as a [TensorFlow](https://www.tensorflow.org/). You can then use your model in something like NodeJS to automatically classify new Gmodstore Tickets and provide automated responses,\nwhich is the reason this even exists.\n\n\n## How do I use this?\n1. Clone this repo.\n2. Run ``npm install``.\n3. Copy the ``.env.copy`` to ``.env``.\n4. Fill in the 2 values for the ``.env``.\n5. Run ``npm run start``.\n6. Allow the script to pull down the data from the API and format it.\n7. You should now find a labelled data set in ``/data``\n\n## What if I don't use tags?\nAny untagged tickets will be placed in a ``/unlabelled`` label. You are then free to label those yourself. It is not suggested to include the ``unlabelled`` label set in your training data, as it can warp your results. I suggest labelling your tickets\non GmodStore directly, because if you need to pull the data down again at a later date, you will not need to manually relabel it all.\n\n## Credits\n- [Creekie](https://github.com/Creekie1337) - Helping me understand things and being an emotional support robot.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F0wain%2Fml-gms-ticket-classification-dataset-builder","html_url":"https://awesome.ecosyste.ms/projects/github.com%2F0wain%2Fml-gms-ticket-classification-dataset-builder","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F0wain%2Fml-gms-ticket-classification-dataset-builder/lists"}