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https://github.com/woctezuma/steam-tag-mapping
Mapping of Steam tags.
https://github.com/woctezuma/steam-tag-mapping
embedding embeddings steam steam-tags tags valve
Last synced: about 2 months ago
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Mapping of Steam tags.
- Host: GitHub
- URL: https://github.com/woctezuma/steam-tag-mapping
- Owner: woctezuma
- License: mit
- Created: 2017-07-04T06:10:06.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2024-11-30T13:36:57.000Z (about 2 months ago)
- Last Synced: 2024-11-30T14:34:40.144Z (about 2 months ago)
- Topics: embedding, embeddings, steam, steam-tags, tags, valve
- Language: Python
- Homepage:
- Size: 2.2 MB
- Stars: 3
- Watchers: 3
- Forks: 0
- Open Issues: 5
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Steam Tag Mapping
[![Build status][build-image]][build]
[![Code coverage][codecov-image]][codecov]
[![Code Quality][codacy-image]][codacy]
This repository allows to compute an embedding of Steam tags, based on all Steam games and their respective tags.
## Definition
A "tag" is a word or expression attached to a game, as can be seen [on Steam](http://store.steampowered.com//tag/browse).
## Data source
Data is downloaded from [SteamSpy API](http://steamspy.com/api.php) via the [steamtags](https://github.com/woctezuma/match-steam-tags) PyPI package.
## Requirements
- Install the latest version of [Python 3.X](https://www.python.org/downloads/).
- Install the required packages:
```bash
pip install -r requirements.txt
```
## Usage
To create the mapping by analyzing the joint occurences of tags for each game, run the Python script as follows:
```bash
python map_tags.py
```
## Results
Results are shown [on the Wiki](https://github.com/woctezuma/steam-tag-mapping/wiki).
## Reference
- [a post on NeoGAF](http://www.neogaf.com/forum/showpost.php?p=242575674&postcount=7426) showing the map of tags.
- t-SNE:
- [author's FAQ][tsne-author]
- [wikipedia][tsne-wiki]
- [UMAP][umap-code]
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