Update README.md

README.md

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 ---
 license: cc-by-sa-4.0
+language:
+- en
+tags:
+- ratings
+- stable diffusion
+- aesthetic
+- artifacts
+pretty_name: AI Horde Ratings
 ---
+# AI Horde Ratings
+
+A dataset of exported aesthetic and artifact ratings provided by the [AI Horde](https://aihorde.net) community through our [open ratings API](https://ratings.aihorde.net/api).
+
+Each row in this dataset presents the rating for a single image from the [diffusiondb](https://poloclub.github.io/diffusiondb/). Each image UUID in this parquet will match the diffusiondb filename.
+
+Each rating contains an aesthetic rating of 1-10, where 1 represents an image found distasteful, and 10 an image most found very pleasing. This is an explicitly subjective rating.
+
+Each rating also contains an artifact rating of 0-5, where 0 represents no artifacts or image disruption, and 5 represents an image ruined. This ratings aims to be more objective.
+
+The aim is for each image to be rated at least 5 times, so that a useful average can be ascertained.
+
+While there are countermeasures to avoid bad actors, due to the open nature of the API for the ratings, some ratings might be random or malicious. 
+However due to the vast amount of other valid ratings, they overarching trend should be towards accuracy. 
+Nevertheless, if you notice any ratings which are obviously malicious, or users which are consistently fake-rating, please let us know and we'll clear them from this dataset.
+
+
+# Use cases
+
+* [Clip-based aesthetic scorer](https://github.com/kenjiqq/aesthetics-scorer) ([Huggingface Demo[https://huggingface.co/spaces/kenjiqq/aesthetics-scorer])