diff --git a/.gitattributes b/.gitattributes
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--- a/.gitattributes
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@@ -57,3 +57,72 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
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diff --git a/README.md b/README.md
index 7be5fc7f47d5db027d120b8024982df93db95b74..2041e90e4d6be3e53f5a3ec8bd9b5ffcf8fde0a3 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,31 @@
----
-license: mit
----
+---
+license: mit
+---
+
+# Gran Turismo 4 Multiplayer Data - Upsampler
+
+This dataset contains video and action labels of 1v1 races in the PS2 game Gran Turismo 4 for upsampling purposes.
+
+It was used to train the multiplayer world model [Multiverse](https://huggingface.co/Enigma-AI/multiverse).
+
+Note: this code is only used to train an upsampler model to increase the frame resolution and details from 35x53 to 350x530.
+
+### Data Structure
+
+The dataset is comprised 1v1 races footage at 1 fps, split into `.hdf5` files.
+
+Each frame has a shpae of (350, 530, 6), representing 2 RGB frames stacked together along the channel axis. As can be seen in the following figure:
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64df79dd288ed5cc730f0668/j1melysX9Jxc0Yg81phhl.png" width="300">
+
+And the two player action is an array of size (66) in the following structure:
+
+| Player  | Range  | Control        | Meaning                                      |
+|:--------|:-------|:---------------|:---------------------------------------------|
+| Player 1| 0–10   | Gas             | 0 = no gas, 10 = max gas                     |
+| Player 1| 11–21  | Brake           | 11 = no brake, 21 = max brake                |
+| Player 1| 22–32  | Steering        | 22 = max left, 27 = straight, 32 = max right |
+| Player 2| 33–43  | Gas             | 33 = no gas, 43 = max gas                    |
+| Player 2| 44–54  | Brake           | 44 = no brake, 54 = max brake                |
+| Player 2| 55–65  | Steering        | 55 = max left, 60 = straight, 65 = max right |
+
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