diff --git a/README.md b/README.md
index ac17f367..241bd4f9 100644
--- a/README.md
+++ b/README.md
@@ -143,6 +143,11 @@ on the GPU or CPU at different points in the pipeline.
     <p align="center"><img height="192" src="docs/img/traversals/traversal-transpose__shapes3d.jpg" alt="Shapes3D Dataset Factor Traversals"></p>
   </details>
 
+  + <details>
+    <summary>🏹 <a href="https://github.com/YingzhenLi/Sprites" target="_blank">Sprites (custom)</a></summary>
+    <p align="center"><img height="192" src="docs/img/traversals/traversal-transpose__sprites.jpg" alt="Sprites (Custom) Dataset Factor Traversals"></p>
+  </details>
+
   + <details open>
     <summary>
       🧵 <u>dSpritesImagenet</u>:
diff --git a/disent/dataset/data/_groundtruth__sprites.py b/disent/dataset/data/_groundtruth__sprites.py
index 49e2c5ec..d3f6eb54 100644
--- a/disent/dataset/data/_groundtruth__sprites.py
+++ b/disent/dataset/data/_groundtruth__sprites.py
@@ -46,16 +46,22 @@
 # ========================================================================= #
 
 
+SPRITES_REPO = 'https://github.com/YingzhenLi/Sprites'
+SPRITES_REPO_COMMIT_SHA = '3ce4048c5227802bd8f1888e293fd3afdba91c0c'
+
+
 def fetch_sprite_components() -> Tuple[np.array, np.array]:
     try:
         import git
     except ImportError:
-        logging.error('GitPython not found! Please install it: `pip install GitPython`')
+        log.error('GitPython not found! Please install it: `pip install GitPython`')
         exit(1)
     # store files in a temporary directory
     with TemporaryDirectory(suffix='sprites') as temp_dir:
         # clone the files into the temp dir
-        git.Repo.clone_from('https://github.com/YingzhenLi/Sprites', temp_dir)
+        log.info(f'Generating sprites data, temporarily cloning: {SPRITES_REPO} to {temp_dir}`')
+        repo = git.Repo.clone_from(SPRITES_REPO, temp_dir, no_checkout=True)
+        repo.git.checkout(SPRITES_REPO_COMMIT_SHA)
         # get all the components!
         component_sheets: List[np.ndarray] = []
         component_names = ['bottomwear', 'topwear', 'hair', 'eyes', 'shoes', 'body']
@@ -111,6 +117,11 @@ def _prepare(self, out_dir: str, out_file: str) -> NoReturn:
 
 
 class SpritesAllData(DiskGroundTruthData):
+    """
+    Custom version of sprites, with the data obtained from:
+    https://github.com/YingzhenLi/Sprites
+    """
+
     name = 'sprites'
     factor_names = ('bottomwear', 'topwear', 'hair', 'eyes', 'shoes', 'body', 'action', 'rotation', 'frame')
     factor_sizes = (7, 7, 10, 5, 3, 7, 5, 4, 6)  # 6_174_000
diff --git a/disent/dataset/util/stats.py b/disent/dataset/util/stats.py
index 99f3c1d6..781c95b5 100644
--- a/disent/dataset/util/stats.py
+++ b/disent/dataset/util/stats.py
@@ -210,6 +210,7 @@ def main(progress=True, num_workers=32, batch_size=2048):  # try changing worker
 #     mean: [0.046146392822265625]
 #     std: [0.2096506119375896]
 
+# TODO -- REGENERATE:
 # Mpi3dData - mpi3d_toy - {'subset': 'toy', 'in_memory': True}:
 #     mean: [0.22681593831231503, 0.22353985202496676, 0.22666059934624702]
 #     std: [0.07854112062669572, 0.07319301658077378, 0.0790763900050426]
diff --git a/docs/img/traversals/traversal-transpose__sprites.jpg b/docs/img/traversals/traversal-transpose__sprites.jpg
new file mode 100644
index 00000000..c3863f33
Binary files /dev/null and b/docs/img/traversals/traversal-transpose__sprites.jpg differ