diff --git a/README.md b/README.md
index 8bf7b2af06a9bdc279628c0e78b19497358b7f86..99fce8f88dbad63e914437e9e006fa3fa970ebcc 100644
--- a/README.md
+++ b/README.md
@@ -52,7 +52,7 @@ from pathlib import Path
 
 # Assuming the dataset was downloaded to `local_dir` and tar shards are in the 'tars' folder
 local_dir = "path/to/font-square-v2"  # Update this path if necessary
-tar_pattern = os.path.join(local_dir, "tars", "{000000..000500}.tar")  # Adjust range to match your tar shard naming
+tar_pattern = os.path.join(local_dir, "tars", "{000000..000499}.tar")  # Adjust range to match your tar shard naming
 
 # Create a WebDataset
 dataset = wds.WebDataset(tar_pattern).decode("pil")
@@ -90,7 +90,7 @@ you can set up your WebDataset as follows:
 import webdataset as wds
 
 # Define the URL pattern to stream the tar shards directly from Hugging Face
-url_pattern = "https://huggingface.co/datasets/blowing-up-groundhogs/font-square-v2/resolve/main/tars/{000000..000500}.tar"
+url_pattern = "https://huggingface.co/datasets/blowing-up-groundhogs/font-square-v2/resolve/main/tars/{000000..000499}.tar"
 # Adjust the shard range (here 000000 to 000010) to cover all your tar shards.
 
 # Create a WebDataset that streams data
@@ -133,7 +133,7 @@ for sample in dataset:
   ```
 
 - **Shard Naming:**  
-  Ensure that the naming convention in your `tars/` folder matches the URL pattern used above. Adjust the pattern `{000000..000500}` accordingly if your tar files have a different naming scheme or if there are more shards.
+  Ensure that the naming convention in your `tars/` folder matches the URL pattern used above. Adjust the pattern `{000000..000499}` accordingly if your tar files have a different naming scheme or if there are more shards.
 
 ---
 
diff --git a/tars/000500.tar b/tars/000500.tar
deleted file mode 100644
index 1a818fd0a53d1c40986014a8bb18840f2a8b102c..0000000000000000000000000000000000000000
--- a/tars/000500.tar
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:84ff92691f909a05b224e1c56abb4864f01b4f8e3c854e4bb4c7baf1d3f6d652
-size 10240
diff --git a/tars/fine_tune/000000.tar b/tars/fine_tune/000000.tar
new file mode 100644
index 0000000000000000000000000000000000000000..38472a31394de8bcd14e734e9d4add5feb16fbd4
--- /dev/null
+++ b/tars/fine_tune/000000.tar
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddfe13e7259fc00962b4eab40a67a7fe0d1473006f1c98f36f6a0910f62b0f34
+size 664924160
diff --git a/tars/fine_tune/000001.tar b/tars/fine_tune/000001.tar
new file mode 100644
index 0000000000000000000000000000000000000000..4cab0020c0019f3bec612b12f79a83ea1ca3888f
--- /dev/null
+++ b/tars/fine_tune/000001.tar
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91e32eb3be8b4e45220aa4cc8e6d6e5c7835e479c017340e2661b4ea949c2268
+size 406268578
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