Update README.md to include project logo, description, and usage instructions for the HOCR dataset

README.md

@@ -1,3 +1,23 @@
 ---
 license: apache-2.0
 ---
+
+<div align="center">
+
+![HOCR Logo](./assets/hocr.png)
+
+# 📄 HOCR: Hard OCR Samples for evaluating OCR models
+
+</div>
+
+This dataset contains a few samples of real world documents that are hard for OCR models to parse properly — collected from various sources.
+
+## Usage
+
+You can load up the dataset via Huggingface's `datasets` library and use it as you see fit.
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("chonkie-ai/hocr", split="train")
+```