Update README.md

README.md

@@ -1,19 +1,37 @@
----
-dataset_info:
-  features:
-  - name: Text
-    dtype: string
-  - name: Label
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 21131
-    num_examples: 718
-  download_size: 9355
-  dataset_size: 21131
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
----
+Project-Two-Makerspace-Inventory-Receipt-Lines-labeled
+===========================================
+
+Project: Makerspace Inventory Management System
+Author:  Ethan Kessler (Carnegie Mellon University)
+License: MIT
+Date:    2025
+
+Description:
+-------------
+Tabular data with receipt text lines extracted from McMaster-Carr item
+receipts, retrieved from https://www.mcmaster.com/ via Tesseract OCR engine
+Lines were manually labelled as either "important" or "other" based on
+whether the line was deemed to have important information for identifying
+the name, quantity, vendor, manufacturer, or other important information for
+documenting in a listed inventory.
+
+Dataset Summary:
+-----------------
+- Total Lines: 718
+- Splits: training split
+- Label Format: "Text Label"
+Applications:
+--------------
+- Receipt line extraction
+- makerspace inventory management
+Limitations:
+-------------
+- Trained on McMaster Carr receipts only.
+- High percentage of "Other" may lead to biased training.
+Ethical Use:
+-------------
+No identifying data or private information collected.
+Citation:
+----------
+Kessler, E. (2025). "receipt-lines."
+Hugging Face: https://huggingface.co/datasets/emkessle/receipt-lines