fix: company name mapping

README.md

@@ -3074,6 +3074,16 @@ from datasets import load_dataset
 dataset = load_dataset("PodYapolsky/LogoDet-3K")
 ```
 
+Company ids mapping to names and vice versa
+
+```python
+company2id = {
+    name: idx
+    for idx, name in enumerate(dataset["train"].features["company_name"].names)
+}
+id2company = {v: k for k, v in company2id.items()}
+```
+
 <!--
 ### Out-of-Scope Use
 
@@ -3090,7 +3100,7 @@ The dataset is provided in Parquet format and contains the following attributes:
 {
     "image_path": [PIL.Image],
     "industy_name": [str] Industry type company's brand belongs to,
-    "company_name": [str] The company to which brand belongs,
+    "company_name": [int] The company id to which brand belongs,
     "bbox": [tuple[int]] bounding box in format ('xmin', 'ymin', 'xmax', 'ymax'),
 }
 ```