Update README.md

README.md

@@ -24,20 +24,16 @@ dataset_info:
   dataset_size: 3152173
 ---
 
-# OCR Trains Dataset
+# OCR Trains - Object Detection Dataset
 
 The dataset consists of text data obtained through optical character recognition (OCR) technology, which extracts text from images, in this case, **the train number**.
 
+# 💴 For Commercial Usage: To discuss your requirements, learn about the price and buy the dataset, leave a request on **[TrainingData](https://trainingdata.pro/datasets/train-numbers?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-trains-dataset)** to buy the dataset
+
 The dataset be used to train machine learning models for extracting and analyzing text from train-related documents or images, to develop algorithms or models for real-time updates, or building intelligent systems related to trains and transportation.
 
 ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F6f666e7539bfbca9f54f2226631bddda%2FMacBook%20Air%20-%201%20(1).png?generation=1691732664604021&alt=media)
 
-# Get the dataset
-
-### This is just an example of the data
-
-Leave a request on [**https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market/train-numbers?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-trains-dataset) to discuss your requirements, learn about the price and buy the dataset.
-
 # Dataset structure
 - **images** - contains of original images of trains
 -  **annotations.xml** -  contains coordinates of the bounding boxes and indicated text, created for the original photo
@@ -51,8 +47,12 @@ Each image from `images` folder is accompanied by an XML-annotation in the `anno
 
 # Text Detection in Trains' images might be made in accordance with your requirements.
 
-## [**TrainingData**](https://trainingdata.pro/data-market/train-numbers?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-trains-dataset) provides high-quality data annotation tailored to your needs
+# 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro/datasets](https://trainingdata.pro/datasets/train-numbers?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-trains-dataset)** to discuss your requirements, learn about the price and buy the dataset
+
+## **[TrainingData](https://trainingdata.pro/datasets/train-numbers?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-trains-dataset)** provides high-quality data annotation tailored to your needs
 
 More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets**
 
-TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
+TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
+
+*keywords: railways dataset, global railways, train traffic, rail network, rail transport, transportation, railroad, ocr annotations dataset, text detection, text recognition, optical character recognition, computer vision dataset, image dataset, image-to-text dataset, detecting text-lines, object detection, deep-text-recognition, text area detection, text extraction, images dataset, image-to-text*