Update README.md

README.md

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 # OCR GENERATED Machine-Readable Zone (MRZ) Text Detection
 The dataset includes a collection of **GENERATED** photos containing Machine Readable Zones (MRZ) commonly found on identification documents such as passports, visas, and ID cards. Each photo in the dataset is accompanied by **text detection** and **Optical Character Recognition (OCR)** results.
 
+# 💴 For Commercial Usage: To discuss your requirements, learn about the price and buy the dataset, leave a request on **[TrainingData](https://trainingdata.pro/datasets/ocr-machine-readable-zone-mrz?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-generated-machine-readable-zone-mrz-text-detection)** to buy the dataset
+
 This dataset is useful for developing applications related to *document verification, identity authentication, or automated data extraction from identification documents*.
 
 ### The dataset is solely for informational or educational purposes and should not be used for any fraudulent or deceptive activities.
 
 ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F0829abc9a749ba3fd1e226a6891ae0ad%2FFrame%2011.png?generation=1694513962946791&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/ocr-machine-readable-zone-mrz?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-generated-machine-readable-zone-mrz-text-detection) to discuss your requirements, learn about the price and buy the dataset.
-
 # Dataset structure
 - **images** - contains of original images of documents
 - **boxes** - includes bounding box labeling for the original images
@@ -34,13 +29,16 @@ Leave a request on [**https://trainingdata.pro/data-market**](https://trainingda
 
 Each image from `images` folder is accompanied by an XML-annotation in the `annotations.xml` file indicating the coordinates of the bounding boxes and detected text . For each point, the x and y coordinates are provided.
 
-# Example of XML file structure
-![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2Fb848a6c30d0c3adfd3bf391ca2c4860d%2Fcarbon%20(1).png?generation=1694514503035476&alt=media)
+![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F9a0f2ddac7d57361523ec7c7d326e3d9%2Fcarbon.png?generation=1695039284406137&alt=media)
 
 # Text Detection in the Documents might be made in accordance with your requirements.
 
-## [**TrainingData**](https://trainingdata.pro/data-market/ocr-machine-readable-zone-mrz?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-generated-machine-readable-zone-mrz-text-detection) 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/data-market](https://trainingdata.pro/datasets/ocr-machine-readable-zone-mrz?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-generated-machine-readable-zone-mrz-text-detection)** to discuss your requirements, learn about the price and buy the dataset
+
+## **[TrainingData](https://trainingdata.pro/datasets/ocr-machine-readable-zone-mrz?utm_source=huggingface&utm_medium=cpc&utm_campaign=ocr-generated-machine-readable-zone-mrz-text-detection)** 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: text detection, text recognition, optical character recognition, document text recognition, document text detection, detecting text-lines, object detection, deep-text-recognition, text area detection, text extraction, images dataset, image-to-text, generated data, passports, passport designs, machine-readable zone, mrz, mrz recognition, mrz code, synthetic data, synthetic data generation, synthetic dataset , gdpr synthetic data, object detection, computer vision, documents, document security, cybersecurity, information security systems, passport data extraction*