Update README.md

README.md

@@ -8,38 +8,34 @@ size_categories:
 annotations_creators:
 - found
 ---
-# Dataset Card for Dataset Name
-
-<!-- Provide a quick summary of the dataset. -->
-
-This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
 
 ## Dataset Details
 
 ### Dataset Description
 
-- **Funded by [optional]:** [More Information Needed]
+The provided dataset includes **11430** URLs with **87** extracted features.  
+The dataset are designed to be used as a  a benchmark for machine learning based **phishing detection** systems.  
+The datatset is balanced, it containes exactly 50% phishing and 50% legitimate URLs.  
+
+Features are from three different classes:
+- **56** extracted from the structure and syntax of URLs
+- **24** extracted from the content of their correspondent pages
+- **7** are extracetd by querying external services.
+
+
+- **Funded by:** Abdelhakim Hannousse, Salima Yahiouche
 - **Shared by:** [pirocheto](https://github.com/pirocheto)
 - **License:** [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)
 
 ### Dataset Sources
 
-- **Paper [optional]:** https://arxiv.org/abs/2010.12847
-
+- **Paper:** [https://arxiv.org/abs/2010.12847](https://arxiv.org/abs/2010.12847)
 
 ### Source Data
 
-![](images/source.png)
-
-
-#### Who are the source data producers?
-
-<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
-
-[More Information Needed]
-
+![source](images/source.png)
 
-## Citation [optional]
+## Citation
 
 
 **BibTeX:**