Update README.md with new sections

The following sections have been added to README.md:
* Description
* Dataset Information
* Data Sources

README.md

@@ -1,3 +1,44 @@
 ---
 license: mit
+task_categories:
+- text-classification
+language:
+- en
+size_categories:
+- 10K<n<100K
+tags:
+- phishing
+- text
+pretty_name: Phishing Texts Dataset
 ---
+
+## Phishing Texts Dataset 🎣
+
+### Description:
+This dataset is a collection of data designed for training text classifiers capable of determining whether a message or email is a phishing attempt or not.
+
+### Dataset Information 📨:
+The dataset consists of more than 20,000 entries of text messages, which are potential phishing attempts.
+
+Data is structured in two columns:
+- `text`: The text of the message or email.
+- `phising`: An indicator of whether the message in the `text` column is a phishing attempt (1) or not (0).
+
+The dataset has undergone a data cleaning process and preprocessing to remove possible duplicate entries. 
+It is worth mentioning that the dataset is **balanced**, with 62% non-phishing and 38% phishing instances.
+
+In some of the aforementioned datasets, it was identified that the data overlapped. 
+To avoid redundant values, duplicate entries have been removed from this dataset during the last data cleaning phase.
+
+### Data Sources 📖:
+
+This dataset has been constructed from the following sources:
+- [Hugging Face - Phishing Email Dataset](https://huggingface.co/datasets/zefang-liu/phishing-email-dataset)
+- [Hugging Face - Phishing Dataset](https://huggingface.co/datasets/ealvaradob/phishing-dataset)
+- [Kaggle - Phishing Emails](https://www.kaggle.com/datasets/subhajournal/phishingemails)
+- [Kaggle - Phishing Email Data by Type](https://www.kaggle.com/datasets/charlottehall/phishing-email-data-by-type)
+
+  > Big thanks to all the creators of these datasets for their awesome work! 🙌
+
+*In some of the aforementioned datasets, it was identified that the data overlapped. 
+To avoid redundant values, duplicate entries have been removed from this dataset during the last data cleaning phase.*