Update README.md

README.md

@@ -5,4 +5,18 @@ task_categories:
 language:
 - en
 pretty_name: English Words Imageability
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+---
+
+# English Words Imageability
+This dataset is a collection of two datasets provided by [Marc A. Kastner](https://github.com/mkasu/imageabilitycorpus) on GitHub.
+I merged the datasets and kept only the word, visual, phonetic, and textual columns. 
+The data is scaled using a MinMaxScaler so that the whole dataset can be used as one.
+
+## Usage
+This dataset is ideal for training and evaluating machine learning models for word imageability.
+
+## Acknowledgments
+We extend our heartfelt gratitude to all the authors of the original datasets.
+
+## License
+This dataset is made available under the MIT license.